rerun pipeline #57
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| name: train-model | |
| on: | |
| push: | |
| paths: | |
| - "data/**" # if data changed | |
| - "src/**" # if pipeline scripts change | |
| - "params.yaml" | |
| - "dvc.*" # if DVC pipeline is changed | |
| jobs: | |
| train-model: | |
| runs-on: ubuntu-latest | |
| environment: cloud | |
| permissions: | |
| contents: read | |
| id-token: write | |
| steps: | |
| - uses: actions/checkout@v3 | |
| with: | |
| ref: ${{ github.event.pull_request.head.sha }} | |
| - uses: iterative/setup-cml@v1 | |
| - uses: actions/setup-python@v2 | |
| with: | |
| python-version: "3.10" | |
| - uses: actions/setup-node@v1 | |
| with: | |
| node-version: '16' | |
| - name: SetupGitUser | |
| run: cml ci | |
| env: | |
| REPO_TOKEN: ${{ secrets.PERSONAL_ACCESS_TOKEN }} | |
| - name: TrainModel | |
| env: | |
| REPO_TOKEN: ${{ secrets.PERSONAL_ACCESS_TOKEN }} | |
| AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| run: | | |
| pip install -r requirements.txt | |
| dvc pull | |
| dvc exp run | |
| dvc push | |
| # Create CML report | |
| echo "## Metrics" >> report.md | |
| dvc metrics show --md >> report.md | |
| echo "## Feature Importances" >> report.md | |
| csv2md reports/feat_imp.csv >> report.md | |
| echo "## Confusion Matrix" >> report.md | |
| echo '' >> report.md | |
| cml comment create report.md |