Model Training and Release Pipeline #6
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| name: Train and Release Model | |
| on: | |
| push: | |
| branches: [ main ] | |
| workflow_dispatch: | |
| env: | |
| DOCKER_IMAGE: spyware-detector | |
| RELEASE_DIR: release | |
| jobs: | |
| train-and-release: | |
| runs-on: ubuntu-latest | |
| permissions: | |
| contents: write | |
| packages: write | |
| actions: read | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v3 | |
| - name: Set up Python 3.9 | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: '3.9' | |
| - name: Install dependencies | |
| run: | | |
| python -m pip install --upgrade pip | |
| pip install -r requirements.txt | |
| - name: Build Docker image | |
| run: docker build -t $DOCKER_IMAGE . | |
| - name: Run training pipeline | |
| run: | | |
| mkdir -p ./$RELEASE_DIR | |
| docker run --rm \ | |
| -v $(pwd)/data:/app/data \ | |
| -v $(pwd)/models:/app/models \ | |
| -v $(pwd)/$RELEASE_DIR:/app/$RELEASE_DIR \ | |
| $DOCKER_IMAGE | |
| - name: Verify artifacts | |
| run: | | |
| echo "Generated artifacts:" | |
| ls -lR ./$RELEASE_DIR | |
| [ -f ./$RELEASE_DIR/latest/model.pkl ] || exit 1 | |
| [ -f ./$RELEASE_DIR/latest/metadata.json ] || exit 1 | |
| - name: Create release package | |
| run: | | |
| TIMESTAMP=$(date +%Y%m%d_%H%M%S) | |
| RELEASE_NAME="model_$TIMESTAMP" | |
| mkdir -p ./$RELEASE_DIR/$RELEASE_NAME | |
| cp -r ./$RELEASE_DIR/latest/* ./$RELEASE_DIR/$RELEASE_NAME/ | |
| tar -czvf ./$RELEASE_DIR/$RELEASE_NAME.tar.gz -C ./$RELEASE_DIR/$RELEASE_NAME . | |
| - name: Upload artifact | |
| uses: actions/upload-artifact@v3 | |
| with: | |
| name: model-release | |
| path: ./$RELEASE_DIR/*.tar.gz | |
| - name: Create GitHub Release | |
| if: startsWith(github.ref, 'refs/tags/') | |
| uses: softprops/action-gh-release@v1 | |
| with: | |
| name: "Model Release $(date +'%Y-%m-%d')" | |
| body: | | |
| Automated model training results: | |
| - Model: $(jq -r '.model_type' ./$RELEASE_DIR/latest/metadata.json) | |
| - Timestamp: $(jq -r '.timestamp' ./$RELEASE_DIR/latest/metadata.json) | |
| - Metrics: | |
| Accuracy: $(jq -r '.metrics.accuracy' ./$RELEASE_DIR/latest/metrics.json) | |
| F1 Score: $(jq -r '.metrics.f1' ./$RELEASE_DIR/latest/metrics.json) | |
| files: ./$RELEASE_DIR/*.tar.gz | |
| env: | |
| GITHUB_TOKEN: ${{ secrets.GH_PAT }} |