ML Pipelines #38
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| name: ML Pipelines | |
| on: | |
| schedule: # Uncomment to run the pipelines every two hours | |
| # - cron: '0 */2 * * *' | |
| - cron: '*/30 * * * *' | |
| # 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 }} |