Merge pull request #54 from HeyIts-RJ/rishabh/intro_to_kserve #76
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| name: Model Retraining on Push to Main - Ghithub Lab 2 | |
| on: | |
| push: | |
| branches: | |
| - main # Trigger the workflow on pushes to the main branch | |
| jobs: | |
| retrain: | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v4 | |
| - name: Set up Python | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: 3.9 | |
| - name: Install dependencies | |
| run: pip install -r Labs/Github_Labs/Lab2/requirements.txt | |
| - name: Generate and Store Timestamp | |
| run: | | |
| timestamp=$(date '+%Y%m%d%H%M%S') | |
| echo "$timestamp" > timestamp.txt | |
| id: timestamp | |
| - name: Check File Permissions | |
| run: | | |
| ls -l Labs/Github_Labs/Lab2/src/train_model.py | |
| - name: Set File Permissions | |
| run: | | |
| chmod +x Labs/Github_Labs/Lab2/src/train_model.py | |
| - name: Retrain Model | |
| run: | | |
| timestamp=$(cat timestamp.txt) # Use the timestamp in your training script | |
| python Labs/Github_Labs/Lab2/src/train_model.py --timestamp "$timestamp" | |
| - name: Evaluate Model and Log Metrics | |
| run: | | |
| timestamp=$(cat timestamp.txt) # Use the timestamp in your training script | |
| python Labs/Github_Labs/Lab2/src/evaluate_model.py --timestamp "$timestamp" # Assuming you have a script for model evaluation | |
| metrics_filename="${timestamp}_metrics.json" | |
| mv $metrics_filename Labs/Github_Labs/Lab2/metrics/$metrics_filename | |
| continue-on-error: false # Continue even if evaluation fails | |
| - name: Store and Version the New Model | |
| run: | | |
| timestamp=$(cat timestamp.txt) | |
| model_filename="model_${timestamp}_dt_model.joblib" | |
| mv $model_filename Labs/Github_Labs/Lab2/models/$model_filename | |
| - name: Commit and Push Changes | |
| run: | | |
| git config --global user.email "26876927+raminmohammadi@users.noreply.github.com" | |
| git config --global user.name "raminmohammadi" | |
| git add Labs/Github_Labs/Lab2/metrics/$metrics_filename Labs/Github_Labs/Lab2/models/$model_filename | |
| git commit -m "Add metrics and updated model" | |
| git push | |
| env: | |
| GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} |