Add new infra architecture

infrastructure/services/microservices/forecasting/forecasting-service.yaml

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+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: forecasting-service
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: forecasting-service
+    app.kubernetes.io/component: microservice
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app.kubernetes.io/name: forecasting-service
+      app.kubernetes.io/component: microservice
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: forecasting-service
+        app.kubernetes.io/component: microservice
+    spec:
+      imagePullSecrets:
+      - name: dockerhub-creds
+      initContainers:
+      # Wait for Redis to be ready
+      - name: wait-for-redis
+        image: redis:7.4-alpine
+        command:
+        - sh
+        - -c
+        - |
+          echo "Waiting for Redis to be ready..."
+          until redis-cli -h $REDIS_HOST -p $REDIS_PORT --tls --cert /tls/redis-cert.pem --key /tls/redis-key.pem --cacert /tls/ca-cert.pem -a "$REDIS_PASSWORD" ping | grep -q PONG; do
+            echo "Redis not ready yet, waiting..."
+            sleep 2
+          done
+          echo "Redis is ready!"
+        env:
+        - name: REDIS_HOST
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: REDIS_HOST
+        - name: REDIS_PORT
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: REDIS_PORT
+        - name: REDIS_PASSWORD
+          valueFrom:
+            secretKeyRef:
+              name: redis-secrets
+              key: REDIS_PASSWORD
+        volumeMounts:
+        - name: redis-tls
+          mountPath: /tls
+          readOnly: true
+      - name: wait-for-migration
+        image: postgres:17-alpine
+        command:
+        - sh
+        - -c
+        - |
+          echo "Waiting for forecasting database and migrations to be ready..."
+          # Wait for database to be accessible
+          until pg_isready -h $FORECASTING_DB_HOST -p $FORECASTING_DB_PORT -U $FORECASTING_DB_USER; do
+            echo "Database not ready yet, waiting..."
+            sleep 2
+          done
+          echo "Database is ready!"
+          # Give migrations extra time to complete after DB is ready
+          echo "Waiting for migrations to complete..."
+          sleep 10
+          echo "Ready to start service"
+        env:
+        - name: FORECASTING_DB_HOST
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: FORECASTING_DB_HOST
+        - name: FORECASTING_DB_PORT
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_PORT
+        - name: FORECASTING_DB_USER
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: FORECASTING_DB_USER
+      containers:
+      - name: forecasting-service
+        image: bakery/forecasting-service:latest
+        ports:
+        - containerPort: 8000
+          name: http
+        env:
+        # OpenTelemetry Configuration
+        - name: OTEL_COLLECTOR_ENDPOINT
+          value: "http://signoz-otel-collector.bakery-ia.svc.cluster.local:4318"
+        - name: OTEL_EXPORTER_OTLP_ENDPOINT
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: OTEL_EXPORTER_OTLP_ENDPOINT
+        - name: OTEL_SERVICE_NAME
+          value: "forecasting-service"
+        - name: ENABLE_TRACING
+          value: "true"
+        # Logging Configuration
+        - name: OTEL_LOGS_EXPORTER
+          value: "otlp"
+        - name: OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED
+          value: "true"
+        # Metrics Configuration
+        - name: ENABLE_OTEL_METRICS
+          value: "true"
+        - name: ENABLE_SYSTEM_METRICS
+          value: "true"
+        envFrom:
+        - configMapRef:
+            name: bakery-config
+        - secretRef:
+            name: database-secrets
+        - secretRef:
+            name: redis-secrets
+        - secretRef:
+            name: rabbitmq-secrets
+        - secretRef:
+            name: jwt-secrets
+        - secretRef:
+            name: external-api-secrets
+        - secretRef:
+            name: payment-secrets
+        - secretRef:
+            name: email-secrets
+        - secretRef:
+            name: monitoring-secrets
+        - secretRef:
+            name: pos-integration-secrets
+        - secretRef:
+            name: whatsapp-secrets
+        - secretRef:
+            name: minio-secrets
+        # Model storage now uses MinIO - no local volumeMounts needed
+        resources:
+          requests:
+            memory: "512Mi"
+            cpu: "200m"
+          limits:
+            memory: "1Gi"
+            cpu: "1000m"
+        livenessProbe:
+          httpGet:
+            path: /health/live
+            port: 8000
+          initialDelaySeconds: 30
+          timeoutSeconds: 5
+          periodSeconds: 10
+          failureThreshold: 3
+        readinessProbe:
+          httpGet:
+            path: /health/ready
+            port: 8000
+          initialDelaySeconds: 15
+          timeoutSeconds: 3
+          periodSeconds: 5
+          failureThreshold: 5
+      volumes:
+      - name: redis-tls
+        secret:
+          secretName: redis-tls-secret
+          defaultMode: 0400
+      # Model storage migrated to MinIO - PVC no longer needed
+
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: forecasting-service
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: forecasting-service
+    app.kubernetes.io/component: microservice
+spec:
+  type: ClusterIP
+  ports:
+  - port: 8000
+    targetPort: 8000
+    protocol: TCP
+    name: http
+  selector:
+    app.kubernetes.io/name: forecasting-service
+    app.kubernetes.io/component: microservice

infrastructure/services/microservices/forecasting/migrations/forecasting-migration-job.yaml

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+# Enhanced migration job for forecasting service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: forecasting-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: forecasting-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: forecasting-migration
+        app.kubernetes.io/component: migration
+    spec:
+      imagePullSecrets:
+      - name: dockerhub-creds
+      initContainers:
+      - name: wait-for-db
+        image: postgres:17-alpine
+        command: ["sh", "-c", "until pg_isready -h forecasting-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/forecasting-service
+        command: ["python", "/app/shared/scripts/run_migrations.py", "forecasting"]
+        env:
+        - name: FORECASTING_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: FORECASTING_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure