Publish Model #19
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: Publish Model | |
| run-name: Publish Model | |
| on: | |
| push: | |
| branches: | |
| - main | |
| jobs: | |
| publish-model: | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v2 | |
| # Set up DVC (Data Version Control) | |
| - name: Set up DVC | |
| uses: iterative/setup-dvc@v1 | |
| # Pull the model from AWS using DVC | |
| - name: Pull model | |
| env: | |
| AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| run: | | |
| dvc pull live/model/model.pkl live/model/model.onnx | |
| # Push the model on Hugging Face model hub | |
| - name: Push on Hugging Face | |
| env: | |
| HF_USERNAME: ${{ vars.HF_USERNAME }} | |
| HF_MODEL: phishing-url-detection | |
| HF_TOKEN: ${{ secrets.HF_TOKEN }} | |
| BRANCH: ${{ github.ref_name }} | |
| CURRENT_REPO: ${{ github.workspace }} | |
| HP_MODEL_REPO: /home/runner/work/hf_model_hub | |
| run: | | |
| # Clone the Hugging Face model repository | |
| mkdir -p $HP_MODEL_REPO && cd $HP_MODEL_REPO | |
| git clone https://$HF_USERNAME:$HF_TOKEN@huggingface.co/$HF_USERNAME/$HF_MODEL | |
| cd $HF_MODEL | |
| # Set up Git configurations for the action | |
| git config --local user.email "action@github.com" | |
| git config --local user.name "GitHub Action" | |
| # Check if the branch already exists, if not, create a new one | |
| if git ls-remote --heads origin $BRANCH | grep -q $BRANCH; then | |
| git checkout $BRANCH | |
| else | |
| git checkout -b $BRANCH | |
| fi | |
| # Copy the latest model from the GitHub repository to the Hugging Face repository | |
| cp -r $CURRENT_REPO/live/model/* . | |
| # Commit and push the changes | |
| git add --all | |
| git diff-index --quiet HEAD || git commit -m "push model from github actions" | |
| git push origin $BRANCH |