0.1.1 #61
Workflow file for this run
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| name: Model Training | |
| on: | |
| pull_request: | |
| branches: [ 'main' ] | |
| workflow_dispatch: | |
| inputs: | |
| debug_enabled: | |
| type: boolean | |
| description: 'Run the build with tmate debugging enabled (https://github.com/marketplace/actions/debugging-with-tmate)' | |
| required: false | |
| default: false | |
| jobs: | |
| build: | |
| runs-on: self-hosted | |
| container: | |
| image: docker://ghcr.io/iterative/cml:0-dvc2-base1-gpu | |
| volumes: | |
| # This mounts and persists the venv between runs | |
| - /home/runner/work/frdc-ml/_github_home:/root | |
| # This mounts the resources folder | |
| # - /home/runner/work/frdc-ml/_github_home/rsc:/__w/FRDC-ML/FRDC-ML/rsc | |
| env: | |
| # This is where setup-python will install and cache the venv | |
| AGENT_TOOLSDIRECTORY: "/root/venv" | |
| # This uses the host's exposed services | |
| LABEL_STUDIO_HOST: "host.docker.internal" | |
| LABEL_STUDIO_API_KEY: "${{ secrets.LABEL_STUDIO_API_KEY }}" | |
| options: --gpus all | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Force change owner | |
| run: | | |
| chown -R root: ~ | |
| - name: Check if Label Studio Server is up | |
| run: | | |
| curl --fail --silent --head http://host.docker.internal:8080 || exit 1 | |
| - name: Set up Python 3.11 | |
| uses: actions/setup-python@v4 | |
| with: | |
| python-version: "3.11" | |
| - name: Install via exported requirements.txt | |
| run: | | |
| python3 -m pip install --upgrade pip | |
| python3 -m pip install flake8 pytest poetry | |
| poetry export --with dev --without-hashes -o requirements.txt | |
| pip3 install -r requirements.txt | |
| pip3 install torch torchvision torchaudio | |
| - name: Check CUDA is available | |
| run: nvidia-smi | |
| - name: Auth gcloud | |
| id: 'auth' | |
| uses: 'google-github-actions/auth@v1' | |
| with: | |
| credentials_json: '${{ secrets.FRDC_DOWNLOAD_KEY }}' | |
| - name: Set up Cloud SDK | |
| uses: 'google-github-actions/setup-gcloud@v1' | |
| - name: Set up WandB | |
| run: | | |
| echo "WANDB_API_KEY=${{ secrets.WANDB_API_KEY }}" >> $GITHUB_ENV | |
| - name: Add directories to PYTHONPATH | |
| run: > | |
| echo "PYTHONPATH=${{ github.workspace }}/src:\ | |
| ${{ github.workspace }}/tests" >> $GITHUB_ENV | |
| # Enable tmate debugging of manually-triggered workflows if the input option was provided | |
| - name: Setup tmate session | |
| uses: mxschmitt/action-tmate@v3 | |
| if: ${{ github.event_name == 'workflow_dispatch' && inputs.debug_enabled }} | |
| - name: Run Model Training | |
| working-directory: ${{ github.workspace }}/tests | |
| run: | | |
| git config --global --add safe.directory /__w/FRDC-ML/FRDC-ML | |
| python3 -m model_tests.chestnut_dec_may.train_fixmatch | |
| python3 -m model_tests.chestnut_dec_may.train_mixmatch | |
| - name: Comment results via CML | |
| run: | | |
| cml comment update \ | |
| --target=pr \ | |
| --token ${{ secrets.GITHUB_TOKEN }} \ | |
| tests/model_tests/chestnut_dec_may/report.md |