cml.yaml

name: model-training
on: [push, workflow_dispatch]
jobs:
  run:
    runs-on: [ubuntu-latest]
    steps:
      - uses: actions/checkout@v2
        with: 
          ref: ${{ github.event.pull_request.head.sha }}
      - uses: actions/setup-python@v2
        with:
          python-version: '3.8'
          cache: 'pip'
      - uses: iterative/setup-cml@v1
      - name: Train model
        env:
          REPO_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }}
          AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
          AWS_REGION: eu-west-1
        run: |
          pip install -r requirements.txt
          pip install "s3fs==2021.8.0"
          pip freeze
          dvc repro

          echo "## Metrics" > report.md
          git fetch --prune
          dvc metrics diff main --show-md | grep "Change\|\-\-\-" >> report.md
          dvc metrics diff main --show-md | grep "weighted" | sort >> report.md
          sed "s/results\///g" -i report.md
          cml-send-comment --pr report.md

          dvc push
        
      - uses: EndBug/add-and-commit@v7
        with:
         add: 'dvc.lock --force'
         pull_strategy: 'NO-PULL'
         message: 'chg: dvc repro'