Update README.md #218
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| # Train model, build containerized model, and deploy model | |
| name: CI/CD | |
| on: | |
| push: | |
| branches: ["main"] | |
| pull_request: | |
| branches: ["main"] | |
| # Run workflow manually from the Actions tab | |
| workflow_dispatch: | |
| jobs: | |
| train: | |
| runs-on: ubuntu-latest | |
| steps: | |
| # Checks-out repository under $GITHUB_WORKSPACE, so the job can access it | |
| # Use cache action to cache the virtual environment (https://stackoverflow.com/a/62639424) | |
| - uses: actions/checkout@v3 | |
| - name: Set up Python 3.10.* | |
| uses: actions/setup-python@v1 | |
| with: | |
| python-version: 3.10.* | |
| - name: Get pip cache dir | |
| id: pip-cache | |
| run: echo "PIP_CACHE_DIR=$(pip cache dir)" >> $GITHUB_ENV | |
| # Use cache action to cache the virtual environment | |
| - name: Cache pip dependencies | |
| uses: actions/cache@v2 | |
| with: | |
| path: ${{ env.PIP_CACHE_DIR }} | |
| key: ${{ runner.os }}-pip-${{ hashFiles('**/requirements.txt') }} | |
| restore-keys: | | |
| ${{ runner.os }}-pip- | |
| - name: Install dependencies | |
| run: | | |
| make install | |
| - name: Add project path to sys.path | |
| run: | | |
| echo "PYTHONPATH=${{github.workspace}}" >> $GITHUB_ENV | |
| - name: Sort imports with isort | |
| run: | | |
| make isort | |
| - name: Format with black | |
| run: | | |
| make format | |
| - name: Test with pytest | |
| run: | | |
| make test | |
| - name: Upload coverage reports to Codecov | |
| uses: codecov/codecov-action@v4.0.1 | |
| with: | |
| token: ${{ secrets.CODECOV_TOKEN }} | |
| slug: Adeemy/end-to-end-tabular-ml | |
| - name: Lint with pylint | |
| run: | | |
| make lint | |
| - name: Prepare data | |
| run: | | |
| make prep_data | |
| - name: Setup Feast | |
| run: | | |
| make setup_feast | |
| - name: Split data | |
| run: | | |
| make split_data | |
| # - name: Train | |
| # env: | |
| # COMET_API_KEY: ${{ secrets.COMET_API_KEY }} | |
| # run: | | |
| # make train | |
| # - name: Evaluate models | |
| # env: | |
| # COMET_API_KEY: ${{ secrets.COMET_API_KEY }} | |
| # run: | | |
| # make evaluate | |
| # - name: Test champion model | |
| # env: | |
| # COMET_API_KEY: ${{ secrets.COMET_API_KEY }} | |
| # run: | | |
| # make test_model | |
| # build: | |
| # runs-on: ubuntu-latest | |
| # needs: train | |
| # steps: | |
| # - uses: actions/checkout@v3 | |
| # - name: Set up Docker Buildx | |
| # uses: docker/setup-buildx-action@v1 | |
| # # Login using same GitHub Actions credentials | |
| # - name: Log in to GitHub container registry | |
| # uses: docker/login-action@v1.10.0 | |
| # with: | |
| # registry: ghcr.io | |
| # username: ${{ github.actor }} | |
| # password: ${{ github.token }} | |
| # # Ensures that repo name is lowercase, which is a requirement for publishing to ghcr.io | |
| # - name: Lowercase the repo name and username | |
| # run: echo "REPO=${GITHUB_REPOSITORY,,}" >>${GITHUB_ENV} | |
| # - name: Build and push container image to registry | |
| # uses: docker/build-push-action@v2 | |
| # with: | |
| # push: true | |
| # tags: ghcr.io/${{ env.REPO }}:${{ github.sha }} | |
| # file: ./src/inference/Dockerfile |