mlflow.yaml

apiVersion: apps/v1
kind: Deployment
metadata:
  namespace: kubeflow
  name: mlflowserver
  labels:
    app: mlflowserver
spec:
  replicas: 1
  selector:
    matchLabels:
      app: mlflowserver
  strategy:
    type: RollingUpdate
  template:
    metadata:
      labels:
        app: mlflowserver
    spec:
      containers:
        - name: server
          image: "{{ .Values.image.server }}:{{ .Values.image.version }}"
          imagePullPolicy: "{{ .Values.image.pullPolicy }}"
          ports:
            - containerPort: 5000
              name: serving
              protocol: TCP
          env:
            - name: "MLFLOW_S3_ENDPOINT_URL"
              value: "http://minio-service.kubeflow.svc.cluster.local:9000"
            - name: "AWS_ACCESS_KEY_ID"
              valueFrom: { secretKeyRef: { name: "minioaccess", key: "AWS_ACCESS_KEY_ID" } }
            - name: "AWS_SECRET_ACCESS_KEY"
              valueFrom: { secretKeyRef: { name: "minioaccess", key: "AWS_SECRET_ACCESS_KEY" } }
            - name: "AWS_BUCKET"
              value: "mlflow"
      volumes:
        - name: secret-volume
          secret:
            secretName: minioaccess
---
apiVersion: v1
kind: Service
metadata:
  namespace: kubeflow
  name: mlflowserver
spec:
  selector:
    app: mlflowserver
  ports:
  - protocol: TCP
    port: 5000
    targetPort: 5000
---
apiVersion: networking.istio.io/v1alpha3
kind: VirtualService
metadata:
  name: mlflow-server
  namespace: kubeflow
spec:
  gateways:
    - kubeflow-gateway
  hosts:
    - '*'
  http:
    - match:
        - uri:
            prefix: /mlflow/
      rewrite:
        uri: /
      route:
        - destination:
            host: mlflowserver.kubeflow.svc.cluster.local
            port:
              number: 5000