diff --git a/cad_log.txt b/cad_log.txt
index ddf0a013af5c5ead02cbe4893c1a99ee5987949c..277a4d065f53cd724c2cfa1e2e616c86fd9328d1 100644
--- a/cad_log.txt
+++ b/cad_log.txt
@@ -1,23839 +1,13 @@
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.326973}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997426}, "timestamp": {"timestamp": 1683626575.326973}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.326973}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.326973}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.326973}}
-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 0.029049158096313477 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42020:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42020', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.376822}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999743}, "timestamp": {"timestamp": 1683626575.376822}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.376822}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.376822}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.376822}}
-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 0.03376293182373047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.435683}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99974334}, "timestamp": {"timestamp": 1683626575.435683}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.435683}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.435683}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.435683}}
-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 0.03455471992492676 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.490297}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99974376}, "timestamp": {"timestamp": 1683626575.490297}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.490297}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.490297}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.490297}}
-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 0.03407764434814453 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:02:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007833317656983733
-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: 0.002029445679700015
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005666559991368558
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003342866897583008 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.589734}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99974054}, "timestamp": {"timestamp": 1683626575.589734}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.589734}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.589734}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.589734}}
-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 0.031165599822998047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.64762}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997378}, "timestamp": {"timestamp": 1683626575.64762}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.64762}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.64762}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.64762}}
-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 0.03105330467224121 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.699043}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997344}, "timestamp": {"timestamp": 1683626575.699043}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.699043}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.699043}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.699043}}
-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 0.02536463737487793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.740926}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99973166}, "timestamp": {"timestamp": 1683626575.740926}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.740926}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.740926}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.740926}}
-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 0.03176379203796387 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.789756}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997285}, "timestamp": {"timestamp": 1683626575.789756}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.789756}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.789756}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.789756}}
-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 0.032933712005615234 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.844775}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972516}, "timestamp": {"timestamp": 1683626575.844775}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.844775}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.844775}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.844775}}
-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 0.027749061584472656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.887772}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997218}, "timestamp": {"timestamp": 1683626575.887772}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.887772}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.887772}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.887772}}
-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 0.032372474670410156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.934713}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972224}, "timestamp": {"timestamp": 1683626575.934713}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.934713}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.934713}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.934713}}
-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 0.028667688369750977 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.978411}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972266}, "timestamp": {"timestamp": 1683626575.978411}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.978411}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.978411}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626575.978411}}
-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 0.05099916458129883 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.059371}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999723}, "timestamp": {"timestamp": 1683626576.059371}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.059371}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.059371}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.059371}}
-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 0.02839183807373047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007817594145911437
-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: 0.002024298469079475
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00056561800010968
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001960277557373047 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 193
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.140008}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972343}, "timestamp": {"timestamp": 1683626576.140008}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.140008}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.140008}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.140008}}
-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 0.04238748550415039 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.197779}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972385}, "timestamp": {"timestamp": 1683626576.197779}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.197779}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.197779}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.197779}}
-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 0.03270149230957031 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.246627}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972427}, "timestamp": {"timestamp": 1683626576.246627}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.246627}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.246627}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.246627}}
-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 0.04278826713562012 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.313282}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997246}, "timestamp": {"timestamp": 1683626576.313282}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.313282}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.313282}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.313282}}
-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 0.0199735164642334 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.348912}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997216}, "timestamp": {"timestamp": 1683626576.348912}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.348912}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.348912}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.348912}}
-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 0.017643451690673828 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.381247}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972194}, "timestamp": {"timestamp": 1683626576.381247}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.381247}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.381247}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.381247}}
-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 0.027515172958374023 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.427162}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972236}, "timestamp": {"timestamp": 1683626576.427162}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.427162}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.427162}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.427162}}
-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 0.026793718338012695 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.468688}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997228}, "timestamp": {"timestamp": 1683626576.468688}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.468688}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.468688}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.468688}}
-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 0.02287602424621582 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.507115}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997232}, "timestamp": {"timestamp": 1683626576.507115}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.507115}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.507115}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.507115}}
-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 0.02949380874633789 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.55352}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972355}, "timestamp": {"timestamp": 1683626576.55352}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.55352}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.55352}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.55352}}
-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 0.03270554542541504 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007801066753505513
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.02860093799972674
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00030266599787864834
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002019205012138472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005653904991049785
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034456253051757812 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 194
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.645932}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999724}, "timestamp": {"timestamp": 1683626576.645932}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.645932}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.645932}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.645932}}
-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 0.024466514587402344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.685169}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997244}, "timestamp": {"timestamp": 1683626576.685169}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.685169}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.685169}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.685169}}
-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 0.026790380477905273 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.72708}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972475}, "timestamp": {"timestamp": 1683626576.72708}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.72708}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.72708}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.72708}}
-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 0.03845667839050293 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.781897}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972516}, "timestamp": {"timestamp": 1683626576.781897}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.781897}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.781897}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.781897}}
-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 0.024817228317260742 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.83201}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997256}, "timestamp": {"timestamp": 1683626576.83201}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.83201}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.83201}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.83201}}
-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 0.02637195587158203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.873975}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972594}, "timestamp": {"timestamp": 1683626576.873975}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.873975}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.873975}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.873975}}
-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 0.028055906295776367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.92002}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972636}, "timestamp": {"timestamp": 1683626576.92002}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.92002}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.92002}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.92002}}
-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 0.024119138717651367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.959601}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997267}, "timestamp": {"timestamp": 1683626576.959601}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.959601}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.959601}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626576.959601}}
-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 0.028266191482543945 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.003234}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997235}, "timestamp": {"timestamp": 1683626577.003234}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.003234}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.003234}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.003234}}
-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 0.024222373962402344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.050543}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997209}, "timestamp": {"timestamp": 1683626577.050543}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.050543}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.050543}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.050543}}
-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 0.033721208572387695 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:02:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1196.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1196.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007811900667431287
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.02860093799972674
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00030266599787864834
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0020140774377061907
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00056561800010968
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004243612289428711 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 195
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.150552}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971783}, "timestamp": {"timestamp": 1683626577.150552}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.150552}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.150552}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.150552}}
-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 0.038657188415527344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.217746}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971825}, "timestamp": {"timestamp": 1683626577.217746}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.217746}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.217746}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.217746}}
-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 0.0470273494720459 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.286951}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997186}, "timestamp": {"timestamp": 1683626577.286951}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.286951}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.286951}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.286951}}
-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 0.04006004333496094 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.343112}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999719}, "timestamp": {"timestamp": 1683626577.343112}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.343112}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.343112}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.343112}}
-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 0.02694082260131836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.385197}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971944}, "timestamp": {"timestamp": 1683626577.385197}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.385197}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.385197}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.385197}}
-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 0.028377294540405273 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.428753}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997198}, "timestamp": {"timestamp": 1683626577.428753}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.428753}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.428753}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.428753}}
-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 0.02376866340637207 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.467178}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971724}, "timestamp": {"timestamp": 1683626577.467178}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.467178}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.467178}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.467178}}
-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 0.02169942855834961 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.503564}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999714}, "timestamp": {"timestamp": 1683626577.503564}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.503564}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.503564}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.503564}}
-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 0.02937483787536621 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.547722}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971443}, "timestamp": {"timestamp": 1683626577.547722}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.547722}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.547722}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.547722}}
-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 0.03224825859069824 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.594807}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971485}, "timestamp": {"timestamp": 1683626577.594807}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.594807}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.594807}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626577.594807}}
-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 0.02363109588623047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007804813419114704
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.02860093799972674
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00030266599787864834
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.002008957292426747
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005666559991368558
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036590099334716797 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 196
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.153783}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997152}, "timestamp": {"timestamp": 1683626578.153783}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.153783}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.153783}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.153783}}
-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 0.03865504264831543 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.223531}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997123}, "timestamp": {"timestamp": 1683626578.223531}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.223531}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.223531}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.223531}}
-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 0.03871560096740723 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.282837}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971265}, "timestamp": {"timestamp": 1683626578.282837}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.282837}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.282837}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.282837}}
-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 0.03157687187194824 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.336486}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971306}, "timestamp": {"timestamp": 1683626578.336486}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.336486}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.336486}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.336486}}
-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 0.02494049072265625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.380607}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997135}, "timestamp": {"timestamp": 1683626578.380607}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.380607}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.380607}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.380607}}
-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 0.025744199752807617 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.427277}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997139}, "timestamp": {"timestamp": 1683626578.427277}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.427277}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.427277}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.427277}}
-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 0.023385286331176758 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.470223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971426}, "timestamp": {"timestamp": 1683626578.470223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.470223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.470223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.470223}}
-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 0.02510356903076172 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.514878}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997147}, "timestamp": {"timestamp": 1683626578.514878}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.514878}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.514878}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.514878}}
-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 0.026114940643310547 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.566526}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971503}, "timestamp": {"timestamp": 1683626578.566526}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.566526}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.566526}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.566526}}
-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 0.024523258209228516 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.610936}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971545}, "timestamp": {"timestamp": 1683626578.610936}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.610936}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.610936}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.610936}}
-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 0.02338242530822754 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:51364:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "51364", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 11583.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007790671574332406
-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: 0.002003949734127822
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00056561800010968
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002270936965942383 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 197
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.681377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971586}, "timestamp": {"timestamp": 1683626578.681377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.681377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.681377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.681377}}
-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 0.03400254249572754 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.731628}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997162}, "timestamp": {"timestamp": 1683626578.731628}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.731628}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.731628}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.731628}}
-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 0.024041175842285156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.771652}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971664}, "timestamp": {"timestamp": 1683626578.771652}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.771652}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.771652}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.771652}}
-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 0.03020191192626953 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:51364:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '51364', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.81731}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999717}, "timestamp": {"timestamp": 1683626578.81731}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.81731}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.81731}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.81731}}
-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 0.023411035537719727 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.85588}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997145}, "timestamp": {"timestamp": 1683626578.85588}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.85588}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.85588}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.85588}}
-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 0.02688312530517578 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.904057}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997114}, "timestamp": {"timestamp": 1683626578.904057}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.904057}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.904057}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.904057}}
-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 0.03743171691894531 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.956865}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997085}, "timestamp": {"timestamp": 1683626578.956865}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.956865}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.956865}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626578.956865}}
-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 0.05342817306518555 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.025682}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997089}, "timestamp": {"timestamp": 1683626579.025682}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.025682}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.025682}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.025682}}
-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 0.0346980094909668 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.074927}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997093}, "timestamp": {"timestamp": 1683626579.074927}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.074927}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.074927}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.074927}}
-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 0.02398514747619629 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.113256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970967}, "timestamp": {"timestamp": 1683626579.113256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.113256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.113256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.113256}}
-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 0.0351715087890625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28275:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28275", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007785879091475502
-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: 0.001998894167297888
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005666559991368558
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002737760543823242 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 198
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.191795}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997101}, "timestamp": {"timestamp": 1683626579.191795}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.191795}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.191795}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.191795}}
-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 0.026747465133666992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28275:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '28275', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.234214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971044}, "timestamp": {"timestamp": 1683626579.234214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.234214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.234214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.234214}}
-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 0.0227203369140625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.272265}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971086}, "timestamp": {"timestamp": 1683626579.272265}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.272265}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.272265}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.272265}}
-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 0.022204160690307617 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.309798}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997113}, "timestamp": {"timestamp": 1683626579.309798}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.309798}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.309798}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.309798}}
-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 0.029769420623779297 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.355889}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971163}, "timestamp": {"timestamp": 1683626579.355889}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.355889}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.355889}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.355889}}
-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 0.029970407485961914 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.401387}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971205}, "timestamp": {"timestamp": 1683626579.401387}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.401387}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.401387}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.401387}}
-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 0.022202253341674805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.444879}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970895}, "timestamp": {"timestamp": 1683626579.444879}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.444879}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.444879}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.444879}}
-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 0.02901935577392578 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.496763}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970937}, "timestamp": {"timestamp": 1683626579.496763}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.496763}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.496763}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.496763}}
-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 0.029146909713745117 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.547997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997098}, "timestamp": {"timestamp": 1683626579.547997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.547997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.547997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.547997}}
-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 0.026502609252929688 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.596815}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971014}, "timestamp": {"timestamp": 1683626579.596815}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.596815}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.596815}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.596815}}
-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 0.031908273696899414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007767982814717223
-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: 0.0019940245131647924
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00056561800010968
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002089977264404297 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 199
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.738541}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971056}, "timestamp": {"timestamp": 1683626579.738541}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.738541}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.738541}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.738541}}
-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 0.04663705825805664 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.800804}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997109}, "timestamp": {"timestamp": 1683626579.800804}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.800804}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.800804}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.800804}}
-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 0.05297589302062988 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.869433}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971133}, "timestamp": {"timestamp": 1683626579.869433}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.869433}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.869433}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.869433}}
-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 0.053812265396118164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.938915}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997117}, "timestamp": {"timestamp": 1683626579.938915}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.938915}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.938915}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.938915}}
-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 0.02232050895690918 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.976092}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997089}, "timestamp": {"timestamp": 1683626579.976092}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.976092}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.976092}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626579.976092}}
-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 0.030798673629760742 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.030113}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970925}, "timestamp": {"timestamp": 1683626580.030113}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.030113}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.030113}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.030113}}
-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 0.05222201347351074 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.103631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970967}, "timestamp": {"timestamp": 1683626580.103631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.103631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.103631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.103631}}
-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 0.0348353385925293 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.160396}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971}, "timestamp": {"timestamp": 1683626580.160396}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.160396}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.160396}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.160396}}
-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 0.030826330184936523 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.212524}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971044}, "timestamp": {"timestamp": 1683626580.212524}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.212524}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.212524}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.212524}}
-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 0.0409550666809082 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.289578}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997108}, "timestamp": {"timestamp": 1683626580.289578}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.289578}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.289578}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.289578}}
-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 0.03376340866088867 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:02:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26194:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26194", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "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": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "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": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007750963500438956
-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: 0.0019891780985756393
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005653904991049785
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002565622329711914 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 200
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.3802}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997112}, "timestamp": {"timestamp": 1683626580.3802}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.3802}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.3802}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.3802}}
-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 0.03737640380859375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26194:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26194', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.440606}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997116}, "timestamp": {"timestamp": 1683626580.440606}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.440606}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.440606}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.440606}}
-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 0.03649425506591797 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.495899}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971193}, "timestamp": {"timestamp": 1683626580.495899}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.495899}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.495899}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.495899}}
-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 0.03511214256286621 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.549474}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971235}, "timestamp": {"timestamp": 1683626580.549474}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.549474}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.549474}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.549474}}
-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 0.04570937156677246 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.612007}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997127}, "timestamp": {"timestamp": 1683626580.612007}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.612007}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.612007}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.612007}}
-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 0.04577469825744629 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.686234}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997131}, "timestamp": {"timestamp": 1683626580.686234}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.686234}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.686234}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.686234}}
-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 0.029978275299072266 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.758372}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997135}, "timestamp": {"timestamp": 1683626580.758372}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.758372}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.758372}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.758372}}
-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 0.0484926700592041 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.834655}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971104}, "timestamp": {"timestamp": 1683626580.834655}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.834655}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.834655}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.834655}}
-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 0.030861377716064453 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.888935}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997114}, "timestamp": {"timestamp": 1683626580.888935}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.888935}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.888935}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.888935}}
-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 0.025235414505004883 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.935373}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997118}, "timestamp": {"timestamp": 1683626580.935373}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.935373}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.935373}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626580.935373}}
-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 0.024280786514282227 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007735605870934773
-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: 0.0019843425869734365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000565162998100277
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002777099609375 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 201
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.022432}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971217}, "timestamp": {"timestamp": 1683626581.022432}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.022432}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.022432}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.022432}}
-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 0.03108072280883789 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.079773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997125}, "timestamp": {"timestamp": 1683626581.079773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.079773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.079773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.079773}}
-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 0.027203083038330078 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.129528}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971294}, "timestamp": {"timestamp": 1683626581.129528}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.129528}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.129528}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.129528}}
-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 0.03476381301879883 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.179697}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997133}, "timestamp": {"timestamp": 1683626581.179697}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.179697}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.179697}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.179697}}
-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 0.02760624885559082 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.230477}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971366}, "timestamp": {"timestamp": 1683626581.230477}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.230477}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.230477}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.230477}}
-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 0.027771711349487305 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.280242}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999714}, "timestamp": {"timestamp": 1683626581.280242}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.280242}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.280242}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.280242}}
-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 0.02686285972595215 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.329456}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971443}, "timestamp": {"timestamp": 1683626581.329456}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.329456}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.329456}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.329456}}
-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 0.025700092315673828 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.378357}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997148}, "timestamp": {"timestamp": 1683626581.378357}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.378357}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.378357}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.378357}}
-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 0.02871227264404297 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.429159}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971515}, "timestamp": {"timestamp": 1683626581.429159}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.429159}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.429159}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.429159}}
-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 0.02883744239807129 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.480152}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997155}, "timestamp": {"timestamp": 1683626581.480152}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.480152}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.480152}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.480152}}
-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 0.028153181076049805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13609:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13609", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000773397990132712
-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: 0.0019794260962250317
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005653904991049785
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029311180114746094 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 202
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.557325}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971586}, "timestamp": {"timestamp": 1683626581.557325}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.557325}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.557325}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.557325}}
-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 0.02512502670288086 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.604642}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997163}, "timestamp": {"timestamp": 1683626581.604642}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.604642}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.604642}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.604642}}
-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 0.023715972900390625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.651366}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971664}, "timestamp": {"timestamp": 1683626581.651366}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.651366}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.651366}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.651366}}
-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 0.02243781089782715 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.692954}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999717}, "timestamp": {"timestamp": 1683626581.692954}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.692954}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.692954}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.692954}}
-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 0.023026704788208008 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.73581}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971735}, "timestamp": {"timestamp": 1683626581.73581}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.73581}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.73581}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.73581}}
-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 0.023593902587890625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.778884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997146}, "timestamp": {"timestamp": 1683626581.778884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.778884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.778884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.778884}}
-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 0.023442506790161133 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13609:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13609', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.82204}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999715}, "timestamp": {"timestamp": 1683626581.82204}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.82204}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.82204}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.82204}}
-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 0.02330803871154785 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.861198}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997154}, "timestamp": {"timestamp": 1683626581.861198}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.861198}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.861198}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.861198}}
-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 0.030987977981567383 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:01', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.907402}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971265}, "timestamp": {"timestamp": 1683626581.907402}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.907402}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.907402}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.907402}}
-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 0.02160048484802246 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.945205}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999713}, "timestamp": {"timestamp": 1683626581.945205}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.945205}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.945205}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626581.945205}}
-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 0.023767471313476562 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:01', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45204:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45204", "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": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45204:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45204", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45204:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45204", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45204:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45204", "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": 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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007720266404235392
-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: 0.001974640835719889
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000565162998100277
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019383430480957031 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 203
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.007671}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997134}, "timestamp": {"timestamp": 1683626582.007671}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.007671}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.007671}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.007671}}
-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 0.022783517837524414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.046618}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997138}, "timestamp": {"timestamp": 1683626582.046618}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.046618}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.046618}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.046618}}
-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 0.02856731414794922 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.096695}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971086}, "timestamp": {"timestamp": 1683626582.096695}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.096695}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.096695}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.096695}}
-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 0.02425241470336914 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.13665}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997113}, "timestamp": {"timestamp": 1683626582.13665}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.13665}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.13665}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.13665}}
-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 0.03206467628479004 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.184994}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971163}, "timestamp": {"timestamp": 1683626582.184994}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.184994}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.184994}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.184994}}
-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 0.021994829177856445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.229029}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999712}, "timestamp": {"timestamp": 1683626582.229029}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.229029}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.229029}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.229029}}
-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 0.03158879280090332 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.280069}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970967}, "timestamp": {"timestamp": 1683626582.280069}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.280069}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.280069}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.280069}}
-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 0.02586221694946289 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45204:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45204', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.321702}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971}, "timestamp": {"timestamp": 1683626582.321702}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.321702}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.321702}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.321702}}
-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 0.024536609649658203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45204:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45204', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.361424}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997077}, "timestamp": {"timestamp": 1683626582.361424}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.361424}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.361424}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.361424}}
-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 0.028555631637573242 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45204:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45204', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.404878}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970806}, "timestamp": {"timestamp": 1683626582.404878}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.404878}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.404878}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.404878}}
-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 0.025066614151000977 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45204:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45204', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42016:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "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": 15.0}, {"feature": 13.0}, {"feature": 757.0}, {"feature": 8.0}, {"feature": 1946.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "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": 13.0}, {"feature": 11.0}, {"feature": 432.0}, {"feature": 6.0}, {"feature": 1296.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "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": 12.0}, {"feature": 10.0}, {"feature": 432.0}, {"feature": 6.0}, {"feature": 1296.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "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": 14.0}, {"feature": 12.0}, {"feature": 757.0}, {"feature": 7.0}, {"feature": 1621.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 13.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 13.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 13.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 12.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000771071504941039
-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: 0.0019698420918164076
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005653904991049785
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002220630645751953 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 204
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.467592}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997084}, "timestamp": {"timestamp": 1683626582.467592}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.467592}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.467592}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.467592}}
-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 0.03573727607727051 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.518256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997088}, "timestamp": {"timestamp": 1683626582.518256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.518256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.518256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.518256}}
-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 0.04275703430175781 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42016:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.583223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997091}, "timestamp": {"timestamp": 1683626582.583223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.583223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.583223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.583223}}
-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 0.04353499412536621 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.641544}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997095}, "timestamp": {"timestamp": 1683626582.641544}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.641544}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.641544}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.641544}}
-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 0.03189420700073242 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.688285}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997099}, "timestamp": {"timestamp": 1683626582.688285}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.688285}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.688285}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.688285}}
-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 0.04264020919799805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.749622}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971026}, "timestamp": {"timestamp": 1683626582.749622}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.749622}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.749622}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.749622}}
-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 0.0242006778717041 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.7891}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997106}, "timestamp": {"timestamp": 1683626582.7891}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.7891}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.7891}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.7891}}
-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 0.03676652908325195 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.842631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999711}, "timestamp": {"timestamp": 1683626582.842631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.842631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.842631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.842631}}
-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 0.02567148208618164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.888143}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971133}, "timestamp": {"timestamp": 1683626582.888143}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.888143}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.888143}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.888143}}
-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 0.021048307418823242 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.924475}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997117}, "timestamp": {"timestamp": 1683626582.924475}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.924475}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.924475}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626582.924475}}
-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 0.02551579475402832 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23076:192.168.1.198:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "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
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-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
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 205
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.412981}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971205}, "timestamp": {"timestamp": 1683626583.412981}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.412981}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.412981}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.412981}}
-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 0.03527045249938965 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.463839}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997124}, "timestamp": {"timestamp": 1683626583.463839}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.463839}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.463839}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.463839}}
-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 0.030070781707763672 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.510537}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997101}, "timestamp": {"timestamp": 1683626583.510537}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.510537}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.510537}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.510537}}
-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 0.02276015281677246 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.553591}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971044}, "timestamp": {"timestamp": 1683626583.553591}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.553591}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.553591}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.553591}}
-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 0.023294687271118164 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.59365}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997108}, "timestamp": {"timestamp": 1683626583.59365}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.59365}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.59365}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.59365}}
-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 0.022428512573242188 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.637977}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971116}, "timestamp": {"timestamp": 1683626583.637977}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.637977}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.637977}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.637977}}
-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 0.02792048454284668 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.692221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997115}, "timestamp": {"timestamp": 1683626583.692221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.692221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.692221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.692221}}
-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 0.027057886123657227 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.746473}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997119}, "timestamp": {"timestamp": 1683626583.746473}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.746473}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.746473}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.746473}}
-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 0.023848295211791992 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.799556}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997122}, "timestamp": {"timestamp": 1683626583.799556}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.799556}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.799556}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.799556}}
-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 0.02442479133605957 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.852265}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997126}, "timestamp": {"timestamp": 1683626583.852265}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.852265}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.852265}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.852265}}
-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 0.02454686164855957 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-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
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 206
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.936483}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971294}, "timestamp": {"timestamp": 1683626583.936483}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.936483}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.936483}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.936483}}
-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 0.03715848922729492 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.990439}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997133}, "timestamp": {"timestamp": 1683626583.990439}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.990439}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.990439}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626583.990439}}
-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 0.034970760345458984 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.042417}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971366}, "timestamp": {"timestamp": 1683626584.042417}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.042417}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.042417}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.042417}}
-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 0.036014556884765625 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.107806}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999714}, "timestamp": {"timestamp": 1683626584.107806}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.107806}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.107806}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.107806}}
-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 0.040926218032836914 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.17314}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997144}, "timestamp": {"timestamp": 1683626584.17314}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.17314}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.17314}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.17314}}
-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 0.03947877883911133 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.238213}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971473}, "timestamp": {"timestamp": 1683626584.238213}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.238213}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.238213}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.238213}}
-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 0.040170907974243164 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.301361}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971503}, "timestamp": {"timestamp": 1683626584.301361}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.301361}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.301361}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.301361}}
-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 0.05388784408569336 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.375155}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997154}, "timestamp": {"timestamp": 1683626584.375155}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.375155}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.375155}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.375155}}
-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 0.041227102279663086 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.437675}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971575}, "timestamp": {"timestamp": 1683626584.437675}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.437675}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.437675}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.437675}}
-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 0.03368115425109863 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.489699}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997161}, "timestamp": {"timestamp": 1683626584.489699}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.489699}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.489699}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.489699}}
-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 0.041115760803222656 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-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
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 207
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.580707}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971646}, "timestamp": {"timestamp": 1683626584.580707}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.580707}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.580707}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.580707}}
-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 0.02890610694885254 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.628865}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971676}, "timestamp": {"timestamp": 1683626584.628865}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.628865}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.628865}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.628865}}
-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 0.0265352725982666 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.674361}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997171}, "timestamp": {"timestamp": 1683626584.674361}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.674361}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.674361}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.674361}}
-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 0.026838302612304688 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.720563}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997175}, "timestamp": {"timestamp": 1683626584.720563}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.720563}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.720563}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.720563}}
-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 0.02722787857055664 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.767096}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997178}, "timestamp": {"timestamp": 1683626584.767096}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.767096}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.767096}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.767096}}
-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 0.02841353416442871 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.814264}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971527}, "timestamp": {"timestamp": 1683626584.814264}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.814264}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.814264}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.814264}}
-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 0.02660512924194336 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.859446}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971557}, "timestamp": {"timestamp": 1683626584.859446}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.859446}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.859446}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.859446}}
-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 0.02679133415222168 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.90419}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997159}, "timestamp": {"timestamp": 1683626584.90419}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.90419}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.90419}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.90419}}
-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 0.022380590438842773 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.951106}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971324}, "timestamp": {"timestamp": 1683626584.951106}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.951106}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.951106}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.951106}}
-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 0.024141550064086914 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.993551}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971354}, "timestamp": {"timestamp": 1683626584.993551}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.993551}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.993551}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626584.993551}}
-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 0.03576540946960449 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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39770:192.168.1.197:443", "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": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "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": 12.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1664.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "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": 14.0}, {"feature": 10.0}, {"feature": 621.0}, {"feature": 5.0}, {"feature": 820.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "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": 15.0}, {"feature": 11.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "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": 9.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007745532212328936
-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: 0.0019511017813614933
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005681399998138659
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029463768005371094 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 208
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.073643}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997139}, "timestamp": {"timestamp": 1683626585.073643}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.073643}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.073643}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.073643}}
-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 0.02409505844116211 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.116667}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971426}, "timestamp": {"timestamp": 1683626585.116667}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.116667}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.116667}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.116667}}
-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 0.024825096130371094 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.1629}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997146}, "timestamp": {"timestamp": 1683626585.1629}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.1629}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.1629}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.1629}}
-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 0.036586761474609375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.219171}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997149}, "timestamp": {"timestamp": 1683626585.219171}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.219171}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.219171}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.219171}}
-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 0.026813983917236328 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.263446}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971527}, "timestamp": {"timestamp": 1683626585.263446}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.263446}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.263446}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.263446}}
-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 0.023291826248168945 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.302927}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997156}, "timestamp": {"timestamp": 1683626585.302927}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.302927}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.302927}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.302927}}
-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 0.03068375587463379 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:05', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.35319}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997134}, "timestamp": {"timestamp": 1683626585.35319}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.35319}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.35319}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.35319}}
-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 0.028200387954711914 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.398021}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997137}, "timestamp": {"timestamp": 1683626585.398021}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.398021}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.398021}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.398021}}
-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 0.03251385688781738 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.448934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997141}, "timestamp": {"timestamp": 1683626585.448934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.448934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.448934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.448934}}
-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 0.02187800407409668 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.493386}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971443}, "timestamp": {"timestamp": 1683626585.493386}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.493386}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.493386}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.493386}}
-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 0.035042524337768555 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "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": 10.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "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": 9.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6537:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6537", "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": 10.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42020:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42020", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000773378837421708
-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: 0.0019465021666694394
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005676939981640317
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021741390228271484 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 209
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.576173}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971473}, "timestamp": {"timestamp": 1683626585.576173}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.576173}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.576173}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.576173}}
-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 0.026134490966796875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.621263}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997151}, "timestamp": {"timestamp": 1683626585.621263}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.621263}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.621263}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.621263}}
-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 0.022783279418945312 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.663691}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971545}, "timestamp": {"timestamp": 1683626585.663691}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.663691}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.663691}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.663691}}
-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 0.030751466751098633 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6537:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6537', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.71549}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971575}, "timestamp": {"timestamp": 1683626585.71549}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.71549}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.71549}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.71549}}
-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 0.03434109687805176 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42020:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42020', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.768899}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997161}, "timestamp": {"timestamp": 1683626585.768899}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.768899}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.768899}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.768899}}
-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 0.028542518615722656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.826958}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971646}, "timestamp": {"timestamp": 1683626585.826958}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.826958}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.826958}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.826958}}
-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 0.027721405029296875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.874915}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971426}, "timestamp": {"timestamp": 1683626585.874915}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.874915}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.874915}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.874915}}
-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 0.02535271644592285 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.919794}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971175}, "timestamp": {"timestamp": 1683626585.919794}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.919794}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.919794}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.919794}}
-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 0.024162769317626953 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.964186}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997121}, "timestamp": {"timestamp": 1683626585.964186}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.964186}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.964186}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626585.964186}}
-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 0.02363443374633789 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.008461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971247}, "timestamp": {"timestamp": 1683626586.008461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.008461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.008461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.008461}}
-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 0.027981281280517578 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007741168762593241
-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: 0.0019418914197424887
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005681399998138659
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002822399139404297 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 210
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.086364}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971277}, "timestamp": {"timestamp": 1683626586.086364}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.086364}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.086364}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.086364}}
-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 0.02671194076538086 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.143221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997131}, "timestamp": {"timestamp": 1683626586.143221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.143221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.143221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.143221}}
-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 0.02576923370361328 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.196262}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997135}, "timestamp": {"timestamp": 1683626586.196262}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.196262}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.196262}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.196262}}
-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 0.024549484252929688 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.239956}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997138}, "timestamp": {"timestamp": 1683626586.239956}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.239956}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.239956}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.239956}}
-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 0.027812480926513672 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.286378}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971414}, "timestamp": {"timestamp": 1683626586.286378}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.286378}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.286378}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.286378}}
-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 0.027914762496948242 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.333626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971443}, "timestamp": {"timestamp": 1683626586.333626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.333626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.333626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.333626}}
-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 0.027945756912231445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.380283}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997148}, "timestamp": {"timestamp": 1683626586.380283}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.380283}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.380283}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.380283}}
-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 0.03566622734069824 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.441749}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971515}, "timestamp": {"timestamp": 1683626586.441749}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.441749}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.441749}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.441749}}
-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 0.03024911880493164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.495369}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971247}, "timestamp": {"timestamp": 1683626586.495369}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.495369}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.495369}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.495369}}
-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 0.03195071220397949 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.547406}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997128}, "timestamp": {"timestamp": 1683626586.547406}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.547406}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.547406}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.547406}}
-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 0.03283119201660156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "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": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007751580095401373
-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: 0.001937343065377764
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005685860014637001
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028531551361083984 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 211
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.647967}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997132}, "timestamp": {"timestamp": 1683626586.647967}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.647967}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.647967}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.647967}}
-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 0.032065391540527344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.699498}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997135}, "timestamp": {"timestamp": 1683626586.699498}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.699498}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.699498}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.699498}}
-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 0.027986764907836914 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.749235}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971384}, "timestamp": {"timestamp": 1683626586.749235}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.749235}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.749235}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.749235}}
-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 0.024019956588745117 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.792094}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997112}, "timestamp": {"timestamp": 1683626586.792094}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.792094}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.792094}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.792094}}
-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 0.020531654357910156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.83133}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997088}, "timestamp": {"timestamp": 1683626586.83133}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.83133}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.83133}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.83133}}
-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 0.025250673294067383 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.874884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997067}, "timestamp": {"timestamp": 1683626586.874884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.874884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.874884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.874884}}
-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 0.02512836456298828 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.918629}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970454}, "timestamp": {"timestamp": 1683626586.918629}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.918629}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.918629}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.918629}}
-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 0.05623149871826172 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.994773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997049}, "timestamp": {"timestamp": 1683626586.994773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.994773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.994773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626586.994773}}
-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 0.05194520950317383 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.071646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970526}, "timestamp": {"timestamp": 1683626587.071646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.071646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.071646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.071646}}
-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 0.026323556900024414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.118338}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970555}, "timestamp": {"timestamp": 1683626587.118338}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.118338}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.118338}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.118338}}
-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 0.02428579330444336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007742287972469743
-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: 0.0019328155890524592
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005704739996872377
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021774768829345703 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 212
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.188769}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997059}, "timestamp": {"timestamp": 1683626587.188769}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.188769}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.188769}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.188769}}
-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 0.030962705612182617 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.23903}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997062}, "timestamp": {"timestamp": 1683626587.23903}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.23903}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.23903}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.23903}}
-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 0.0234527587890625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.281286}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997038}, "timestamp": {"timestamp": 1683626587.281286}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.281286}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.281286}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.281286}}
-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 0.02222299575805664 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.322111}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997042}, "timestamp": {"timestamp": 1683626587.322111}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.322111}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.322111}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.322111}}
-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 0.02237534523010254 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.363188}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997045}, "timestamp": {"timestamp": 1683626587.363188}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.363188}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.363188}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.363188}}
-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 0.021619081497192383 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.403691}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970484}, "timestamp": {"timestamp": 1683626587.403691}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.403691}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.403691}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.403691}}
-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 0.029796838760375977 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.452102}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997052}, "timestamp": {"timestamp": 1683626587.452102}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.452102}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.452102}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.452102}}
-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 0.022291898727416992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.492679}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997055}, "timestamp": {"timestamp": 1683626587.492679}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.492679}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.492679}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.492679}}
-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 0.03999209403991699 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.553314}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970585}, "timestamp": {"timestamp": 1683626587.553314}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.553314}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.553314}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.553314}}
-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 0.043283700942993164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.615777}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970615}, "timestamp": {"timestamp": 1683626587.615777}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.615777}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.615777}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626587.615777}}
-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 0.03682065010070801 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007736689578211635
-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: 0.0019282903545439752
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005723619979107752
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024497509002685547 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 213
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.120833}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997065}, "timestamp": {"timestamp": 1683626588.120833}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.120833}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.120833}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.120833}}
-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 0.023633241653442383 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.163416}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970686}, "timestamp": {"timestamp": 1683626588.163416}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.163416}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.163416}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.163416}}
-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 0.023988008499145508 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.206034}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970716}, "timestamp": {"timestamp": 1683626588.206034}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.206034}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.206034}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.206034}}
-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 0.026614665985107422 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.25142}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997075}, "timestamp": {"timestamp": 1683626588.25142}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.25142}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.25142}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.25142}}
-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 0.02537989616394043 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.296218}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997078}, "timestamp": {"timestamp": 1683626588.296218}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.296218}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.296218}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.296218}}
-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 0.02773427963256836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.342407}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997082}, "timestamp": {"timestamp": 1683626588.342407}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.342407}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.342407}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.342407}}
-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 0.02244400978088379 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.384009}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997085}, "timestamp": {"timestamp": 1683626588.384009}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.384009}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.384009}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.384009}}
-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 0.024260759353637695 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.430875}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970645}, "timestamp": {"timestamp": 1683626588.430875}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.430875}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.430875}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.430875}}
-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 0.030508041381835938 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.480873}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970406}, "timestamp": {"timestamp": 1683626588.480873}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.480873}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.480873}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.480873}}
-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 0.024863719940185547 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.524404}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970436}, "timestamp": {"timestamp": 1683626588.524404}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.524404}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.524404}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.524404}}
-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 0.025443315505981445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53168:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53168", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007736192430762866
-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: 0.0019237798644788355
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005728139985876624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002545595169067383 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 214
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.595479}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997047}, "timestamp": {"timestamp": 1683626588.595479}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.595479}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.595479}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.595479}}
-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 0.03143763542175293 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.643906}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997051}, "timestamp": {"timestamp": 1683626588.643906}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.643906}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.643906}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.643906}}
-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 0.03470301628112793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.699111}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997054}, "timestamp": {"timestamp": 1683626588.699111}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.699111}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.699111}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.699111}}
-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 0.03228354454040527 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.750525}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970573}, "timestamp": {"timestamp": 1683626588.750525}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.750525}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.750525}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.750525}}
-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 0.028109312057495117 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.797856}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970603}, "timestamp": {"timestamp": 1683626588.797856}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.797856}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.797856}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.797856}}
-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 0.03661990165710449 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.852367}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997064}, "timestamp": {"timestamp": 1683626588.852367}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.852367}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.852367}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.852367}}
-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 0.033243656158447266 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.90386}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997067}, "timestamp": {"timestamp": 1683626588.90386}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.90386}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.90386}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.90386}}
-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 0.06178855895996094 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.984574}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999707}, "timestamp": {"timestamp": 1683626588.984574}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.984574}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.984574}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626588.984574}}
-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 0.04712796211242676 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.052132}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970734}, "timestamp": {"timestamp": 1683626589.052132}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.052132}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.052132}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.052132}}
-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 0.04127073287963867 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53168:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53168', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.11301}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970764}, "timestamp": {"timestamp": 1683626589.11301}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.11301}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.11301}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.11301}}
-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 0.026280879974365234 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007720153209913067
-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: 0.0019194441573038025
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005723619979107752
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003011465072631836 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 215
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.182638}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999708}, "timestamp": {"timestamp": 1683626589.182638}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.182638}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.182638}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.182638}}
-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 0.02460169792175293 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.226332}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997083}, "timestamp": {"timestamp": 1683626589.226332}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.226332}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.226332}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.226332}}
-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 0.023719310760498047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.269626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970865}, "timestamp": {"timestamp": 1683626589.269626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.269626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.269626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.269626}}
-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 0.022339820861816406 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.309829}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997063}, "timestamp": {"timestamp": 1683626589.309829}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.309829}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.309829}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.309829}}
-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 0.029452800750732422 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.3608}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997066}, "timestamp": {"timestamp": 1683626589.3608}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.3608}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.3608}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.3608}}
-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 0.03508496284484863 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.419031}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997069}, "timestamp": {"timestamp": 1683626589.419031}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.419031}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.419031}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.419031}}
-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 0.02318596839904785 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.45881}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997049}, "timestamp": {"timestamp": 1683626589.45881}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.45881}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.45881}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.45881}}
-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 0.023303747177124023 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.50014}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970526}, "timestamp": {"timestamp": 1683626589.50014}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.50014}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.50014}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.50014}}
-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 0.027561664581298828 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.544767}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970555}, "timestamp": {"timestamp": 1683626589.544767}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.544767}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.544767}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.544767}}
-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 0.03187751770019531 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.593655}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997059}, "timestamp": {"timestamp": 1683626589.593655}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.593655}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.593655}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.593655}}
-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 0.043586015701293945 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27096:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27096", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007706396250729018
-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: 0.001915102081482728
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005704739996872377
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021109580993652344 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 216
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.688185}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997062}, "timestamp": {"timestamp": 1683626589.688185}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.688185}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.688185}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.688185}}
-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 0.02869725227355957 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.736247}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970657}, "timestamp": {"timestamp": 1683626589.736247}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.736247}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.736247}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.736247}}
-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 0.03921985626220703 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.793158}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970686}, "timestamp": {"timestamp": 1683626589.793158}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.793158}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.793158}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.793158}}
-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 0.030042648315429688 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.84248}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970716}, "timestamp": {"timestamp": 1683626589.84248}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.84248}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.84248}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.84248}}
-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 0.02322530746459961 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.882976}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997075}, "timestamp": {"timestamp": 1683626589.882976}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.882976}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.882976}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.882976}}
-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 0.0545198917388916 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.954895}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997078}, "timestamp": {"timestamp": 1683626589.954895}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.954895}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.954895}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.954895}}
-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 0.02588963508605957 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27096:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27096', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.998116}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997081}, "timestamp": {"timestamp": 1683626589.998116}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.998116}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.998116}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626589.998116}}
-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 0.023298978805541992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.041968}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997085}, "timestamp": {"timestamp": 1683626590.041968}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.041968}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.041968}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.041968}}
-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 0.03345847129821777 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.098267}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997088}, "timestamp": {"timestamp": 1683626590.098267}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.098267}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.098267}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.098267}}
-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 0.025928258895874023 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.142934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970907}, "timestamp": {"timestamp": 1683626590.142934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.142934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.142934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.142934}}
-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 0.02249598503112793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007695467604610164
-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: 0.0019107518171180339
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005685860014637001
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00334930419921875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 217
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.206952}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997071}, "timestamp": {"timestamp": 1683626590.206952}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.206952}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.206952}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.206952}}
-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 0.044915199279785156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.276424}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997074}, "timestamp": {"timestamp": 1683626590.276424}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.276424}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.276424}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.276424}}
-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 0.025516748428344727 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.322375}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997077}, "timestamp": {"timestamp": 1683626590.322375}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.322375}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.322375}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.322375}}
-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 0.02367711067199707 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.363757}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970806}, "timestamp": {"timestamp": 1683626590.363757}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.363757}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.363757}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.363757}}
-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 0.033493995666503906 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.429955}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970835}, "timestamp": {"timestamp": 1683626590.429955}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.429955}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.429955}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.429955}}
-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 0.026800870895385742 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.480261}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970865}, "timestamp": {"timestamp": 1683626590.480261}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.480261}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.480261}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.480261}}
-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 0.032970428466796875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.531735}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970895}, "timestamp": {"timestamp": 1683626590.531735}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.531735}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.531735}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.531735}}
-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 0.02643275260925293 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.574448}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997093}, "timestamp": {"timestamp": 1683626590.574448}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.574448}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.574448}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.574448}}
-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 0.021450519561767578 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.611585}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997096}, "timestamp": {"timestamp": 1683626590.611585}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.611585}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.611585}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.611585}}
-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 0.04059410095214844 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.668512}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997099}, "timestamp": {"timestamp": 1683626590.668512}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.668512}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.668512}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.668512}}
-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 0.02122187614440918 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14060:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14060", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007678788487274528
-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: 0.0019065226473941584
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005681399998138659
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001817941665649414 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 218
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.729581}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997102}, "timestamp": {"timestamp": 1683626590.729581}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.729581}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.729581}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.729581}}
-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 0.01999354362487793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.767599}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997078}, "timestamp": {"timestamp": 1683626590.767599}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.767599}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.767599}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.767599}}
-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 0.021016359329223633 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.80419}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997081}, "timestamp": {"timestamp": 1683626590.80419}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.80419}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.80419}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.80419}}
-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 0.03021860122680664 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14060:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.850276}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997084}, "timestamp": {"timestamp": 1683626590.850276}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.850276}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.850276}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.850276}}
-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 0.02107524871826172 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.888435}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997087}, "timestamp": {"timestamp": 1683626590.888435}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.888435}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.888435}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.888435}}
-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 0.04522085189819336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.949924}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970907}, "timestamp": {"timestamp": 1683626590.949924}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.949924}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.949924}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.949924}}
-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 0.02532815933227539 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.991299}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970937}, "timestamp": {"timestamp": 1683626590.991299}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.991299}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.991299}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626590.991299}}
-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 0.05136823654174805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.059377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970967}, "timestamp": {"timestamp": 1683626591.059377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.059377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.059377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.059377}}
-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 0.028296709060668945 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.10407}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970996}, "timestamp": {"timestamp": 1683626591.10407}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.10407}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.10407}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.10407}}
-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 0.02832341194152832 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.149553}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971026}, "timestamp": {"timestamp": 1683626591.149553}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.149553}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.149553}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.149553}}
-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 0.028146028518676758 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:39619:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "39619", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "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": 8.0}, {"feature": 7.0}, {"feature": 432.0}, {"feature": 4.0}, {"feature": 1096.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 708.0}, {"feature": 2.0}, {"feature": 1416.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "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": 6.0}, {"feature": 5.0}, {"feature": 432.0}, {"feature": 2.0}, {"feature": 432.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 708.0}, {"feature": 2.0}, {"feature": 1416.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "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": 7.0}, {"feature": 6.0}, {"feature": 432.0}, {"feature": 3.0}, {"feature": 764.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 708.0}, {"feature": 2.0}, {"feature": 1416.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 18573.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 17175.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 12981.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 14379.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 15777.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "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": 14.0}, {"feature": 12.0}, {"feature": 1226.0}, {"feature": 5.0}, {"feature": 1623.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 1712.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007694910229109313
-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: 0.0019023138066987357
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005685860014637001
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036902427673339844 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 219
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.225208}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971056}, "timestamp": {"timestamp": 1683626591.225208}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.225208}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.225208}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.225208}}
-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 0.041504859924316406 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:39619:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '39619', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.300237}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997109}, "timestamp": {"timestamp": 1683626591.300237}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.300237}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.300237}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.300237}}
-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 0.03918933868408203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.372434}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997112}, "timestamp": {"timestamp": 1683626591.372434}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.372434}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.372434}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.372434}}
-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 0.03392934799194336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.43209}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997115}, "timestamp": {"timestamp": 1683626591.43209}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.43209}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.43209}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.43209}}
-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 0.025978803634643555 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.482048}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997118}, "timestamp": {"timestamp": 1683626591.482048}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.482048}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.482048}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.482048}}
-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 0.031687259674072266 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.545036}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997121}, "timestamp": {"timestamp": 1683626591.545036}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.545036}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.545036}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.545036}}
-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 0.0358426570892334 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.603208}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997124}, "timestamp": {"timestamp": 1683626591.603208}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.603208}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.603208}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.603208}}
-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 0.024580717086791992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.663217}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997127}, "timestamp": {"timestamp": 1683626591.663217}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.663217}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.663217}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.663217}}
-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 0.029444217681884766 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.733444}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999713}, "timestamp": {"timestamp": 1683626591.733444}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.733444}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.733444}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.733444}}
-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 0.03060173988342285 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.794489}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997133}, "timestamp": {"timestamp": 1683626591.794489}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.794489}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.794489}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.794489}}
-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 0.0310821533203125 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "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": 14.0}, {"feature": 12.0}, {"feature": 1226.0}, {"feature": 5.0}, {"feature": 1623.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 1712.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "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": 12.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 1664.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "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": 17.0}, {"feature": 13.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 2086.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "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": 17.0}, {"feature": 13.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 2086.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18823:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18823", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007686576546389419
-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: 0.0018980255093772255
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005704739996872377
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023813247680664062 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 220
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.869291}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997136}, "timestamp": {"timestamp": 1683626591.869291}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.869291}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.869291}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.869291}}
-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 0.032562255859375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.919972}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997139}, "timestamp": {"timestamp": 1683626591.919972}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.919972}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.919972}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.919972}}
-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 0.027640104293823242 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.965142}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997142}, "timestamp": {"timestamp": 1683626591.965142}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.965142}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.965142}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626591.965142}}
-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 0.02208256721496582 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.006706}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997145}, "timestamp": {"timestamp": 1683626592.006706}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.006706}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.006706}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.006706}}
-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 0.022878408432006836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.053289}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997148}, "timestamp": {"timestamp": 1683626592.053289}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.053289}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.053289}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.053289}}
-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 0.036926984786987305 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.108141}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997151}, "timestamp": {"timestamp": 1683626592.108141}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.108141}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.108141}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.108141}}
-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 0.03655433654785156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.173445}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997154}, "timestamp": {"timestamp": 1683626592.173445}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.173445}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.173445}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.173445}}
-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 0.030147075653076172 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18823:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18823', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.224626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997157}, "timestamp": {"timestamp": 1683626592.224626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.224626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.224626}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.224626}}
-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 0.03336668014526367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.27545}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997138}, "timestamp": {"timestamp": 1683626592.27545}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.27545}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.27545}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.27545}}
-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 0.022634506225585938 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.315336}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971145}, "timestamp": {"timestamp": 1683626592.315336}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.315336}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.315336}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.315336}}
-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 0.02631211280822754 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "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": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "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": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007683992127682993
-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: 0.001893730345054052
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005723619979107752
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031270980834960938 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 221
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.393675}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971175}, "timestamp": {"timestamp": 1683626592.393675}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.393675}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.393675}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.393675}}
-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 0.02559208869934082 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.447597}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971205}, "timestamp": {"timestamp": 1683626592.447597}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.447597}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.447597}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.447597}}
-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 0.03228878974914551 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.504027}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971235}, "timestamp": {"timestamp": 1683626592.504027}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.504027}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.504027}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.504027}}
-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 0.03759574890136719 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.559645}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971265}, "timestamp": {"timestamp": 1683626592.559645}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.559645}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.559645}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.559645}}
-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 0.027842283248901367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.604825}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971294}, "timestamp": {"timestamp": 1683626592.604825}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.604825}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.604825}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.604825}}
-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 0.027549266815185547 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:12', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.651674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971324}, "timestamp": {"timestamp": 1683626592.651674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.651674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.651674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.651674}}
-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 0.040581703186035156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.709681}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971086}, "timestamp": {"timestamp": 1683626592.709681}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.709681}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.709681}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.709681}}
-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 0.029399871826171875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.756223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999709}, "timestamp": {"timestamp": 1683626592.756223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.756223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.756223}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.756223}}
-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 0.02173900604248047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.794538}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997093}, "timestamp": {"timestamp": 1683626592.794538}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.794538}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.794538}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.794538}}
-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 0.0334010124206543 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.845166}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997074}, "timestamp": {"timestamp": 1683626592.845166}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.845166}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.845166}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626592.845166}}
-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 0.02429676055908203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007676522343260601
-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: 0.0018894930041524149
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005728139985876624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004620552062988281 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.243645}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997077}, "timestamp": {"timestamp": 1683626593.243645}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.243645}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.243645}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.243645}}
-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 0.03909873962402344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.303497}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999708}, "timestamp": {"timestamp": 1683626593.303497}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.303497}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.303497}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.303497}}
-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 0.09057354927062988 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.432062}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970585}, "timestamp": {"timestamp": 1683626593.432062}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.432062}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.432062}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.432062}}
-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 0.040335655212402344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.495646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970615}, "timestamp": {"timestamp": 1683626593.495646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.495646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.495646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.495646}}
-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 0.024492502212524414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.537164}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997038}, "timestamp": {"timestamp": 1683626593.537164}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.537164}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.537164}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.537164}}
-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 0.02841973304748535 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.582349}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997041}, "timestamp": {"timestamp": 1683626593.582349}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.582349}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.582349}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.582349}}
-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 0.028183698654174805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.633889}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997044}, "timestamp": {"timestamp": 1683626593.633889}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.633889}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.633889}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.633889}}
-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 0.024836063385009766 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.67586}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997047}, "timestamp": {"timestamp": 1683626593.67586}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.67586}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.67586}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.67586}}
-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 0.0387575626373291 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.73145}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999705}, "timestamp": {"timestamp": 1683626593.73145}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.73145}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.73145}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.73145}}
-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 0.03657722473144531 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.7854}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997053}, "timestamp": {"timestamp": 1683626593.7854}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.7854}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.7854}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.7854}}
-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 0.03244137763977051 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007659548027895082
-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: 0.0018854213488361151
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005723619979107752
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001970052719116211 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 223
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.883547}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997056}, "timestamp": {"timestamp": 1683626593.883547}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.883547}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.883547}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.883547}}
-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 0.030573129653930664 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.930403}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997059}, "timestamp": {"timestamp": 1683626593.930403}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.930403}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.930403}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.930403}}
-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 0.036309242248535156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.98262}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997062}, "timestamp": {"timestamp": 1683626593.98262}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.98262}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.98262}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626593.98262}}
-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 0.022097110748291016 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.020493}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997065}, "timestamp": {"timestamp": 1683626594.020493}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.020493}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.020493}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.020493}}
-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 0.03890061378479004 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.075659}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997068}, "timestamp": {"timestamp": 1683626594.075659}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.075659}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.075659}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.075659}}
-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 0.062294721603393555 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.157687}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997071}, "timestamp": {"timestamp": 1683626594.157687}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.157687}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.157687}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.157687}}
-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 0.03021979331970215 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.20494}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997074}, "timestamp": {"timestamp": 1683626594.20494}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.20494}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.20494}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.20494}}
-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 0.03273963928222656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.255985}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997077}, "timestamp": {"timestamp": 1683626594.255985}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.255985}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.255985}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.255985}}
-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 0.051479339599609375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.329599}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999708}, "timestamp": {"timestamp": 1683626594.329599}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.329599}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.329599}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.329599}}
-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 0.036447763442993164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.388188}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997083}, "timestamp": {"timestamp": 1683626594.388188}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.388188}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.388188}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.388188}}
-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 0.034967899322509766 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35212:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35212", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "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": 17.0}, {"feature": 13.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 2086.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "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": 17.0}, {"feature": 13.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 2086.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "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": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "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": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "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": 9.0}, {"feature": 8.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1428.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 708.0}, {"feature": 2.0}, {"feature": 1416.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "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": 9.0}, {"feature": 8.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1428.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 708.0}, {"feature": 2.0}, {"feature": 1416.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "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": 9.0}, {"feature": 8.0}, {"feature": 432.0}, {"feature": 5.0}, {"feature": 1428.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 708.0}, {"feature": 2.0}, {"feature": 1416.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "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": 8.0}, {"feature": 7.0}, {"feature": 432.0}, {"feature": 4.0}, {"feature": 1096.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 708.0}, {"feature": 2.0}, {"feature": 1416.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007654576875860844
-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: 0.0018812227585647784
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005728139985876624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022470951080322266 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 224
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.465392}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997086}, "timestamp": {"timestamp": 1683626594.465392}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.465392}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.465392}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.465392}}
-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 0.04738497734069824 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35212:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35212', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.530311}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997089}, "timestamp": {"timestamp": 1683626594.530311}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.530311}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.530311}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.530311}}
-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 0.04037141799926758 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.588322}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997092}, "timestamp": {"timestamp": 1683626594.588322}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.588322}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.588322}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.588322}}
-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 0.04223203659057617 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.649237}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997095}, "timestamp": {"timestamp": 1683626594.649237}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.649237}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.649237}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.649237}}
-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 0.0726466178894043 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.740649}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997098}, "timestamp": {"timestamp": 1683626594.740649}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.740649}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.740649}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.740649}}
-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 0.025702953338623047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.782759}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970764}, "timestamp": {"timestamp": 1683626594.782759}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.782759}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.782759}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.782759}}
-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 0.029928922653198242 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.834164}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970794}, "timestamp": {"timestamp": 1683626594.834164}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.834164}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.834164}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.834164}}
-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 0.026244163513183594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.876059}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970824}, "timestamp": {"timestamp": 1683626594.876059}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.876059}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.876059}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.876059}}
-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 0.021234512329101562 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.926389}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970853}, "timestamp": {"timestamp": 1683626594.926389}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.926389}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.926389}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.926389}}
-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 0.026238203048706055 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.969256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970883}, "timestamp": {"timestamp": 1683626594.969256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.969256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.969256}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626594.969256}}
-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 0.02261972427368164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 757.0}, {"feature": 7.0}, {"feature": 1846.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 757.0}, {"feature": 7.0}, {"feature": 1846.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 757.0}, {"feature": 6.0}, {"feature": 1521.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:22015:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "22015", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 757.0}, {"feature": 7.0}, {"feature": 1846.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:8395:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "8395", "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": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:8395:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "8395", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007647349645331916
-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: 0.0018770687745011466
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005732659992645495
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028069019317626953 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 225
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.046819}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997091}, "timestamp": {"timestamp": 1683626595.046819}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.046819}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.046819}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.046819}}
-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 0.03486132621765137 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.1007}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970937}, "timestamp": {"timestamp": 1683626595.1007}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.1007}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.1007}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.1007}}
-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 0.028455257415771484 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.151214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970967}, "timestamp": {"timestamp": 1683626595.151214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.151214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.151214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.151214}}
-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 0.022218942642211914 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.189978}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970996}, "timestamp": {"timestamp": 1683626595.189978}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.189978}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.189978}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.189978}}
-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 0.02800583839416504 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.251133}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971026}, "timestamp": {"timestamp": 1683626595.251133}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.251133}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.251133}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.251133}}
-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 0.04540610313415527 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.327153}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971056}, "timestamp": {"timestamp": 1683626595.327153}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.327153}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.327153}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.327153}}
-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 0.03634071350097656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.386916}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997108}, "timestamp": {"timestamp": 1683626595.386916}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.386916}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.386916}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.386916}}
-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 0.03925967216491699 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.445994}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997111}, "timestamp": {"timestamp": 1683626595.445994}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.445994}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.445994}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.445994}}
-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 0.027405977249145508 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:22015:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '22015', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.491611}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997114}, "timestamp": {"timestamp": 1683626595.491611}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.491611}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.491611}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.491611}}
-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 0.025221586227416992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:8395:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '8395', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.534257}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997117}, "timestamp": {"timestamp": 1683626595.534257}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.534257}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.534257}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.534257}}
-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 0.030060768127441406 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:8395:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '8395', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:8395:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "8395", "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": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:8395:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "8395", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "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": 17.0}, {"feature": 15.0}, {"feature": 925.0}, {"feature": 9.0}, {"feature": 1982.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "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": 18.0}, {"feature": 16.0}, {"feature": 925.0}, {"feature": 10.0}, {"feature": 2345.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "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": 18.0}, {"feature": 16.0}, {"feature": 925.0}, {"feature": 10.0}, {"feature": 2345.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "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": 925.0}, {"feature": 8.0}, {"feature": 1619.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "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": 18.0}, {"feature": 16.0}, {"feature": 925.0}, {"feature": 10.0}, {"feature": 2345.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "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": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007644391770820253
-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: 0.001872916618732991
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005736929997510742
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030739307403564453 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 226
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.620224}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999712}, "timestamp": {"timestamp": 1683626595.620224}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.620224}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.620224}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.620224}}
-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 0.029511213302612305 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:8395:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '8395', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.666965}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997122}, "timestamp": {"timestamp": 1683626595.666965}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.666965}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.666965}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.666965}}
-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 0.03490948677062988 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:8395:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '8395', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.718852}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971044}, "timestamp": {"timestamp": 1683626595.718852}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.718852}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.718852}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.718852}}
-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 0.04248404502868652 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.779631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971074}, "timestamp": {"timestamp": 1683626595.779631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.779631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.779631}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.779631}}
-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 0.0338287353515625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.836698}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999711}, "timestamp": {"timestamp": 1683626595.836698}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.836698}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.836698}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.836698}}
-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 0.02829146385192871 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.886997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997113}, "timestamp": {"timestamp": 1683626595.886997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.886997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.886997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.886997}}
-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 0.02474236488342285 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.928305}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997116}, "timestamp": {"timestamp": 1683626595.928305}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.928305}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.928305}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.928305}}
-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 0.027708053588867188 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.972623}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997119}, "timestamp": {"timestamp": 1683626595.972623}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.972623}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.972623}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626595.972623}}
-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 0.025792837142944336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.014539}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997121}, "timestamp": {"timestamp": 1683626596.014539}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.014539}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.014539}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.014539}}
-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 0.028998374938964844 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.060651}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997124}, "timestamp": {"timestamp": 1683626596.060651}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.060651}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.060651}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.060651}}
-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 0.03381657600402832 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:15', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "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": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "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": 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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "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": 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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 19971.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007627733569235299
-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: 0.001868954484232221
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005732659992645495
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001913309097290039 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 227
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.167201}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997127}, "timestamp": {"timestamp": 1683626596.167201}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.167201}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.167201}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.167201}}
-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 0.04444003105163574 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.232161}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971294}, "timestamp": {"timestamp": 1683626596.232161}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.232161}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.232161}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.232161}}
-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 0.051229000091552734 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.300356}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971324}, "timestamp": {"timestamp": 1683626596.300356}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.300356}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.300356}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.300356}}
-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 0.027370691299438477 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.343926}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971354}, "timestamp": {"timestamp": 1683626596.343926}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.343926}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.343926}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.343926}}
-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 0.0271761417388916 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.387952}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971384}, "timestamp": {"timestamp": 1683626596.387952}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.387952}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.387952}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.387952}}
-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 0.030707120895385742 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:16', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.440438}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999712}, "timestamp": {"timestamp": 1683626596.440438}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.440438}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.440438}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.440438}}
-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 0.025142192840576172 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.482084}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997123}, "timestamp": {"timestamp": 1683626596.482084}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.482084}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.482084}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.482084}}
-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 0.02351212501525879 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.526461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997126}, "timestamp": {"timestamp": 1683626596.526461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.526461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.526461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.526461}}
-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 0.040384769439697266 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.612931}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997128}, "timestamp": {"timestamp": 1683626596.612931}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.612931}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.612931}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.612931}}
-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 0.042474985122680664 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.679884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997131}, "timestamp": {"timestamp": 1683626596.679884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.679884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.679884}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.679884}}
-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 0.049590110778808594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "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": 12.0}, {"feature": 784.0}, {"feature": 5.0}, {"feature": 1448.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "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": 17.0}, {"feature": 13.0}, {"feature": 784.0}, {"feature": 6.0}, {"feature": 1800.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "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": 17.0}, {"feature": 13.0}, {"feature": 784.0}, {"feature": 6.0}, {"feature": 1800.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "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": 12.0}, {"feature": 784.0}, {"feature": 5.0}, {"feature": 1448.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1210.0}, {"feature": 3.0}, {"feature": 1210.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "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": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007617572281831823
-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: 0.0018649142367041381
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005728139985876624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002173900604248047 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 228
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.775037}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997134}, "timestamp": {"timestamp": 1683626596.775037}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.775037}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.775037}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.775037}}
-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 0.03975844383239746 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.840326}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971366}, "timestamp": {"timestamp": 1683626596.840326}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.840326}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.840326}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.840326}}
-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 0.026473283767700195 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.899559}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971396}, "timestamp": {"timestamp": 1683626596.899559}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.899559}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.899559}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.899559}}
-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 0.030663490295410156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.954344}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971426}, "timestamp": {"timestamp": 1683626596.954344}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.954344}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.954344}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626596.954344}}
-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 0.034574031829833984 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.013481}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997145}, "timestamp": {"timestamp": 1683626597.013481}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.013481}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.013481}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.013481}}
-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 0.03620409965515137 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.076304}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997148}, "timestamp": {"timestamp": 1683626597.076304}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.076304}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.076304}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.076304}}
-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 0.0647883415222168 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.163327}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971503}, "timestamp": {"timestamp": 1683626597.163327}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.163327}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.163327}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.163327}}
-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 0.034226179122924805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.220539}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997153}, "timestamp": {"timestamp": 1683626597.220539}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.220539}}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Scalability csv started
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.220539}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.220539}}
-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 0.04599761962890625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.30002}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997156}, "timestamp": {"timestamp": 1683626597.30002}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.30002}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.30002}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.30002}}
-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 0.023620128631591797 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.340461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971586}, "timestamp": {"timestamp": 1683626597.340461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.340461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.340461}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.340461}}
-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 0.021935224533081055 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "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": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "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": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30198:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30198", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007616637162655779
-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: 0.0018608384522689856
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005732659992645495
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030961036682128906 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 229
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.404928}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971616}, "timestamp": {"timestamp": 1683626597.404928}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.404928}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.404928}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.404928}}
-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 0.023130178451538086 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.445504}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997164}, "timestamp": {"timestamp": 1683626597.445504}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.445504}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.445504}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.445504}}
-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 0.02749037742614746 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.490221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997167}, "timestamp": {"timestamp": 1683626597.490221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.490221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.490221}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.490221}}
-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 0.03136849403381348 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.555423}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971694}, "timestamp": {"timestamp": 1683626597.555423}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.555423}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.555423}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.555423}}
-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 0.057990312576293945 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30198:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30198', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.631474}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971724}, "timestamp": {"timestamp": 1683626597.631474}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.631474}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.631474}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.631474}}
-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 0.026339054107666016 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.676455}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997175}, "timestamp": {"timestamp": 1683626597.676455}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.676455}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.676455}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.676455}}
-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 0.0220487117767334 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.00014138221740722656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.733522}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683626597.733522}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.733522}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.733522}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.733522}}
-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 0.031417131423950195 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.78308}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683626597.78308}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.78308}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.78308}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.78308}}
-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 0.021010160446166992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.82195}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683626597.82195}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.82195}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.82195}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.82195}}
-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 0.03304314613342285 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000760251087068236
-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: 0.001856911795580997
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005728139985876624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021572113037109375 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 230
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.901914}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683626597.901914}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.901914}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.901914}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.901914}}
-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 0.026629209518432617 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.954021}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683626597.954021}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.954021}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.954021}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626597.954021}}
-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 0.030281543731689453 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.010241}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995998}, "timestamp": {"timestamp": 1683626598.010241}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.010241}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.010241}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.010241}}
-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 0.028313875198364258 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.064113}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999657}, "timestamp": {"timestamp": 1683626598.064113}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.064113}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.064113}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.064113}}
-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 0.04692220687866211 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.148482}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969983}, "timestamp": {"timestamp": 1683626598.148482}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.148482}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.148482}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.148482}}
-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 0.03186845779418945 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.206019}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997332}, "timestamp": {"timestamp": 1683626598.206019}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.206019}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.206019}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.206019}}
-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 0.03655433654785156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.272997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975985}, "timestamp": {"timestamp": 1683626598.272997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.272997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.272997}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.272997}}
-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 0.030669212341308594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.326535}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997817}, "timestamp": {"timestamp": 1683626598.326535}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.326535}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.326535}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.326535}}
-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 0.02671051025390625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.370792}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997999}, "timestamp": {"timestamp": 1683626598.370792}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.370792}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.370792}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.370792}}
-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 0.02021479606628418 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.40917}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998153}, "timestamp": {"timestamp": 1683626598.40917}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.40917}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.40917}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.40917}}
-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 0.021728515625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "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": 8.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "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": 7.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "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": 6.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "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": 7.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57423:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57423", "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": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007585457273725182
-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: 0.001853068639289353
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005723619979107752
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001903533935546875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 231
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.763908}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982846}, "timestamp": {"timestamp": 1683626598.763908}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.763908}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.763908}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.763908}}
-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 0.022835969924926758 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.803501}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99966997}, "timestamp": {"timestamp": 1683626598.803501}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.803501}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.803501}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.803501}}
-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 0.02298116683959961 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.843091}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996906}, "timestamp": {"timestamp": 1683626598.843091}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.843091}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.843091}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.843091}}
-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 0.02236175537109375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.882321}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997088}, "timestamp": {"timestamp": 1683626598.882321}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.882321}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.882321}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.882321}}
-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 0.020988941192626953 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.920628}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999725}, "timestamp": {"timestamp": 1683626598.920628}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.920628}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.920628}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.920628}}
-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 0.03607177734375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.973328}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997394}, "timestamp": {"timestamp": 1683626598.973328}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.973328}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.973328}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626598.973328}}
-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 0.021519899368286133 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.013447}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975246}, "timestamp": {"timestamp": 1683626599.013447}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.013447}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.013447}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.013447}}
-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 0.07387471199035645 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.110844}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99976426}, "timestamp": {"timestamp": 1683626599.110844}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.110844}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.110844}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.110844}}
-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 0.03921699523925781 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.1673}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99977493}, "timestamp": {"timestamp": 1683626599.1673}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.1673}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.1673}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.1673}}
-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 0.023386716842651367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57423:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57423', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.208838}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99978477}, "timestamp": {"timestamp": 1683626599.208838}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.208838}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.208838}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.208838}}
-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 0.03005218505859375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15611:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15611", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29418:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29418", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007574020863040491
-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: 0.0018491523395846015
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005704739996872377
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019016265869140625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 232
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.278625}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997937}, "timestamp": {"timestamp": 1683626599.278625}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.278625}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.278625}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.278625}}
-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 0.021657705307006836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.316768}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999802}, "timestamp": {"timestamp": 1683626599.316768}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.316768}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.316768}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.316768}}
-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 0.02986884117126465 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.378068}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980956}, "timestamp": {"timestamp": 1683626599.378068}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.378068}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.378068}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.378068}}
-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 0.024985074996948242 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15611:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15611', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.426768}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981666}, "timestamp": {"timestamp": 1683626599.426768}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.426768}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.426768}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.426768}}
-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 0.027695417404174805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.475018}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998232}, "timestamp": {"timestamp": 1683626599.475018}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.475018}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.475018}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.475018}}
-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 0.032440185546875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.525894}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998293}, "timestamp": {"timestamp": 1683626599.525894}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.525894}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.525894}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.525894}}
-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 0.025864124298095703 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.567827}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983495}, "timestamp": {"timestamp": 1683626599.567827}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.567827}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.567827}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.567827}}
-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 0.03698134422302246 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.621787}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998403}, "timestamp": {"timestamp": 1683626599.621787}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.621787}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.621787}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.621787}}
-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 0.026092529296875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.668534}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99984527}, "timestamp": {"timestamp": 1683626599.668534}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.668534}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.668534}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.668534}}
-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 0.022566556930541992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.708012}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99985}, "timestamp": {"timestamp": 1683626599.708012}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.708012}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.708012}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.708012}}
-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 0.030845165252685547 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29418:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29418', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007568498799335531
-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: 0.0018451991045962208
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005723619979107752
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021669864654541016 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 233
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.780694}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998544}, "timestamp": {"timestamp": 1683626599.780694}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.780694}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.780694}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.780694}}
-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 0.043547630310058594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.840739}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99985856}, "timestamp": {"timestamp": 1683626599.840739}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.840739}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.840739}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.840739}}
-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 0.03712582588195801 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.894813}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998625}, "timestamp": {"timestamp": 1683626599.894813}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.894813}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.894813}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.894813}}
-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 0.04752469062805176 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.959481}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997973}, "timestamp": {"timestamp": 1683626599.959481}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.959481}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.959481}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.959481}}
-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 0.02330160140991211 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.999022}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980265}, "timestamp": {"timestamp": 1683626599.999022}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.999022}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.999022}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626599.999022}}
-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 0.023239850997924805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.038436}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980766}, "timestamp": {"timestamp": 1683626600.038436}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.038436}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.038436}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.038436}}
-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 0.024157285690307617 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.092316}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998125}, "timestamp": {"timestamp": 1683626600.092316}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.092316}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.092316}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.092316}}
-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 0.03352689743041992 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.142212}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998171}, "timestamp": {"timestamp": 1683626600.142212}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.142212}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.142212}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.142212}}
-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 0.02633953094482422 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.187207}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998214}, "timestamp": {"timestamp": 1683626600.187207}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.187207}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.187207}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.187207}}
-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 0.026369333267211914 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.252353}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998256}, "timestamp": {"timestamp": 1683626600.252353}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.252353}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.252353}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.252353}}
-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 0.03609657287597656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1533:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1533", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42022:192.168.1.115:443", "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": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 21369.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007596951026609266
-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: 0.0018417642855273774
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005728139985876624
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0041141510009765625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 234
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.345983}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982953}, "timestamp": {"timestamp": 1683626600.345983}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.345983}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.345983}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.345983}}
-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 0.028522491455078125 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.396442}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983335}, "timestamp": {"timestamp": 1683626600.396442}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.396442}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.396442}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.396442}}
-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 0.03769087791442871 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.451054}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998369}, "timestamp": {"timestamp": 1683626600.451054}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.451054}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.451054}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.451054}}
-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 0.026499509811401367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.495123}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997893}, "timestamp": {"timestamp": 1683626600.495123}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.495123}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.495123}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.495123}}
-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 0.08241939544677734 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.598906}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997937}, "timestamp": {"timestamp": 1683626600.598906}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.598906}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.598906}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.598906}}
-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 0.034188270568847656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.652454}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979794}, "timestamp": {"timestamp": 1683626600.652454}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.652454}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.652454}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.652454}}
-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 0.03579592704772949 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.705891}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999802}, "timestamp": {"timestamp": 1683626600.705891}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.705891}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.705891}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.705891}}
-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 0.023196697235107422 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1533:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1533', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.747097}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980587}, "timestamp": {"timestamp": 1683626600.747097}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.747097}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.747097}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.747097}}
-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 0.02819204330444336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.795443}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980956}, "timestamp": {"timestamp": 1683626600.795443}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.795443}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.795443}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.795443}}
-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 0.022985458374023438 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.839668}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998132}, "timestamp": {"timestamp": 1683626600.839668}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.839668}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.839668}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.839668}}
-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 0.033089637756347656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42024:192.168.1.115:443", "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": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "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": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56871:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56871", "protocol": "TCP", "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": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44157:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44157", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007596201916037008
-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: 0.0018378418176919758
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005732659992645495
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002471446990966797 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 235
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.921382}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981666}, "timestamp": {"timestamp": 1683626600.921382}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.921382}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.921382}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.921382}}
-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 0.034850358963012695 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.976397}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982}, "timestamp": {"timestamp": 1683626600.976397}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.976397}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.976397}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626600.976397}}
-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 0.030039548873901367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.027282}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998232}, "timestamp": {"timestamp": 1683626601.027282}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.027282}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.027282}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.027282}}
-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 0.04005098342895508 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.092674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998263}, "timestamp": {"timestamp": 1683626601.092674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.092674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.092674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.092674}}
-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 0.027173519134521484 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.14934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998293}, "timestamp": {"timestamp": 1683626601.14934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.14934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.14934}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.14934}}
-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 0.026126623153686523 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', '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': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.197958}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983215}, "timestamp": {"timestamp": 1683626601.197958}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.197958}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.197958}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.197958}}
-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 0.026955127716064453 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.248568}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983495}, "timestamp": {"timestamp": 1683626601.248568}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.248568}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.248568}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.248568}}
-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 0.033349037170410156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44157:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '44157', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.299203}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998377}, "timestamp": {"timestamp": 1683626601.299203}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.299203}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.299203}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.299203}}
-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 0.02759265899658203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.347449}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998403}, "timestamp": {"timestamp": 1683626601.347449}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.347449}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.347449}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.347449}}
-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 0.024412870407104492 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.388497}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998428}, "timestamp": {"timestamp": 1683626601.388497}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.388497}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.388497}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.388497}}
-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 0.02357316017150879 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007620839704463448
-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: 0.0018343328258184483
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005736929997510742
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029566287994384766 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 236
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.452937}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99984527}, "timestamp": {"timestamp": 1683626601.452937}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.452937}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.452937}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.452937}}
-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 0.023119688034057617 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.498331}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99984765}, "timestamp": {"timestamp": 1683626601.498331}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.498331}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.498331}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.498331}}
-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 0.027477264404296875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.545975}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998176}, "timestamp": {"timestamp": 1683626601.545975}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.545975}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.545975}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.545975}}
-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 0.036035776138305664 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.599573}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982035}, "timestamp": {"timestamp": 1683626601.599573}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.599573}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.599573}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.599573}}
-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 0.023424148559570312 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.639848}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999823}, "timestamp": {"timestamp": 1683626601.639848}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.639848}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.639848}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.639848}}
-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 0.02583909034729004 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.684704}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982554}, "timestamp": {"timestamp": 1683626601.684704}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.684704}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.684704}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.684704}}
-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 0.03102254867553711 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.732902}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982804}, "timestamp": {"timestamp": 1683626601.732902}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.732902}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.732902}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.732902}}
-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 0.0262603759765625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.779379}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998305}, "timestamp": {"timestamp": 1683626601.779379}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.779379}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.779379}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.779379}}
-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 0.02338576316833496 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.820333}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998328}, "timestamp": {"timestamp": 1683626601.820333}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.820333}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.820333}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.820333}}
-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 0.025749683380126953 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.865329}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983513}, "timestamp": {"timestamp": 1683626601.865329}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.865329}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.865329}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.865329}}
-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 0.02935171127319336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42018:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42018", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000761841253269678
-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: 0.001830462632250712
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000574120000237599
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023071765899658203 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 237
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.941619}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983734}, "timestamp": {"timestamp": 1683626601.941619}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.941619}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.941619}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.941619}}
-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 0.02629852294921875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.985012}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998395}, "timestamp": {"timestamp": 1683626601.985012}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.985012}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.985012}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626601.985012}}
-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 0.028752565383911133 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.031214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998081}, "timestamp": {"timestamp": 1683626602.031214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.031214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.031214}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.031214}}
-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 0.036190032958984375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42018:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42018', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626496.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.085517}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998106}, "timestamp": {"timestamp": 1683626602.085517}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.085517}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.085517}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.085517}}
-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 0.03520965576171875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.144798}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999813}, "timestamp": {"timestamp": 1683626602.144798}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.144798}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.144798}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.144798}}
-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 0.044948577880859375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.216452}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981534}, "timestamp": {"timestamp": 1683626602.216452}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.216452}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.216452}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.216452}}
-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 0.031177043914794922 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.271718}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981767}, "timestamp": {"timestamp": 1683626602.271718}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.271718}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.271718}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.271718}}
-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 0.037615060806274414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.333444}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981993}, "timestamp": {"timestamp": 1683626602.333444}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.333444}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.333444}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.333444}}
-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 0.04282188415527344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.392839}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997928}, "timestamp": {"timestamp": 1683626602.392839}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.392839}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.392839}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.392839}}
-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 0.03754830360412598 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.447315}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997646}, "timestamp": {"timestamp": 1683626602.447315}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.447315}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.447315}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.447315}}
-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 0.0379030704498291 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007626592227968998
-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: 0.0018266564797212923
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000575625501369359
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034499168395996094 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 238
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.559526}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997674}, "timestamp": {"timestamp": 1683626602.559526}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.559526}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.559526}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.559526}}
-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 0.030985116958618164 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.615716}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99977016}, "timestamp": {"timestamp": 1683626602.615716}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.615716}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.615716}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.615716}}
-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 0.0780191421508789 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.7115}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99977285}, "timestamp": {"timestamp": 1683626602.7115}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.7115}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.7115}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.7115}}
-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 0.06823158264160156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.797036}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997754}, "timestamp": {"timestamp": 1683626602.797036}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.797036}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.797036}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.797036}}
-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 0.0407557487487793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.855773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999778}, "timestamp": {"timestamp": 1683626602.855773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.855773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.855773}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.855773}}
-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 0.03447103500366211 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.90711}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997805}, "timestamp": {"timestamp": 1683626602.90711}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.90711}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.90711}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.90711}}
-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 0.023504257202148438 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:22', '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 {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.963694}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997829}, "timestamp": {"timestamp": 1683626602.963694}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.963694}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.963694}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626602.963694}}
-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 0.03391265869140625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.02353}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997589}, "timestamp": {"timestamp": 1683626603.02353}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.02353}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.02353}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.02353}}
-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 0.04103899002075195 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.115741}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997338}, "timestamp": {"timestamp": 1683626603.115741}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.115741}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.115741}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.115741}}
-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 0.0332951545715332 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.167116}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99973667}, "timestamp": {"timestamp": 1683626603.167116}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.167116}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.167116}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.167116}}
-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 0.021582603454589844 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007618025105573708
-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: 0.001822878931186327
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000574120000237599
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003045797348022461 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 239
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.40887}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99973947}, "timestamp": {"timestamp": 1683626603.40887}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.40887}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.40887}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.40887}}
-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 0.027610063552856445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.45583}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997422}, "timestamp": {"timestamp": 1683626603.45583}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.45583}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.45583}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.45583}}
-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 0.027274370193481445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.502041}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997449}, "timestamp": {"timestamp": 1683626603.502041}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.502041}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.502041}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.502041}}
-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 0.02761554718017578 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.554719}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997475}, "timestamp": {"timestamp": 1683626603.554719}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.554719}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.554719}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.554719}}
-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 0.028090953826904297 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.602647}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975014}, "timestamp": {"timestamp": 1683626603.602647}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.602647}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.602647}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.602647}}
-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 0.02307605743408203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.646289}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975264}, "timestamp": {"timestamp": 1683626603.646289}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.646289}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.646289}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.646289}}
-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 0.023993253707885742 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.690618}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975514}, "timestamp": {"timestamp": 1683626603.690618}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.690618}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.690618}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.690618}}
-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 0.04017758369445801 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.754137}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997575}, "timestamp": {"timestamp": 1683626603.754137}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.754137}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.754137}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.754137}}
-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 0.03262782096862793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.810748}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997599}, "timestamp": {"timestamp": 1683626603.810748}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.810748}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.810748}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.810748}}
-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 0.026050329208374023 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.861377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997415}, "timestamp": {"timestamp": 1683626603.861377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.861377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.861377}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.861377}}
-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 0.03135991096496582 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46041:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46041", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007618786667687043
-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: 0.0018190776835850099
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000575625501369359
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002961397171020508 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 240
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.955935}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999744}, "timestamp": {"timestamp": 1683626603.955935}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.955935}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.955935}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626603.955935}}
-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 0.027469635009765625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46041:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46041', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.000827}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99974644}, "timestamp": {"timestamp": 1683626604.000827}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.000827}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.000827}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.000827}}
-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 0.02662038803100586 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.049652}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997488}, "timestamp": {"timestamp": 1683626604.049652}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.049652}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.049652}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.049652}}
-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 0.026932954788208008 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.093917}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975115}, "timestamp": {"timestamp": 1683626604.093917}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.093917}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.093917}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.093917}}
-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 0.04847311973571777 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.161909}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997535}, "timestamp": {"timestamp": 1683626604.161909}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.161909}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.161909}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.161909}}
-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 0.02670598030090332 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.208408}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975574}, "timestamp": {"timestamp": 1683626604.208408}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.208408}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.208408}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.208408}}
-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 0.044515371322631836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.29479}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975795}, "timestamp": {"timestamp": 1683626604.29479}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.29479}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.29479}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.29479}}
-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 0.05490469932556152 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.367312}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99976015}, "timestamp": {"timestamp": 1683626604.367312}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.367312}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.367312}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.367312}}
-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 0.0319061279296875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.416498}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997623}, "timestamp": {"timestamp": 1683626604.416498}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.416498}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.416498}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.416498}}
-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 0.036660194396972656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.470548}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997644}, "timestamp": {"timestamp": 1683626604.470548}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.470548}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.470548}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.470548}}
-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 0.023166418075561523 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "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": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:64351:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "64351", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007611051038126423
-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: 0.0018153392970418761
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005754499943577684
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031480789184570312 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 241
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.559892}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99976647}, "timestamp": {"timestamp": 1683626604.559892}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.559892}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.559892}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.559892}}
-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 0.03524303436279297 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.6124}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997463}, "timestamp": {"timestamp": 1683626604.6124}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.6124}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.6124}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.6124}}
-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 0.02859950065612793 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.658754}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997485}, "timestamp": {"timestamp": 1683626604.658754}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.658754}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.658754}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.658754}}
-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 0.025319576263427734 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.700674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997507}, "timestamp": {"timestamp": 1683626604.700674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.700674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.700674}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.700674}}
-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 0.024788618087768555 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.747699}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975276}, "timestamp": {"timestamp": 1683626604.747699}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.747699}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.747699}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.747699}}
-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 0.031000137329101562 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.796167}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975485}, "timestamp": {"timestamp": 1683626604.796167}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.796167}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.796167}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.796167}}
-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 0.03420686721801758 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.84756}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997569}, "timestamp": {"timestamp": 1683626604.84756}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.84756}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.84756}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.84756}}
-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 0.029074668884277344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:64351:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '64351', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.893727}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99973905}, "timestamp": {"timestamp": 1683626604.893727}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.893727}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.893727}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.893727}}
-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 0.04327726364135742 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.954014}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997412}, "timestamp": {"timestamp": 1683626604.954014}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.954014}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.954014}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.954014}}
-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 0.024109840393066406 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.996427}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997433}, "timestamp": {"timestamp": 1683626604.996427}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.996427}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.996427}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626604.996427}}
-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 0.02523970603942871 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52990:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52990", "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": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007595446984264865
-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: 0.0018117466643851501
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005747849972976837
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019068717956542969 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 242
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.083015}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99974537}, "timestamp": {"timestamp": 1683626605.083015}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.083015}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.083015}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.083015}}
-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 0.0238497257232666 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.125369}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997474}, "timestamp": {"timestamp": 1683626605.125369}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.125369}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.125369}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.125369}}
-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 0.022614002227783203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.16491}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997494}, "timestamp": {"timestamp": 1683626605.16491}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.16491}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.16491}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.16491}}
-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 0.02508997917175293 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.218482}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997514}, "timestamp": {"timestamp": 1683626605.218482}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.218482}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.218482}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.218482}}
-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 0.030193090438842773 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.267639}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997533}, "timestamp": {"timestamp": 1683626605.267639}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.267639}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.267639}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.267639}}
-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 0.02789020538330078 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52990:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52990', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.31297}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975526}, "timestamp": {"timestamp": 1683626605.31297}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.31297}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.31297}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.31297}}
-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 0.03626108169555664 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.366779}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997571}, "timestamp": {"timestamp": 1683626605.366779}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.366779}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.366779}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.366779}}
-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 0.025350332260131836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.409635}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99975896}, "timestamp": {"timestamp": 1683626605.409635}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.409635}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.409635}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.409635}}
-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 0.024485349655151367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.451412}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997608}, "timestamp": {"timestamp": 1683626605.451412}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.451412}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.451412}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.451412}}
-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 0.021471261978149414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.490045}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997626}, "timestamp": {"timestamp": 1683626605.490045}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.490045}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.490045}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.490045}}
-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 0.018889427185058594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:27007:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "27007", "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": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "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": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007582747531597744
-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: 0.0018081228769752321
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000574120000237599
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019905567169189453 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 243
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.557646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997644}, "timestamp": {"timestamp": 1683626605.557646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.557646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.557646}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.557646}}
-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 0.02023148536682129 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.595398}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997661}, "timestamp": {"timestamp": 1683626605.595398}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.595398}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.595398}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.595398}}
-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 0.022784948348999023 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.635582}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99976784}, "timestamp": {"timestamp": 1683626605.635582}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.635582}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.635582}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.635582}}
-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 0.019473791122436523 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.672421}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997695}, "timestamp": {"timestamp": 1683626605.672421}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.672421}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.672421}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.672421}}
-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 0.021769285202026367 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:27007:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '27007', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.711458}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997712}, "timestamp": {"timestamp": 1683626605.711458}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.711458}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.711458}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.711458}}
-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 0.020328998565673828 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.750641}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99977285}, "timestamp": {"timestamp": 1683626605.750641}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.750641}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.750641}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.750641}}
-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 0.025234460830688477 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.793514}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99977446}, "timestamp": {"timestamp": 1683626605.793514}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.793514}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.793514}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.793514}}
-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 0.019273996353149414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.840854}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99977607}, "timestamp": {"timestamp": 1683626605.840854}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.840854}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.840854}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.840854}}
-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 0.023232460021972656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.881388}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997776}, "timestamp": {"timestamp": 1683626605.881388}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.881388}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.881388}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.881388}}
-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 0.029938936233520508 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.928432}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997792}, "timestamp": {"timestamp": 1683626605.928432}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.928432}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.928432}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.928432}}
-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 0.0194246768951416 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52543:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52543", "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": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:35519:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "35519", "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": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "d9b85408-3a01-4cff-ac2d-0cccf4a60821"}}, "time_end": 1683626600.0, "time_start": 1683626600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "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": 8.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 528.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-DEBUG:root:Performing inference... 119db4b9-f969-474c-b390-0fffefb60472
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007569848033303746
-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: 0.0018045259428511754
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005736929997510742
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017745494842529297 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 244
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.98735}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997807}, "timestamp": {"timestamp": 1683626605.98735}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.98735}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.98735}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626605.98735}}
-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 0.021116018295288086 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52543:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '52543', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.025729}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99978226}, "timestamp": {"timestamp": 1683626606.025729}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.025729}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.025729}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.025729}}
-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 0.021337509155273438 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.063681}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99978375}, "timestamp": {"timestamp": 1683626606.063681}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.063681}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.063681}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.063681}}
-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 0.021628379821777344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.102428}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997852}, "timestamp": {"timestamp": 1683626606.102428}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.102428}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.102428}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.102428}}
-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 0.022897005081176758 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.142971}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997867}, "timestamp": {"timestamp": 1683626606.142971}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.142971}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.142971}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.142971}}
-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 0.02230048179626465 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.183378}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997881}, "timestamp": {"timestamp": 1683626606.183378}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.183378}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.183378}}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683626606.183378}}
-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 0.036321401596069336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '09/05/2023 10:03:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:35519:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '35519', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "d9b85408-3a01-4cff-ac2d-0cccf4a60821"
-}
-, 'endpoint_id': topology_id {
- context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
- }
- topology_uuid {
- uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
- }
-}
-device_id {
- device_uuid {
- uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
- }
-}
-endpoint_uuid {
- uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
-}
-, 'time_start': 1683626624.0, 'time_end': 1683626624.0}
+INFO:__main__:Starting...
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Starting Service (tentative endpoint: 0.0.0.0:10001, max_workers: 10)...
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Creating Centralized Attack Detector Service - Scalability Experiment 2
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Features: [3.0, 5.0, 7.0, 8.0, 9.0, 17.0, 19.0, 21.0, 22.0, 23.0]
+DEBUG:monitoring.client.MonitoringClient:Creating channel to 10.152.183.247:7070...
+DEBUG:monitoring.client.MonitoringClient:Channel created
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:Creating channel to l3-attackmitigatorservice:10002...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:Channel created
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Starting async prediction accuracy analysis
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Correct csv load: True
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Listening on 0.0.0.0:10001...
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Service started
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Scalability csv started for Exp 2
diff --git a/get_scalability_csv.sh b/get_scalability_csv.sh
index 2a6ae7b53979be13494f208eab9d18de3a84dc25..b7b49e79ca230d7704954e05ec4518e027a568f0 100755
--- a/get_scalability_csv.sh
+++ b/get_scalability_csv.sh
@@ -8,4 +8,4 @@ echo "deployment_name: $deployment_name"
sleep 3
-while true; do kubectl -n "tfs" cp $pod_name:scalability_accuracy.csv ./scalability_accuracy.csv -c $container_name; cat scalability_accuracy.csv | tail -n 10; sleep 1; done
\ No newline at end of file
+kubectl -n "tfs" cp $pod_name:scalability_accuracy.csv ./scalability_accuracy.csv -c $container_name; cat scalability_accuracy.csv | tail -n 10;
\ No newline at end of file
diff --git a/manifests/l3_centralizedattackdetectorservice.yaml b/manifests/l3_centralizedattackdetectorservice.yaml
index 6f5c307c9b1f74471966ab028a9500a02bbb4fd7..4c30741b585674fc2c737a58a5ef6e96ae934e52 100644
--- a/manifests/l3_centralizedattackdetectorservice.yaml
+++ b/manifests/l3_centralizedattackdetectorservice.yaml
@@ -36,6 +36,16 @@ spec:
env:
- name: LOG_LEVEL
value: "DEBUG"
+ - name: BATCH_SIZE
+ value: "10"
+ - name: SAMPLING_RATE
+ value: "0.1"
+ - name: SAMPLING_SNAPSHOTS
+ value: "100"
+ - name: SAMPLING_MODE
+ value: "1"
+ - name: TIME_TO_STABILIZE
+ value: "2"
readinessProbe:
exec:
command: ["/bin/grpc_health_probe", "-addr=:10001"]
diff --git a/proto/copy_to_dad.sh b/proto/copy_to_dad.sh
index 0432e92e4b83b249964969548ded85f48d658da5..4a5fbeeae647a56697724c9168aa7e52c9ce83fc 100755
--- a/proto/copy_to_dad.sh
+++ b/proto/copy_to_dad.sh
@@ -5,4 +5,4 @@ REMOTE_HOST="192.168.165.11"
DEST_DIR="/home/ubuntu/TeraflowDockerDistributedScalability/l3_distributedattackdetector/proto"
# Copy the files to the remote host
-sshpass -p "ubuntu" scp -r /home/ubuntu/tfs-ctrl-new/proto/src/python/ "$REMOTE_HOST:$DEST_DIR"
\ No newline at end of file
+sshpass -p "ubuntu" scp -r /home/ubuntu/tfs-ctrl-clean/proto/src/python/ "$REMOTE_HOST:$DEST_DIR"
\ No newline at end of file
diff --git a/proto/l3_centralizedattackdetector.proto b/proto/l3_centralizedattackdetector.proto
index f97245ef72b2db2504809bdba7ac08e380e78b72..ed99435aa7db6584b381079cb1e3d589fb9998b5 100644
--- a/proto/l3_centralizedattackdetector.proto
+++ b/proto/l3_centralizedattackdetector.proto
@@ -25,9 +25,6 @@ service L3Centralizedattackdetector {
// Get the list of features used by the ML model in the CAD component
rpc GetFeaturesIds (Empty) returns (AutoFeatures) {}
-
- // Get Scalability Config from the DAD component
- rpc GetScalabilityConfig (L3ScalabilityConfig) returns (Empty) {}
}
message Feature {
@@ -66,14 +63,6 @@ message L3CentralizedattackdetectorBatchInput {
repeated L3CentralizedattackdetectorMetrics metrics = 1;
}
-// Exp3 - Scalability Config
-message L3ScalabilityConfig {
- float time_to_stabilize = 1;
- float sampling_rate = 2;
- float sampling_snapshots = 3;
- int32 sampling_mode = 4;
-}
-
message Empty {
string message = 1;
}
diff --git a/scalability_accuracy.csv b/scalability_accuracy.csv
index 244ebe7705f1bba774596072cc942bb479bf0d4b..f96de20a4dce1777442fa3433c3bd74d74684373 100644
--- a/scalability_accuracy.csv
+++ b/scalability_accuracy.csv
@@ -1,4 +1,7 @@
-F1_SCORE_MACRO F1_SCORE_WEIGHTED BALANCED_ACCURACY PRECISION_SCORE RECALL_SCORE OVERALL_ACCURACY CRYPTO_ACCURACY TOTAL_PREDICTIONS TOTAL_POSITIVES F_POSITIVES T_NEGATIVES F_NEGATIVES CONFIDENCE TIMESTAMP_START TIMESTAMP_FINISH SAMPLING_SNAPSHOTS SAMPLING_RATE SAMPLING_MODE TIME_TO_STABILIZE
-1.0 1.0 1.0 1.0 1.0 1.0 0.0 2242.0 0.0 0.0 2242.0 0.0 1.0 09/05/2023-10:24:06 09/05/2023-10:26:06 100.0 0.800000011920929 Last 2.0
-1.0 1.0 1.0 1.0 1.0 1.0 0.0 2259.0 0.0 0.0 2259.0 0.0 1.0 09/05/2023-10:37:24 09/05/2023-10:39:24 100.0 0.800000011920929 Last 2.0
-0.9380793571472168 0.9988300800323486 0.8902438879013062 0.99944669008255 0.8902438879013062 0.9988977313041687 1.0 8166.0 32.0 0.0 8134.0 9.0 1.0 09/05/2023-10:56:39 09/05/2023-11:06:39 100.0 0.800000011920929 Random 10.0
+TIME_CONS F1_SCORE_MACRO F1_SCORE_WEIGHTED BALANCED_ACCURACY PRECISION_SCORE RECALL_SCORE OVERALL_ACCURACY CRYPTO_ACCURACY TOTAL_PREDICTIONS TOTAL_POSITIVES F_POSITIVES T_NEGATIVES F_NEGATIVES CONFIDENCE TIMESTAMP_START TIMESTAMP_FINISH TIME_TO_STABILIZE
+30 0.9235888719558716 0.9993987083435059 0.8676470518112183 0.9997201561927795 0.8676470518112183 0.9994412660598755 1.0 16108.0 25.0 0.0 16083.0 9.0 1.0 07/06/2023-15:21:04 07/06/2023-15:56:04 35
+60 0.9235877394676208 0.9993938207626343 0.8676470518112183 0.9997178912162781 0.8676470518112183 0.9994366765022278 1.0 15978.0 25.0 0.0 15953.0 9.0 1.0 07/06/2023-16:12:50 07/06/2023-16:47:50 35
+1800 0.9492922425270081 0.9993883967399597 0.9081632494926453 0.9997081160545349 0.9081632494926453 0.9994177222251892 1.0 15458.0 40.0 0.0 15418.0 9.0 1.0 07/06/2023-17:50:32 07/06/2023-18:25:32 35
+300 0.9414160251617432 0.9993985891342163 0.895348846912384 0.999715268611908 0.895348846912384 0.9994317293167114 1.0 15838.0 34.0 0.0 15804.0 9.0 1.0 07/06/2023-23:06:56 07/06/2023-23:41:56 35
+10000 0.9593176245689392 0.9994117021560669 0.925000011920929 0.9997164011001587 0.925000011920929 0.9994345903396606 1.0 15918.0 51.0 0.0 15867.0 9.0 1.0 07/06/2023-23:54:16 08/06/2023-00:29:16 35
+60 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12/06/2023-14:34:35 12/06/2023-14:36:35 2
diff --git a/set_exp3_params.sh b/set_exp3_params.sh
new file mode 100755
index 0000000000000000000000000000000000000000..5ecb49f18c05bf515837ab24d3c96b74d5c56140
--- /dev/null
+++ b/set_exp3_params.sh
@@ -0,0 +1,121 @@
+#!/bin/bash
+
+export BATCH_SIZE=${1:-10}
+export SAMPLING_RATE=${2:-1}
+export SAMPLING_SNAPSHOTS=${3:-100}
+export SAMPLING_MODE=${4:-1}
+export TIME_TO_STABILIZE=${5:-35}
+
+echo "exp3 parameters set to:"
+echo "BATCH_SIZE: $BATCH_SIZE"
+echo "SAMPLING_RATE: $SAMPLING_RATE"
+echo "SAMPLING_SNAPSHOTS: $SAMPLING_SNAPSHOTS"
+echo "SAMPLING_MODE: $SAMPLING_MODE"
+echo "TIME_TO_STABILIZE: $TIME_TO_STABILIZE"
+
+CAD_manifest="./manifests/l3_centralizedattackdetectorservice.yaml"
+
+# Update BATCH_SIZE value in the CAD manifest
+echo "Updating BATCH_SIZE value in the CAD manifest to $BATCH_SIZE"
+found=0
+line_num=0
+
+while read line; do
+ line_num=$((line_num+1))
+
+ if [[ $line == *"name: BATCH_SIZE"* ]]; then
+ found=1
+ fi
+
+ if [[ $found == 1 ]]; then
+ if [[ $line == *"value"* ]]; then
+ echo "Found BATCH_SIZE value in the CAD manifest at line $line_num"
+ sed -i "${line_num}s/\(value: \).*/\1\"$BATCH_SIZE\"/" $CAD_manifest
+ break
+ fi
+ fi
+done < $CAD_manifest
+
+# Update SAMPLING_RATE value in the CAD manifest
+echo "Updating SAMPLING_RATE value in the CAD manifest to $SAMPLING_RATE"
+found=0
+line_num=0
+
+while read line; do
+ line_num=$((line_num+1))
+
+ if [[ $line == *"name: SAMPLING_RATE"* ]]; then
+ found=1
+ fi
+
+ if [[ $found == 1 ]]; then
+ if [[ $line == *"value"* ]]; then
+ echo "Found SAMPLING_RATE value in the CAD manifest at line $line_num"
+ sed -i "${line_num}s/\(value: \).*/\1\"$SAMPLING_RATE\"/" $CAD_manifest
+ break
+ fi
+ fi
+done < $CAD_manifest
+
+# Update SAMPLING_SNAPSHOTS value in the CAD manifest
+echo "Updating SAMPLING_SNAPSHOTS value in the CAD manifest to $SAMPLING_SNAPSHOTS"
+found=0
+line_num=0
+
+while read line; do
+ line_num=$((line_num+1))
+
+ if [[ $line == *"name: SAMPLING_SNAPSHOTS"* ]]; then
+ found=1
+ fi
+
+ if [[ $found == 1 ]]; then
+ if [[ $line == *"value"* ]]; then
+ echo "Found SAMPLING_SNAPSHOTS value in the CAD manifest at line $line_num"
+ sed -i "${line_num}s/\(value: \).*/\1\"$SAMPLING_SNAPSHOTS\"/" $CAD_manifest
+ break
+ fi
+ fi
+done < $CAD_manifest
+
+# Update SAMPLING_MODE value in the CAD manifest
+echo "Updating SAMPLING_MODE value in the CAD manifest to $SAMPLING_MODE"
+found=0
+line_num=0
+
+while read line; do
+ line_num=$((line_num+1))
+
+ if [[ $line == *"name: SAMPLING_MODE"* ]]; then
+ found=1
+ fi
+
+ if [[ $found == 1 ]]; then
+ if [[ $line == *"value"* ]]; then
+ echo "Found SAMPLING_MODE value in the CAD manifest at line $line_num"
+ sed -i "${line_num}s/\(value: \).*/\1\"$SAMPLING_MODE\"/" $CAD_manifest
+ break
+ fi
+ fi
+done < $CAD_manifest
+
+# Update TIME_TO_STABILIZE value in the CAD manifest
+echo "Updating TIME_TO_STABILIZE value in the CAD manifest to $TIME_TO_STABILIZE"
+found=0
+line_num=0
+
+while read line; do
+ line_num=$((line_num+1))
+
+ if [[ $line == *"name: TIME_TO_STABILIZE"* ]]; then
+ found=1
+ fi
+
+ if [[ $found == 1 ]]; then
+ if [[ $line == *"value"* ]]; then
+ echo "Found TIME_TO_STABILIZE value in the CAD manifest at line $line_num"
+ sed -i "${line_num}s/\(value: \).*/\1\"$TIME_TO_STABILIZE\"/" $CAD_manifest
+ break
+ fi
+ fi
+done < $CAD_manifest
\ No newline at end of file
diff --git a/src/l3_centralizedattackdetector/Dockerfile b/src/l3_centralizedattackdetector/Dockerfile
index 1e8db62a362fedbd6d7e8ce87b418d23ba296d9c..420665d2541a932840a9377089b5873844ceb1fd 100644
--- a/src/l3_centralizedattackdetector/Dockerfile
+++ b/src/l3_centralizedattackdetector/Dockerfile
@@ -36,7 +36,7 @@ RUN python3 -m pip install --upgrade pip-tools
# Note: this step enables sharing the previous Docker build steps among all the Python components
WORKDIR /var/teraflow
COPY common_requirements.in common_requirements.in
-COPY scalability_accuracy.csv scalability_accuracy.csv
+#COPY scalability_accuracy.csv scalability_accuracy.csv
RUN pip-compile --quiet --output-file=common_requirements.txt common_requirements.in
RUN python3 -m pip install -r common_requirements.txt
diff --git a/src/l3_centralizedattackdetector/client/l3_centralizedattackdetectorClient.py b/src/l3_centralizedattackdetector/client/l3_centralizedattackdetectorClient.py
index 6e05aa9865bba11a627bfb2222d7bd1564f77d62..0bca0ef1107c05444af03aefd59142a1bdb2bf89 100644
--- a/src/l3_centralizedattackdetector/client/l3_centralizedattackdetectorClient.py
+++ b/src/l3_centralizedattackdetector/client/l3_centralizedattackdetectorClient.py
@@ -71,12 +71,5 @@ class l3_centralizedattackdetectorClient:
response = self.stub.GetOutput(request)
LOGGER.debug('GetFeaturesIds result: {}'.format(response))
return response
-
- @RETRY_DECORATOR
- def GetScalabilityConfig(self, request: L3ScalabilityConfig) -> Empty:
- LOGGER.debug('GetScalabilityConfig request: {}'.format(request))
- response = self.stub.GetOutput(request)
- LOGGER.debug('GetScalabilityConfig result: {}'.format(response))
- return response
diff --git a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
index 3dd0f7d701b1379285686085293f38b04581da66..0f01858258d4a29064c26da48ca08fcbea8852ac 100644
--- a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
+++ b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
@@ -56,7 +56,7 @@ current_dir = os.path.dirname(os.path.abspath(__file__))
# Demo constants
DEMO_MODE = True
ATTACK_IPS = ["37.187.95.110", "91.121.140.167", "94.23.23.52", "94.23.247.226", "149.202.83.171"]
-BATCH_SIZE= 10
+BATCH_SIZE = int(os.getenv("BATCH_SIZE", 10))
TIME_START = time.time()
METRICS_POOL = MetricsPool('l3_centralizedattackdetector', 'RPC')
@@ -215,10 +215,25 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.y_true = []
self.y_pred = []
- self.time_to_stabilize = 2
- self.sampling_rate = 0.8
- self.sampling_snapshots = 100
- self.sampling_mode = "Random"
+ mode = int(os.getenv("SAMPLING_MODE", 1))
+ if mode == SamplingMode.RANDOM.value:
+ self.sampling_mode = "Random"
+ elif mode == SamplingMode.FIRST.value:
+ self.sampling_mode = "First"
+ else:
+ self.sampling_mode = "Last"
+
+ self.sampling_rate = float(os.getenv("SAMPLING_RATE", 0.8))
+ self.sampling_snapshots = int(os.getenv("SAMPLING_SNAPSHOTS", 100))
+ self.time_to_stabilize = int(os.getenv("TIME_TO_STABILIZE", 10))
+
+ LOGGER.info("CAD sampling mode: %s", self.sampling_mode)
+ LOGGER.info("CAD sampling rate: %s", self.sampling_rate)
+ LOGGER.info("CAD sampling snapshots: %s", self.sampling_snapshots)
+
+ # Start process to generate accuracy scalability csv asynchronically
+ p = Process(target=self.generate_accuracy_scalability_csv)
+ p.start()
"""
Create a monitored KPI for a specific service and add it to the Monitoring Client
@@ -255,7 +270,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
"""
def create_kpis(self, service_id, device_id, endpoint_id):
- LOGGER.info("Creating KPIs for service {}".format(service_id))
+ #LOGGER.info("Creating KPIs for service {}".format(service_id))
# for now, all the KPIs are created for all the services from which requests are received
for kpi in self.monitored_kpis:
@@ -276,7 +291,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.monitored_kpis[kpi]["kpi_id"] = created_kpi.kpi_id
self.monitored_kpis[kpi]["service_ids"].append(service_id.service_uuid.uuid)
- LOGGER.info("Created KPIs for service {}".format(service_id))
+ #LOGGER.info("Created KPIs for service {}\n".format(service_id))
def monitor_kpis(self):
monitor_inference_results = self.inference_results
@@ -422,16 +437,16 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
x_data[i] = [feature.feature for feature in request.features]
# Print input data shape
- LOGGER.debug("x_data.shape: {}".format(x_data.shape))
+ #LOGGER.debug("x_data.shape: {}".format(x_data.shape))
- inference_time_start = time.perf_counter()
+ inference_time_start = time.time()
# Perform inference
predictions = self.cryptomining_detector_model.run(
[self.prob_name], {self.input_name: x_data.astype(np.float32)}
)[0]
- inference_time_end = time.perf_counter()
+ inference_time_end = time.time()
# Measure inference time
inference_time = inference_time_end - inference_time_start
@@ -447,11 +462,11 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
std_inference_time = np.std(inference_times_np_array)
median_inference_time = np.median(inference_times_np_array)
- LOGGER.debug("Average inference time: {}".format(avg_inference_time))
- LOGGER.debug("Max inference time: {}".format(max_inference_time))
- LOGGER.debug("Min inference time: {}".format(min_inference_time))
- LOGGER.debug("Standard deviation inference time: {}".format(std_inference_time))
- LOGGER.debug("Median inference time: {}".format(median_inference_time))
+ #LOGGER.debug("Average inference time: {}".format(avg_inference_time))
+ #LOGGER.debug("Max inference time: {}".format(max_inference_time))
+ #LOGGER.debug("Min inference time: {}".format(min_inference_time))
+ #LOGGER.debug("Standard deviation inference time: {}".format(std_inference_time))
+ #LOGGER.debug("Median inference time: {}".format(median_inference_time))
with open(f"inference_times_stats_{batch_size}.txt", "w") as f:
f.write("Average inference time: {}\n".format(avg_inference_time))
@@ -500,29 +515,24 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
"""
@safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
def AnalyzeConnectionStatistics(self, request, context):
+ analyze_connections_start = time.time()
+
# Perform inference with the data sent in the request
self.active_requests.append(request)
- if len(self.active_requests) == BATCH_SIZE:
- csv_file_path = 'hola_mundo.csv'
-
- col_values = [1, 2, 3]
-
- with open(csv_file_path, 'a', newline='') as file:
- writer = csv.writer(file)
- writer.writerow(col_values)
-
- logging.debug("Performing inference... {}".format(self.replica_uuid))
+ if len(self.active_requests) >= BATCH_SIZE:
+ process_request = self.active_requests
+ #logging.debug("Performing inference... {}".format(self.replica_uuid))
inference_time_start = time.time()
cryptomining_detector_output = self.perform_distributed_inference(self.active_requests)
inference_time_end = time.time()
LOGGER.debug("Inference performed in {} seconds".format(inference_time_end - inference_time_start))
- logging.info("Inference performed correctly")
+ #logging.info("Inference performed correctly")
self.inference_results.append({"output": cryptomining_detector_output, "timestamp": datetime.now()})
- LOGGER.debug("inference_results length: {}".format(len(self.inference_results)))
+ #LOGGER.debug("inference_results length: {}".format(len(self.inference_results)))
for i, req in enumerate(self.active_requests):
service_id = req.connection_metadata.service_id
@@ -539,7 +549,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
monitor_kpis_end = time.time()
LOGGER.debug("Monitoring KPIs performed in {} seconds".format(monitor_kpis_end - monitor_kpis_start))
- LOGGER.debug("cryptomining_detector_output: {}".format(cryptomining_detector_output[i]))
+ #LOGGER.debug("cryptomining_detector_output: {}".format(cryptomining_detector_output[i]))
if DEMO_MODE:
self.confidence.value = cryptomining_detector_output[i]["confidence"]
@@ -597,7 +607,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.total_predictions.value = self.total_predictions.value + 1
# if False:
- notification_time_start = time.perf_counter()
+ notification_time_start = time.time()
LOGGER.debug("Crypto attack detected")
@@ -610,12 +620,12 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
logging.info("Sending the connection information to the Attack Mitigator component...")
message = L3AttackmitigatorOutput(**cryptomining_detector_output[i])
response = self.attackmitigator_client.PerformMitigation(message)
- notification_time_end = time.perf_counter()
+ notification_time_end = time.time()
self.am_notification_times.append(notification_time_end - notification_time_start)
- LOGGER.debug(f"am_notification_times length: {len(self.am_notification_times)}")
- LOGGER.debug(f"last am_notification_time: {self.am_notification_times[-1]}")
+ #LOGGER.debug(f"am_notification_times length: {len(self.am_notification_times)}")
+ #LOGGER.debug(f"last am_notification_time: {self.am_notification_times[-1]}")
if len(self.am_notification_times) > 100:
am_notification_times_np_array = np.array(self.am_notification_times)
@@ -627,11 +637,11 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
std_notification_time = np.std(am_notification_times_np_array)
median_notification_time = np.median(am_notification_times_np_array)
- LOGGER.debug("Average notification time: {}".format(avg_notification_time))
- LOGGER.debug("Max notification time: {}".format(max_notification_time))
- LOGGER.debug("Min notification time: {}".format(min_notification_time))
- LOGGER.debug("Std notification time: {}".format(std_notification_time))
- LOGGER.debug("Median notification time: {}".format(median_notification_time))
+ #LOGGER.debug("Average notification time: {}".format(avg_notification_time))
+ #LOGGER.debug("Max notification time: {}".format(max_notification_time))
+ #LOGGER.debug("Min notification time: {}".format(min_notification_time))
+ #LOGGER.debug("Std notification time: {}".format(std_notification_time))
+ #LOGGER.debug("Median notification time: {}".format(median_notification_time))
with open("am_notification_times_stats.txt", "w") as f:
f.write("Average notification time: {}\n".format(avg_notification_time))
@@ -667,8 +677,14 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
# return Empty(message="Ok, information received (no attack detected)")
- self.active_requests = []
+ # Remove requests from "self.active_requests" which aren't in "process_request"
+ self.active_requests = [req for req in self.active_requests if req not in process_request]
+ analyze_connections_end = time.time()
+ LOGGER.info("Time to analyze connections: {}".format(analyze_connections_end - analyze_connections_start))
return Empty(message="Ok, metrics processed")
+
+ analyze_connections_end = time.time()
+ LOGGER.info("Time to analyze connections: {}".format(analyze_connections_end - analyze_connections_start))
return Empty(message="Ok, information received")
@@ -731,11 +747,12 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
with open("/var/teraflow/scalability_accuracy.csv", 'a', newline='') as f:
spamwriter = csv.writer(f, delimiter=' ', quotechar='|', quoting=csv.QUOTE_MINIMAL)
# F1_SCORE_MACRO F1_SCORE_WEIGHTED BALANCED_ACCURACY PRECISION_SCORE RECALL_SCORE OVERALL_ACCURACY CRYPTO_ACCURACY TOTAL_PREDICTIONS TOTAL_POSITIVES F_POSITIVES T_NEGATIVES F_NEGATIVES CONFIDENCE TIMESTAMP_START TIMESTAMP_FINISH SAMPLING_SNAPSHOTS SAMPLING_RATE SAMPLING_MODE TIME_TO_STABILIZE
- '''spamwriter.writerow(['F1_SCORE_MACRO', 'F1_SCORE_WEIGHTED', 'BALANCED_ACCURACY', 'PRECISION_SCORE',
+ if not os.path.isfile("/var/teraflow/scalability_accuracy.csv"):
+ spamwriter.writerow(['F1_SCORE_MACRO', 'F1_SCORE_WEIGHTED', 'BALANCED_ACCURACY', 'PRECISION_SCORE',
'RECALL_SCORE', 'OVERALL_ACCURACY', 'CRYPTO_ACCURACY',
'TOTAL_PREDICTIONS', 'TOTAL_POSITIVES', 'F_POSITIVES',
'T_NEGATIVES', 'F_NEGATIVES', 'CONFIDENCE', 'TIMESTAMP_START', 'TIMESTAMP_FINISH',
- 'SAMPLING_SNAPSHOTS', 'SAMPLING_RATE', 'SAMPLING_MODE', 'TIME_TO_STABILIZE'])'''
+ 'SAMPLING_SNAPSHOTS', 'SAMPLING_RATE', 'SAMPLING_MODE', 'TIME_TO_STABILIZE'])
spamwriter.writerow([self.f1_score_macro.value, self.f1_score_weighted.value, self.balanced_accuracy.value,
self.precision_score.value, self.recall_score.value, self.overall_detection_acc.value, self.cryptomining_attack_detection_acc.value,
@@ -747,30 +764,6 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
f.close()
@safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
- def GetScalabilityConfig(self, request, context):
- LOGGER.info("Received scalability config request for Exp 3")
-
- self.time_to_stabilize = request.time_to_stabilize
- self.sampling_snapshots = request.sampling_snapshots
- self.sampling_rate = request.sampling_rate
-
- if request.sampling_mode == SamplingMode.RANDOM.value:
- self.sampling_mode = "Random"
- elif request.sampling_mode == SamplingMode.FIRST.value:
- self.sampling_mode = "First"
- else:
- self.sampling_mode = "Last"
-
- LOGGER.debug("Sampling snapshots: {}".format(self.sampling_snapshots))
- LOGGER.debug("Sampling rate: {}".format(self.sampling_rate))
- LOGGER.debug("Sampling mode: {}".format(self.sampling_mode))
-
- # Start process to generate accuracy scalability csv asynchronically
- p = Process(target=self.generate_accuracy_scalability_csv)
- p.start()
-
- return Empty(message="CSV generated")
-
def AnalyzeBatchConnectionStatistics(self, request, context):
batch_time_start = time.time()
@@ -785,7 +778,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
f.close()
#logging.debug("Metrics: " + str(len(request.metrics)))
- #logging.debug("Batch time: " + str(batch_time_end - batch_time_start))
+ logging.debug("Batch time: " + str(batch_time_end - batch_time_start))
return Empty(message="OK, information received.")
diff --git a/src/l3_centralizedattackdetector/service/cad_compare.py b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl_compare.py
similarity index 65%
rename from src/l3_centralizedattackdetector/service/cad_compare.py
rename to src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl_compare.py
index bd209633f28428c60a7f0c4f5dc4a4c7c3515d61..0e58c490fb0e39dadab2bb0d171f72d6a75813f2 100644
--- a/src/l3_centralizedattackdetector/service/cad_compare.py
+++ b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl_compare.py
@@ -55,6 +55,7 @@ current_dir = os.path.dirname(os.path.abspath(__file__))
# Demo constants
DEMO_MODE = True
ATTACK_IPS = ["37.187.95.110", "91.121.140.167", "94.23.23.52", "94.23.247.226", "149.202.83.171"]
+BATCH_SIZE = int(os.getenv("BATCH_SIZE", 10))
TIME_START = time.time()
METRICS_POOL = MetricsPool('l3_centralizedattackdetector', 'RPC')
@@ -125,6 +126,8 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.l3_unique_attackers = 0
self.l3_non_empty_time_interval = False
+
+ self.active_requests = []
self.monitoring_client = MonitoringClient()
self.service_ids = []
@@ -201,11 +204,17 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.precision_score = Value('f', 0)
self.recall_score = Value('f', 0)
+ self.replica_uuid = uuid.uuid4()
+
self.y_true = []
self.y_pred = []
- self.max_connection_time = 60
- self.time_to_stabilize = 5
+ self.max_connection_time = int(os.getenv("MAX_CONNECTION_TIME", 60))
+ self.time_to_stabilize = int(os.getenv("TIME_TO_STABILIZE", 10))
+
+ # Start process to generate accuracy scalability csv asynchronically
+ p = Process(target=self.generate_accuracy_scalability_csv)
+ p.start()
"""
Create a monitored KPI for a specific service and add it to the Monitoring Client
@@ -242,7 +251,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
"""
def create_kpis(self, service_id, device_id, endpoint_id):
- LOGGER.info("Creating KPIs for service {}".format(service_id))
+ #LOGGER.info("Creating KPIs for service {}".format(service_id))
# for now, all the KPIs are created for all the services from which requests are received
for kpi in self.monitored_kpis:
@@ -263,7 +272,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.monitored_kpis[kpi]["kpi_id"] = created_kpi.kpi_id
self.monitored_kpis[kpi]["service_ids"].append(service_id.service_uuid.uuid)
- LOGGER.info("Created KPIs for service {}\n".format(service_id))
+ #LOGGER.info("Created KPIs for service {}\n".format(service_id))
def monitor_kpis(self):
monitor_inference_results = self.inference_results
@@ -398,27 +407,27 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
-output: L3AttackmitigatorOutput object with information about the assigned class and prediction confidence
"""
- def perform_inference(self, request):
- x_data = np.array([[feature.feature for feature in request.features]])
+ def perform_distributed_inference(self, requests):
+ batch_size = len(requests)
- # Print input data shape
- #LOGGER.debug("x_data.shape: {}".format(x_data.shape))
+ # Create an empty array to hold the input data
+ x_data = np.empty((batch_size, len(requests[0].features)))
- # Get batch size
- batch_size = x_data.shape[0]
+ # Fill in the input data array with features from each request
+ for i, request in enumerate(requests):
+ x_data[i] = [feature.feature for feature in request.features]
- # Print batch size
- #LOGGER.debug("batch_size: {}".format(batch_size))
+ # Print input data shape
#LOGGER.debug("x_data.shape: {}".format(x_data.shape))
- inference_time_start = time.perf_counter()
+ inference_time_start = time.time()
# Perform inference
predictions = self.cryptomining_detector_model.run(
[self.prob_name], {self.input_name: x_data.astype(np.float32)}
)[0]
- inference_time_end = time.perf_counter()
+ inference_time_end = time.time()
# Measure inference time
inference_time = inference_time_end - inference_time_start
@@ -434,11 +443,11 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
std_inference_time = np.std(inference_times_np_array)
median_inference_time = np.median(inference_times_np_array)
- '''LOGGER.debug("Average inference time: {}".format(avg_inference_time))
- LOGGER.debug("Max inference time: {}".format(max_inference_time))
- LOGGER.debug("Min inference time: {}".format(min_inference_time))
- LOGGER.debug("Standard deviation inference time: {}".format(std_inference_time))
- LOGGER.debug("Median inference time: {}".format(median_inference_time))'''
+ #LOGGER.debug("Average inference time: {}".format(avg_inference_time))
+ #LOGGER.debug("Max inference time: {}".format(max_inference_time))
+ #LOGGER.debug("Min inference time: {}".format(min_inference_time))
+ #LOGGER.debug("Standard deviation inference time: {}".format(std_inference_time))
+ #LOGGER.debug("Median inference time: {}".format(median_inference_time))
with open(f"inference_times_stats_{batch_size}.txt", "w") as f:
f.write("Average inference time: {}\n".format(avg_inference_time))
@@ -448,34 +457,36 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
f.write("Median inference time: {}\n".format(median_inference_time))
# Gather the predicted class, the probability of that class and other relevant information required to block the attack
- output_message = {
- "confidence": None,
- "timestamp": datetime.now().strftime("%d/%m/%Y %H:%M:%S"),
- "ip_o": request.connection_metadata.ip_o,
- "ip_d": request.connection_metadata.ip_d,
- "tag_name": None,
- "tag": None,
- "flow_id": request.connection_metadata.flow_id,
- "protocol": request.connection_metadata.protocol,
- "port_o": request.connection_metadata.port_o,
- "port_d": request.connection_metadata.port_d,
- "ml_id": self.cryptomining_detector_file_name,
- "service_id": request.connection_metadata.service_id,
- "endpoint_id": request.connection_metadata.endpoint_id,
- "time_start": request.connection_metadata.time_start,
- "time_end": request.connection_metadata.time_end,
- }
-
- if predictions[0][1] >= self.CLASSIFICATION_THRESHOLD:
- output_message["confidence"] = predictions[0][1]
- output_message["tag_name"] = "Crypto"
- output_message["tag"] = self.CRYPTO_CLASS
- else:
- output_message["confidence"] = predictions[0][0]
- output_message["tag_name"] = "Normal"
- output_message["tag"] = self.NORMAL_CLASS
+ output_messages = []
+ for i, request in enumerate(requests):
+ output_messages.append({
+ "confidence": None,
+ "timestamp": datetime.now().strftime("%d/%m/%Y %H:%M:%S"),
+ "ip_o": request.connection_metadata.ip_o,
+ "ip_d": request.connection_metadata.ip_d,
+ "tag_name": None,
+ "tag": None,
+ "flow_id": request.connection_metadata.flow_id,
+ "protocol": request.connection_metadata.protocol,
+ "port_o": request.connection_metadata.port_o,
+ "port_d": request.connection_metadata.port_d,
+ "ml_id": self.cryptomining_detector_file_name,
+ "service_id": request.connection_metadata.service_id,
+ "endpoint_id": request.connection_metadata.endpoint_id,
+ "time_start": request.connection_metadata.time_start,
+ "time_end": request.connection_metadata.time_end,
+ })
+
+ if predictions[i][1] >= self.CLASSIFICATION_THRESHOLD:
+ output_messages[i]["confidence"] = predictions[i][1]
+ output_messages[i]["tag_name"] = "Crypto"
+ output_messages[i]["tag"] = self.CRYPTO_CLASS
+ else:
+ output_messages[i]["confidence"] = predictions[i][0]
+ output_messages[i]["tag_name"] = "Normal"
+ output_messages[i]["tag"] = self.NORMAL_CLASS
- return output_message
+ return output_messages
"""
Receive features from Attack Mitigator, predict attack and communicate with Attack Mitigator
@@ -485,158 +496,178 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
"""
@safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
def AnalyzeConnectionStatistics(self, request, context):
- # Perform inference with the data sent in the request
- logging.info("\nPerforming inference...")
+ analyze_connections_start = time.time()
- inference_time_start = time.time()
- cryptomining_detector_output = self.perform_inference(request)
- inference_time_end = time.time()
+ # Perform inference with the data sent in the request
+ self.active_requests.append(request)
- LOGGER.debug("Inference performed in {} seconds".format(inference_time_end - inference_time_start))
- logging.info("Inference performed correctly\n")
-
- self.inference_results.append({"output": cryptomining_detector_output, "timestamp": datetime.now()})
- #LOGGER.debug("inference_results length: {}".format(len(self.inference_results)))
-
- service_id = request.connection_metadata.service_id
- device_id = request.connection_metadata.endpoint_id.device_id
- endpoint_id = request.connection_metadata.endpoint_id
-
- # Check if a request of a new service has been received and, if so, create the monitored KPIs for that service
- if service_id not in self.service_ids:
- self.create_kpis(service_id, device_id, endpoint_id)
- self.service_ids.append(service_id)
-
- monitor_kpis_start = time.time()
- self.monitor_kpis()
- monitor_kpis_end = time.time()
-
- '''LOGGER.debug("Monitoring KPIs performed in {} seconds".format(monitor_kpis_end - monitor_kpis_start))
- LOGGER.debug("cryptomining_detector_output: {}".format(cryptomining_detector_output))'''
-
- if DEMO_MODE:
- self.confidence.value = cryptomining_detector_output["confidence"]
- self.analyze_prediction_accuracy()
-
- connection_info = ConnectionInfo(
- request.connection_metadata.ip_o,
- request.connection_metadata.port_o,
- request.connection_metadata.ip_d,
- request.connection_metadata.port_d,
- )
+ if len(self.active_requests) >= BATCH_SIZE:
+ process_request = self.active_requests
+ #logging.debug("Performing inference... {}".format(self.replica_uuid))
+
+ inference_time_start = time.time()
+ cryptomining_detector_output = self.perform_distributed_inference(self.active_requests)
+ inference_time_end = time.time()
+
+ LOGGER.debug("Inference performed in {} seconds".format(inference_time_end - inference_time_start))
+ #logging.info("Inference performed correctly")
- self.l3_non_empty_time_interval = True
+ self.inference_results.append({"output": cryptomining_detector_output, "timestamp": datetime.now()})
+ #LOGGER.debug("inference_results length: {}".format(len(self.inference_results)))
- if cryptomining_detector_output["tag_name"] == "Crypto":
- self.l3_security_status = 1
+ for i, req in enumerate(self.active_requests):
+ service_id = req.connection_metadata.service_id
+ device_id = req.connection_metadata.endpoint_id.device_id
+ endpoint_id = req.connection_metadata.endpoint_id
- self.l3_inferences_in_interval_counter_crypto += 1
- self.l3_ml_model_confidence_crypto = (
- self.l3_ml_model_confidence_crypto * (self.l3_inferences_in_interval_counter_crypto - 1)
- + cryptomining_detector_output["confidence"]
- ) / self.l3_inferences_in_interval_counter_crypto
+ # Check if a request of a new service has been received and, if so, create the monitored KPIs for that service
+ if service_id not in self.service_ids:
+ self.create_kpis(service_id, device_id, endpoint_id)
+ self.service_ids.append(service_id)
- if connection_info not in self.l3_attacks:
- self.l3_attacks.append(connection_info)
- self.l3_unique_attack_conns += 1
+ monitor_kpis_start = time.time()
+ self.monitor_kpis()
+ monitor_kpis_end = time.time()
- self.l3_unique_compromised_clients = len(set([conn.ip_o for conn in self.l3_attacks]))
- self.l3_unique_attackers = len(set([conn.ip_d for conn in self.l3_attacks]))
+ LOGGER.debug("Monitoring KPIs performed in {} seconds".format(monitor_kpis_end - monitor_kpis_start))
+ #LOGGER.debug("cryptomining_detector_output: {}".format(cryptomining_detector_output[i]))
- else:
- self.l3_inferences_in_interval_counter_normal += 1
- self.l3_ml_model_confidence_normal = (
- self.l3_ml_model_confidence_normal * (self.l3_inferences_in_interval_counter_normal - 1)
- + cryptomining_detector_output["confidence"]
- ) / self.l3_inferences_in_interval_counter_normal
-
- # Only notify Attack Mitigator when a cryptomining connection has been detected
- if cryptomining_detector_output["tag_name"] == "Crypto" and connection_info not in self.attack_connections:
- self.attack_connections.append(connection_info)
-
- # Calculate F1 score
- self.y_pred.append(1)
+ if DEMO_MODE:
+ self.confidence.value = cryptomining_detector_output[i]["confidence"]
+ self.analyze_prediction_accuracy()
- if connection_info.ip_o in ATTACK_IPS or connection_info.ip_d in ATTACK_IPS:
- self.correct_attack_conns += 1
- self.correct_predictions += 1
- self.y_true.append(1)
- else:
- #LOGGER.debug("False positive: {}".format(connection_info))
- self.false_positives.value = self.false_positives.value + 1
- self.y_true.append(0)
+ connection_info = ConnectionInfo(
+ req.connection_metadata.ip_o,
+ req.connection_metadata.port_o,
+ req.connection_metadata.ip_d,
+ req.connection_metadata.port_d,
+ )
- self.total_predictions.value = self.total_predictions.value + 1
+ self.l3_non_empty_time_interval = True
- # if False:
- notification_time_start = time.perf_counter()
+ if cryptomining_detector_output[i]["tag_name"] == "Crypto":
+ self.l3_security_status = 1
- LOGGER.debug("Crypto attack detected")
+ self.l3_inferences_in_interval_counter_crypto += 1
+ self.l3_ml_model_confidence_crypto = (
+ self.l3_ml_model_confidence_crypto * (self.l3_inferences_in_interval_counter_crypto - 1)
+ + cryptomining_detector_output[i]["confidence"]
+ ) / self.l3_inferences_in_interval_counter_crypto
- # Notify the Attack Mitigator component about the attack
- logging.info(
- "Notifying the Attack Mitigator component about the attack in order to block the connection..."
- )
+ if connection_info not in self.l3_attacks:
+ self.l3_attacks.append(connection_info)
+ self.l3_unique_attack_conns += 1
- try:
- logging.info("Sending the connection information to the Attack Mitigator component...")
- message = L3AttackmitigatorOutput(**cryptomining_detector_output)
- response = self.attackmitigator_client.PerformMitigation(message)
- notification_time_end = time.perf_counter()
-
- self.am_notification_times.append(notification_time_end - notification_time_start)
-
- #LOGGER.debug(f"am_notification_times length: {len(self.am_notification_times)}")
- #LOGGER.debug(f"last am_notification_time: {self.am_notification_times[-1]}")
-
- if len(self.am_notification_times) > 100:
- am_notification_times_np_array = np.array(self.am_notification_times)
- np.save("am_notification_times.npy", am_notification_times_np_array)
-
- avg_notification_time = np.mean(am_notification_times_np_array)
- max_notification_time = np.max(am_notification_times_np_array)
- min_notification_time = np.min(am_notification_times_np_array)
- std_notification_time = np.std(am_notification_times_np_array)
- median_notification_time = np.median(am_notification_times_np_array)
-
- '''LOGGER.debug("Average notification time: {}".format(avg_notification_time))
- LOGGER.debug("Max notification time: {}".format(max_notification_time))
- LOGGER.debug("Min notification time: {}".format(min_notification_time))
- LOGGER.debug("Std notification time: {}".format(std_notification_time))
- LOGGER.debug("Median notification time: {}".format(median_notification_time))'''
-
- with open("am_notification_times_stats.txt", "w") as f:
- f.write("Average notification time: {}\n".format(avg_notification_time))
- f.write("Max notification time: {}\n".format(max_notification_time))
- f.write("Min notification time: {}\n".format(min_notification_time))
- f.write("Std notification time: {}\n".format(std_notification_time))
- f.write("Median notification time: {}\n".format(median_notification_time))
-
- # logging.info("Attack Mitigator notified and received response: ", response.message) # FIX No message received
- logging.info("Attack Mitigator notified\n")
-
- return Empty(message="OK, information received and mitigator notified abou the attack")
- except Exception as e:
- logging.error("Error notifying the Attack Mitigator component about the attack: ", e)
- logging.error("Couldn't find l3_attackmitigator\n")
-
- return Empty(message="Attack Mitigator not found")
- else:
- logging.info("No attack detected")
+ self.l3_unique_compromised_clients = len(set([conn.ip_o for conn in self.l3_attacks]))
+ self.l3_unique_attackers = len(set([conn.ip_d for conn in self.l3_attacks]))
- if cryptomining_detector_output["tag_name"] != "Crypto":
- self.y_pred.append(0)
- if connection_info.ip_o not in ATTACK_IPS and connection_info.ip_d not in ATTACK_IPS:
- self.correct_predictions += 1
- self.y_true.append(0)
else:
- #LOGGER.debug("False negative: {}".format(connection_info))
- self.false_negatives.value = self.false_negatives.value + 1
- self.y_true.append(1)
+ self.l3_inferences_in_interval_counter_normal += 1
+ self.l3_ml_model_confidence_normal = (
+ self.l3_ml_model_confidence_normal * (self.l3_inferences_in_interval_counter_normal - 1)
+ + cryptomining_detector_output[i]["confidence"]
+ ) / self.l3_inferences_in_interval_counter_normal
+
+ # Only notify Attack Mitigator when a cryptomining connection has been detected
+ if cryptomining_detector_output[i]["tag_name"] == "Crypto":
+ if DEMO_MODE:
+ self.attack_connections.append(connection_info)
+
+ # Calculate F1 score
+ self.y_pred.append(1)
+
+ if connection_info.ip_o in ATTACK_IPS or connection_info.ip_d in ATTACK_IPS:
+ self.correct_attack_conns += 1
+ self.correct_predictions += 1
+ self.y_true.append(1)
+ else:
+ LOGGER.debug("False positive: {}".format(connection_info))
+ self.false_positives.value = self.false_positives.value + 1
+ self.y_true.append(0)
+
+ self.total_predictions.value = self.total_predictions.value + 1
+
+ # if False:
+ notification_time_start = time.time()
+
+ LOGGER.debug("Crypto attack detected")
+
+ # Notify the Attack Mitigator component about the attack
+ logging.info(
+ "Notifying the Attack Mitigator component about the attack in order to block the connection..."
+ )
+
+ try:
+ logging.info("Sending the connection information to the Attack Mitigator component...")
+ message = L3AttackmitigatorOutput(**cryptomining_detector_output[i])
+ response = self.attackmitigator_client.PerformMitigation(message)
+ notification_time_end = time.time()
+
+ self.am_notification_times.append(notification_time_end - notification_time_start)
+
+ #LOGGER.debug(f"am_notification_times length: {len(self.am_notification_times)}")
+ #LOGGER.debug(f"last am_notification_time: {self.am_notification_times[-1]}")
+
+ if len(self.am_notification_times) > 100:
+ am_notification_times_np_array = np.array(self.am_notification_times)
+ np.save("am_notification_times.npy", am_notification_times_np_array)
+
+ avg_notification_time = np.mean(am_notification_times_np_array)
+ max_notification_time = np.max(am_notification_times_np_array)
+ min_notification_time = np.min(am_notification_times_np_array)
+ std_notification_time = np.std(am_notification_times_np_array)
+ median_notification_time = np.median(am_notification_times_np_array)
+
+ #LOGGER.debug("Average notification time: {}".format(avg_notification_time))
+ #LOGGER.debug("Max notification time: {}".format(max_notification_time))
+ #LOGGER.debug("Min notification time: {}".format(min_notification_time))
+ #LOGGER.debug("Std notification time: {}".format(std_notification_time))
+ #LOGGER.debug("Median notification time: {}".format(median_notification_time))
+
+ with open("am_notification_times_stats.txt", "w") as f:
+ f.write("Average notification time: {}\n".format(avg_notification_time))
+ f.write("Max notification time: {}\n".format(max_notification_time))
+ f.write("Min notification time: {}\n".format(min_notification_time))
+ f.write("Std notification time: {}\n".format(std_notification_time))
+ f.write("Median notification time: {}\n".format(median_notification_time))
+
+ # logging.info("Attack Mitigator notified and received response: ", response.message) # FIX No message received
+ logging.info("Attack Mitigator notified")
+
+ #return Empty(message="OK, information received and mitigator notified abou the attack")
+
+ except Exception as e:
+ logging.error("Error notifying the Attack Mitigator component about the attack: ", e)
+ logging.error("Couldn't find l3_attackmitigator")
+
+ return Empty(message="Attack Mitigator not found")
+ else:
+ logging.info("No attack detected")
+
+ if cryptomining_detector_output[i]["tag_name"] != "Crypto":
+ self.y_pred.append(0)
+ if connection_info.ip_o not in ATTACK_IPS and connection_info.ip_d not in ATTACK_IPS:
+ self.correct_predictions += 1
+ self.y_true.append(0)
+ else:
+ LOGGER.debug("False negative: {}".format(connection_info))
+ self.false_negatives.value = self.false_negatives.value + 1
+ self.y_true.append(1)
- self.total_predictions.value = self.total_predictions.value + 1
+ self.total_predictions.value = self.total_predictions.value + 1
- return Empty(message="Ok, information received (no attack detected)")
+ # return Empty(message="Ok, information received (no attack detected)")
+
+ # Remove requests from "self.active_requests" which aren't in "process_request"
+ self.active_requests = [req for req in self.active_requests if req not in process_request]
+ analyze_connections_end = time.time()
+ LOGGER.info("Time to analyze connections: {}".format(analyze_connections_end - analyze_connections_start))
+ return Empty(message="Ok, metrics processed")
+
+ analyze_connections_end = time.time()
+ LOGGER.info("Time to analyze connections: {}".format(analyze_connections_end - analyze_connections_start))
+
+ return Empty(message="Ok, information received")
def analyze_prediction_accuracy(self):
#LOGGER.info("Number of Attack Connections Correctly Classified: {}".format(self.correct_attack_conns))
@@ -696,10 +727,12 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
LOGGER.debug("Scalability csv started for Exp 2\n")
with open("/var/teraflow/scalability_accuracy.csv", 'a', newline='') as f:
spamwriter = csv.writer(f, delimiter=' ', quotechar='|', quoting=csv.QUOTE_MINIMAL)
- '''spamwriter.writerow(['TIME_CONS', 'OVERALL_ACCURACY', 'F1_SCORE_MACRO', 'F1_SCORE_WEIGHTED',
- 'BALANCED_ACCURACY', 'PRECISION_SCORE', 'RECALL_SCORE','OVERALL_ACCURACY'
- 'CRYPTO_ACCURACY', 'TOTAL_PREDICTIONS', 'TOTAL_POSITIVES', 'F_POSITIVES',
- 'T_NEGATIVES', 'F_NEGATIVES', 'CONFIDENCE', 'TIMESTAMP_START', 'TIMESTAMP_FINISH', 'TIME_TO_STABILIZE'])'''
+ # TIME_CONS F1_SCORE_MACRO F1_SCORE_WEIGHTED BALANCED_ACCURACY PRECISION_SCORE RECALL_SCORE OVERALL_ACCURACY CRYPTO_ACCURACY TOTAL_PREDICTIONS TOTAL_POSITIVES F_POSITIVES T_NEGATIVES F_NEGATIVES CONFIDENCE TIMESTAMP_START TIMESTAMP_FINISH TIME_TO_STABILIZE
+ if not os.path.isfile("/var/teraflow/scalability_accuracy.csv"):
+ spamwriter.writerow(['TIME_CONS', 'F1_SCORE_MACRO', 'F1_SCORE_WEIGHTED',
+ 'BALANCED_ACCURACY', 'PRECISION_SCORE', 'RECALL_SCORE','OVERALL_ACCURACY'
+ 'CRYPTO_ACCURACY', 'TOTAL_PREDICTIONS', 'TOTAL_POSITIVES', 'F_POSITIVES',
+ 'T_NEGATIVES', 'F_NEGATIVES', 'CONFIDENCE', 'TIMESTAMP_START', 'TIMESTAMP_FINISH', 'TIME_TO_STABILIZE'])
spamwriter.writerow([self.max_connection_time, self.f1_score_macro.value, self.f1_score_weighted.value,
self.balanced_accuracy.value, self.precision_score.value, self.recall_score.value,
@@ -709,20 +742,8 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.confidence.value, timestamp_start, datetime.now().strftime("%d/%m/%Y-%H:%M:%S"), self.time_to_stabilize])
f.close()
-
+
@safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
- def GetScalabilityConfig(self, request, context):
- LOGGER.info("Received scalability config request for Exp 2")
-
- self.max_connection_time = request.max_connection_time
- self.time_to_stabilize = request.time_to_stabilize
-
- # Start process to generate accuracy scalability csv asynchronically
- p = Process(target=self.generate_accuracy_scalability_csv)
- p.start()
-
- return Empty(message="CSV generated")
-
def AnalyzeBatchConnectionStatistics(self, request, context):
batch_time_start = time.time()
@@ -737,7 +758,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
f.close()
#logging.debug("Metrics: " + str(len(request.metrics)))
- #logging.debug("Batch time: " + str(batch_time_end - batch_time_start))
+ logging.debug("Batch time: " + str(batch_time_end - batch_time_start))
return Empty(message="OK, information received.")