ML Pipelines #20
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| name: ML Pipelines | |
| on: | |
| schedule: # Uncomment to run the pipelines every two hours | |
| - cron: '0 */2 * * *' | |
| # push: # Uncomment to run pipelines on every new commit | |
| # branches: | |
| # - main | |
| workflow_dispatch: # Allows manual triggering from GitHub UI | |
| concurrency: | |
| group: ${{ github.workflow }}-${{ github.ref }} | |
| cancel-in-progress: true | |
| jobs: | |
| feature_engineering: | |
| name: Feature Engineering | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v3 | |
| - uses: ./.github/actions/setup | |
| - name: Run pipeline | |
| run: uv run ipython notebooks/1_feature_engineering.ipynb | |
| env: | |
| HOPSWORKS_API_KEY: ${{ secrets.HOPSWORKS_API_KEY }} | |
| train_retrieval: | |
| needs: feature_engineering | |
| name: Train Retrieval Model | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v3 | |
| - uses: ./.github/actions/setup | |
| - name: Run pipeline | |
| run: uv run ipython notebooks/2_train_retrieval_model.ipynb | |
| env: | |
| HOPSWORKS_API_KEY: ${{ secrets.HOPSWORKS_API_KEY }} | |
| create_embeddings: | |
| needs: train_retrieval | |
| name: Create Embeddings | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v3 | |
| - uses: ./.github/actions/setup | |
| - name: Run pipeline | |
| run: uv run ipython notebooks/3_embeddings_creation.ipynb | |
| env: | |
| HOPSWORKS_API_KEY: ${{ secrets.HOPSWORKS_API_KEY }} | |
| train_ranking: | |
| needs: create_embeddings | |
| name: Train Ranking Model | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v3 | |
| - uses: ./.github/actions/setup | |
| - name: Run pipeline | |
| run: uv run ipython notebooks/4_train_ranking_model.ipynb | |
| env: | |
| HOPSWORKS_API_KEY: ${{ secrets.HOPSWORKS_API_KEY }} |