name: showcase-training-with-mlflow
spec:
  namespace: showcase
  # Published by .github/workflows/build-showcase.yml.
  image: ghcr.io/uffescience/akoflow-showcase-training-with-mlflow:v1
  activities:
    - name: load-data
      runtime: local
      # The local executor launches this OCI image through Docker in run.sh.
      run: docker run --rm ghcr.io/uffescience/akoflow-showcase-training-with-mlflow:v1 load-data
      cpuLimit: "1"
      memoryLimit: 256Mi
    - name: preprocess
      runtime: local
      # The local executor launches this OCI image through Docker in run.sh.
      run: docker run --rm ghcr.io/uffescience/akoflow-showcase-training-with-mlflow:v1 preprocess
      cpuLimit: "1"
      memoryLimit: 256Mi
      dependsOn:
        - load-data
    - name: train
      runtime: local
      # The local executor launches this OCI image through Docker in run.sh.
      run: docker run --rm ghcr.io/uffescience/akoflow-showcase-training-with-mlflow:v1 train
      cpuLimit: "1"
      memoryLimit: 256Mi
      dependsOn:
        - preprocess
    - name: evaluate
      runtime: local
      # The local executor launches this OCI image through Docker in run.sh.
      run: docker run --rm ghcr.io/uffescience/akoflow-showcase-training-with-mlflow:v1 evaluate
      cpuLimit: "1"
      memoryLimit: 256Mi
      dependsOn:
        - train
    - name: register-model
      runtime: local
      # The local executor launches this OCI image through Docker in run.sh.
      run: docker run --rm ghcr.io/uffescience/akoflow-showcase-training-with-mlflow:v1 register-model
      cpuLimit: "1"
      memoryLimit: 256Mi
      dependsOn:
        - evaluate