ML Pipelines #5
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name: ML Pipelines | |
on: | |
schedule: | |
- cron: '0 * * * *' # Runs every hour | |
push: | |
branches: | |
- main | |
workflow_dispatch: # Allows manual triggering from GitHub UI | |
concurrency: | |
group: ${{ github.workflow }}-${{ github.ref }} | |
cancel-in-progress: true | |
jobs: | |
ml_pipelines: | |
name: ML Pipelines | |
runs-on: ubuntu-latest | |
env: | |
PIPELINES: | | |
notebooks/1_feature_engineering.ipynb | |
notebooks/2_train_retrieval_model.ipynb | |
notebooks/3_embeddings_creation.ipynb | |
notebooks/4_train_ranking_model.ipynb | |
steps: | |
- name: Checkout | |
uses: actions/checkout@v3 | |
- name: Install uv | |
uses: astral-sh/setup-uv@v3 | |
with: | |
version: 0.4.30 | |
- name: Create and activate virtual environment | |
run: | | |
uv venv | |
source .venv/bin/activate | |
- name: Install the project | |
run: | | |
make install | |
- name: Run pipeline | |
run: | | |
for pipeline in $PIPELINES; do | |
uv run ipython "$pipeline" | |
done | |
env: | |
HOPSWORKS_API_KEY: ${{ secrets.HOPSWORKS_API_KEY }} | |