model-training.yml

name: model-training

on:
  push:
    # paths:
    #   - 'model-cicd-pipeline/**'

jobs:
  run:
    runs-on: ubuntu-latest
    defaults:
      run:
        working-directory: ./model-cicd-pipeline/model-train-cml-report
      
    steps:
      - uses: actions/checkout@v2
      - uses: actions/setup-python@v2
      - uses: iterative/setup-cml@v1
      - name: Install packages
        run: |
            pip install -r requirements.txt
      - name: Train model
        run: |
            python train.py
      - name: Write CML report
        env:
            REPO_TOKEN: ${{ secrets.GITHUB_TOKEN }}
        run: |
            echo "# MODEL METRICS" > report.md
            cat metrics.txt >> report.md

            echo "## Data viz" >> report.md
            echo "![feature_importance](./model-cicd-pipeline/model-train-cml-report/feature_importance.png)" >> report.md
            echo "![residuals](./model-cicd-pipeline/model-train-cml-report/residuals.png)" >> report.md
            
            cml comment create report.md