update

Author: Anirudh Rajagopalan

deploy/controller-deployment.yaml

@@ -17,6 +17,9 @@ spec:
       containers:
         - name: controller
           image: anirudhr120100/csci555-predictive-autoscaler:latest
+          env:
+            - name: TRAFFIC_FILE_PATH
+              value: "/data/traffic_1_interval.json"
           resources:
             requests:
               memory: "128Mi"
@@ -26,11 +29,17 @@ spec:
               cpu: "200m"
           volumeMounts:
             - name: historical-data
-              mountPath: /data
+              mountPath: "/data"
+            - name: traffic-data
+              mountPath: "/data/traffic_1_interval.json"
+              subPath: "traffic_1_interval.json"
       volumes:
         - name: historical-data
           persistentVolumeClaim:
             claimName: historical-data-pvc
+        - name: traffic-data
+          configMap:
+            name: traffic-data-configmap
 ---
 apiVersion: v1
 kind: PersistentVolumeClaim
@@ -43,3 +52,13 @@ spec:
     requests:
       storage: 1Gi
 ---
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: traffic-data-configmap
+data:
+  traffic_1_interval.json: |
+    {
+      "data": []
+    }
+---

deploy/predictive-autoscaler-instance.yaml

@@ -10,7 +10,7 @@ spec:
   historyRetentionDays: 7
   updateInterval: 5  # minutes
   # predictionWindowMinutes: 10  # Deprecated
-  predictionWindowSeconds: 15  # Using seconds for finer-grained predictions
+  predictionWindowSeconds: 180  # 3 minutes (180 seconds) for predictions
   historicalWeight: 0.7
   currentWeight: 0.3
 ---

deploy/traffic-data-configmap.yaml

@@ -0,0 +1,7 @@
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: traffic-data-configmap
+binaryData:
+  traffic_1_interval.json: |-
+    {{ .Files.Get "traffic_1_interval.json" | b64enc }}