AMD PyTorch Job #30
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| name: AMD PyTorch Job | |
| on: | |
| workflow_dispatch: | |
| inputs: | |
| script_content: | |
| description: 'Content of Python script' | |
| required: true | |
| type: string | |
| filename: | |
| description: 'Name of Python script' | |
| required: true | |
| type: string | |
| reference_content: | |
| description: 'Content of the reference code script (optional)' | |
| required: false | |
| type: string | |
| reference_filename: | |
| description: 'Name of reference script (supports .py or .cu)' | |
| required: false | |
| type: string | |
| eval_content: | |
| description: 'Content of the outer eval code script (optional)' | |
| required: false | |
| type: string | |
| eval_filename: | |
| description: 'Name of outer eval script (supports .py or .cu)' | |
| required: false | |
| type: string | |
| jobs: | |
| train: | |
| runs-on: [amdgpu-mi250-x86-64] | |
| timeout-minutes: 10 | |
| env: | |
| VENV_DIR: /groups/aig_sharks/pytorch_venv | |
| steps: | |
| - name: Setup Python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.10' | |
| - name: Create script | |
| shell: python | |
| run: | | |
| with open('${{ github.event.inputs.filename }}', 'w') as f: | |
| f.write('''${{ github.event.inputs.script_content }}''') | |
| - name: Create reference scripts if provided | |
| shell: bash | |
| run: | | |
| if [[ -n "${{ github.event.inputs.reference_filename }}" ]]; then | |
| echo "Creating reference script..." | |
| cat > "${{ github.event.inputs.reference_filename }}" <<EOL | |
| ${{ github.event.inputs.reference_content }} | |
| EOL | |
| cat "${{ github.event.inputs.reference_filename }}" # Debug: Show file contents | |
| else | |
| echo "No reference content provided." | |
| fi | |
| - name: Create eval scripts if provided | |
| shell: bash | |
| run: | | |
| if [[ -n "${{ github.event.inputs.eval_filename }}" ]]; then | |
| echo "Creating reference script..." | |
| cat > "${{ github.event.inputs.eval_filename }}" <<EOL | |
| ${{ github.event.inputs.eval_content }} | |
| EOL | |
| cat "${{ github.event.inputs.eval_filename }}" # Debug: Show file contents | |
| else | |
| echo "No eval content provided." | |
| fi | |
| - name: Setup Virtual Environment and Install Dependencies | |
| run: | | |
| python -m venv ${VENV_DIR} | |
| source ${VENV_DIR}/bin/activate | |
| pip install --upgrade pip | |
| pip install --pre pytorch-triton-rocm==3.1.0+cf34004b8a torch==2.6.0.dev20241023+rocm6.2 --index-url https://download.pytorch.org/whl/nightly/rocm6.2 | |
| - name: Run script | |
| shell: bash | |
| run: | | |
| if [[ -n "${{ github.event.inputs.eval_content }}" ]]; then | |
| echo "Running Python file..." | |
| python3 "${{ github.event.inputs.eval_filename }}" > training.log 2>&1 | |
| cat training.log # Debug: show output | |
| else | |
| echo "Running Python file..." | |
| python3 "${{ github.event.inputs.filename }}" > training.log 2>&1 | |
| cat training.log # Debug: show output | |
| fi | |
| - name: Extract score | |
| shell: bash | |
| run: | | |
| # Extract only the last occurrence of "score:" | |
| score=$(grep -oP 'score:\s*\d+(\.\d+)?' training.log | tail -n 1 | awk '{print $2}') | |
| echo "Score extracted: $score" | |
| echo "::set-output name=score::$score" | |
| - name: Upload training artifacts | |
| uses: actions/upload-artifact@v4 | |
| if: always() | |
| with: | |
| name: training-artifacts | |
| path: | | |
| training.log | |
| ${{ github.event.inputs.filename }} |