# TODO (andreyvelich) This metrics collector image (kubeflowkatib/custom-metrics-collector) doesn't work in v1beta1.
# It is currently using api.v1.alpha3.Manager instead of api.v1.beta1.Manager to report metrics.
apiVersion: "kubeflow.org/v1beta1"
kind: Experiment
metadata:
  namespace: kubeflow
  labels:
    controller-tools.k8s.io: "1.0"
  name: custom-metricscollector-example
spec:
  objective:
    type: maximize
    goal: 0.99
    objectiveMetricName: accuracy
  metricsCollectorSpec:
    source:
      fileSystemPath:
        path: "/katib/mnist.log"
        kind: File
    collector:
      kind: Custom
      customCollector:
        args:
          - -m
          - accuracy
          - -s
          - katib-db-manager.kubeflow:6789
          - -path
          - /katib/mnist.log
        image: kubeflowkatib/custom-metrics-collector:latest
        imagePullPolicy: Always
        name: custom-metrics-logger-and-collector
        env:
          - name: TrialNamePrefix
            valueFrom:
              fieldRef:
                fieldPath: metadata.name
  algorithm:
    algorithmName: random
  parallelTrialCount: 3
  maxTrialCount: 12
  maxFailedTrialCount: 3
  parameters:
    - name: lr
      parameterType: double
      feasibleSpace:
        min: "0.01"
        max: "0.03"
    - name: momentum
      parameterType: double
      feasibleSpace:
        min: "0.3"
        max: "0.7"
  trialTemplate:
    trialParameters:
      - name: learningRate
        description: Learning rate for the training model
        reference: lr
      - name: momentum
        description: Momentum for the training model
        reference: momentum
    trialSpec:
      apiVersion: batch/v1
      kind: Job
      spec:
        template:
          spec:
            containers:
              - name: training-container
                image: docker.io/kubeflowkatib/pytorch-mnist
                imagePullPolicy: Always
                command:
                  - "python"
                  - "/opt/mnist/src/mnist.py"
                  - "--epochs=1"
                  - "--lr=${trialParameters.learningRate}"
                  - "--momentum=${trialParameters.momentum}"
            restartPolicy: Never