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| name: Deep Tree Echo ML Pipeline | |
| on: | |
| push: | |
| branches: [ main ] | |
| paths: | |
| - 'app/deep-tree-echo/**' | |
| - '.github/workflows/deep-tree-echo.yml' | |
| pull_request: | |
| branches: [ main ] | |
| paths: | |
| - 'app/deep-tree-echo/**' | |
| jobs: | |
| test-and-train: | |
| runs-on: ubuntu-latest | |
| steps: | |
| - uses: actions/checkout@v2 | |
| - name: Set up Python | |
| uses: actions/setup-python@v2 | |
| with: | |
| python-version: '3.9' | |
| - name: Set up Node.js | |
| uses: actions/setup-node@v2 | |
| with: | |
| node-version: '18' | |
| - name: Install Python dependencies | |
| run: | | |
| python -m pip install --upgrade pip | |
| pip install reservoirpy numpy pytest | |
| - name: Install Node.js dependencies | |
| run: | | |
| npm install | |
| npm install numpy-ts | |
| - name: Run tests | |
| run: | | |
| npm test -- app/deep-tree-echo | |
| - name: Train base model | |
| if: github.event_name == 'push' && github.ref == 'refs/heads/main' | |
| run: | | |
| python scripts/train_reservoir.py | |
| env: | |
| MODEL_ARTIFACTS_PATH: ./models | |
| - name: Upload model artifacts | |
| if: success() && github.event_name == 'push' && github.ref == 'refs/heads/main' | |
| uses: actions/upload-artifact@v2 | |
| with: | |
| name: model-artifacts | |
| path: ./models | |
| optimize-and-deploy: | |
| needs: test-and-train | |
| if: github.event_name == 'push' && github.ref == 'refs/heads/main' | |
| runs-on: ubuntu-latest | |
| steps: | |
| - uses: actions/checkout@v2 | |
| - name: Download model artifacts | |
| uses: actions/download-artifact@v2 | |
| with: | |
| name: model-artifacts | |
| path: ./models | |
| - name: Set up Python | |
| uses: actions/setup-python@v2 | |
| with: | |
| python-version: '3.9' | |
| - name: Install optimization dependencies | |
| run: | | |
| pip install reservoirpy numpy optuna | |
| - name: Run hyperparameter optimization | |
| run: | | |
| python scripts/optimize_reservoir.py | |
| env: | |
| OPTUNA_STORAGE: sqlite:///models/optuna.db | |
| - name: Update deployment configuration | |
| run: | | |
| python scripts/update_config.py | |
| env: | |
| MODEL_CONFIG_PATH: ./app/deep-tree-echo/config.json | |
| - name: Deploy updated model | |
| if: success() | |
| run: | | |
| # Add deployment steps here | |
| echo "Model deployed successfully" |