apiVersion: apps/v1
kind: Deployment
metadata:
  name: multimodal-ml-engine
  namespace: phishing-defense-mcp
spec:
  replicas: 2
  selector:
    matchLabels:
      app: multimodal-ml-engine
  template:
    metadata:
      labels:
        app: multimodal-ml-engine
    spec:
      containers:
        - name: ml-engine
          image: ghcr.io/amal340/multimodal-ml-engine:1.0.0
          ports:
            - containerPort: 8081
          resources:
            requests:
              cpu: "1000m"
              memory: "1Gi"
            limits:
              cpu: "4000m"
              memory: "4Gi"
---
apiVersion: v1
kind: Service
metadata:
  name: ml-engine
  namespace: phishing-defense-mcp
spec:
  selector:
    app: multimodal-ml-engine
  ports:
    - port: 8081
      targetPort: 8081