bakery-ia/infrastructure/kubernetes/base/components/training/training-service.yaml

apiVersion: apps/v1
kind: Deployment
metadata:
  name: training-service
  namespace: bakery-ia
  labels:
    app.kubernetes.io/name: training-service
    app.kubernetes.io/component: microservice
    app.kubernetes.io/part-of: bakery-ia
spec:
  replicas: 1
  selector:
    matchLabels:
      app.kubernetes.io/name: training-service
      app.kubernetes.io/component: microservice
  template:
    metadata:
      labels:
        app.kubernetes.io/name: training-service
        app.kubernetes.io/component: microservice
    spec:
      initContainers:
      - name: wait-for-migration
        image: postgres:17-alpine
        command:
        - sh
        - -c
        - |
          echo "Waiting for training database and migrations to be ready..."
          # Wait for database to be accessible
          until pg_isready -h $TRAINING_DB_HOST -p $TRAINING_DB_PORT -U $TRAINING_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: TRAINING_DB_HOST
          valueFrom:
            configMapKeyRef:
              name: bakery-config
              key: TRAINING_DB_HOST
        - name: TRAINING_DB_PORT
          valueFrom:
            configMapKeyRef:
              name: bakery-config
              key: DB_PORT
        - name: TRAINING_DB_USER
          valueFrom:
            secretKeyRef:
              name: database-secrets
              key: TRAINING_DB_USER
      containers:
      - name: training-service
        image: bakery/training-service:79c869aaa529b2aaf2bbe77d2a2506e3ebdaf2abac3c83505ddfad29f3dbf99e
        ports:
        - containerPort: 8000
          name: http
        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
        volumeMounts:
        - name: tmp-storage
          mountPath: /tmp
        - name: model-storage
          mountPath: /app/models
        resources:
          requests:
            memory: "512Mi"
            cpu: "200m"
          limits:
            memory: "4Gi"
            cpu: "2000m"
        livenessProbe:
          httpGet:
            path: /health/live
            port: 8000
          initialDelaySeconds: 60
          timeoutSeconds: 30
          periodSeconds: 30
          failureThreshold: 5
        readinessProbe:
          httpGet:
            path: /health/ready
            port: 8000
          initialDelaySeconds: 30
          timeoutSeconds: 15
          periodSeconds: 15
          failureThreshold: 5
      volumes:
      - name: tmp-storage
        emptyDir:
          sizeLimit: 4Gi  # Increased from 2Gi to handle cmdstan temp files during optimization
      - name: model-storage
        persistentVolumeClaim:
          claimName: model-storage

---
apiVersion: v1
kind: Service
metadata:
  name: training-service
  namespace: bakery-ia
  labels:
    app.kubernetes.io/name: training-service
    app.kubernetes.io/component: microservice
spec:
  type: ClusterIP
  ports:
  - port: 8000
    targetPort: 8000
    protocol: TCP
    name: http
  selector:
    app.kubernetes.io/name: training-service
    app.kubernetes.io/component: microservice