- Changed cad to process connections by batches

- Added sklearn metrics
- Removed pod scalability

manifests/l3_attackmitigatorservice.yaml

@@ -71,29 +71,6 @@ spec:
 strategy:
   type: Recreate
 
----
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: l3-attackmitigatorservice-hpa
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: l3-attackmitigatorservice
-  minReplicas: 1
-  maxReplicas: 10
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      target:
-        type: Utilization
-        averageUtilization: 80
-  behavior:
-    scaleDown:
-      stabilizationWindowSeconds: 120
-
 ---
 apiVersion: monitoring.coreos.com/v1
 kind: ServiceMonitor

manifests/l3_centralizedattackdetectorservice.yaml

@@ -70,29 +70,6 @@ spec:
     targetPort: 10001
 strategy:
   type: Recreate
-
----
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: l3-centralizedattackdetectorservice-hpa
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: l3-centralizedattackdetectorservice
-  minReplicas: 1
-  maxReplicas: 10
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      target:
-        type: Utilization
-        averageUtilization: 80
-  behavior:
-    scaleDown:
-      stabilizationWindowSeconds: 120
 ---
 apiVersion: monitoring.coreos.com/v1
 kind: ServiceMonitor

proto/l3_centralizedattackdetector.proto

@@ -70,7 +70,7 @@ message L3CentralizedattackdetectorBatchInput {
 message L3ScalabilityConfig {
 	float time_to_stabilize = 1;
 	float sampling_rate = 2;
-	float sampling_interval = 3;
+	float sampling_snapshots = 3;
 	int32 sampling_mode = 4;
 }
 

scalability_accuracy.csv

-TIME_CONS OVERALL_ACCURACY CRYPTO_ACCURACY TOTAL_PREDICTIONS TOTAL_POSITIVES F_POSITIVES T_NEGATIVES F_NEGATIVES CONFIDENCE TIMESTAMP TIME_TO_STABILIZE
-60 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 |18/04/2023 09:11:32| 2
+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
\ No newline at end of file
-60 0.998019814491272 1.0 3536.0 3.0 0.0 3533.0 7.0 1.0 |18/04/2023 10:20:22| 5
-0.800000011920929 0.9972761273384094 1.0 2938.0 3.0 0.0 2935.0 8.0 1.0 |19/04/2023 11:53:30| 3.0