GH Task Runner (Few Shot Tasks) #12
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| name: GH Task Runner (Few Shot Tasks) | |
| on: | |
| workflow_dispatch: | |
| inputs: | |
| approval_notice: | |
| description: 'WARNING: This will spin up a large number of tasks - get approval from admin before running' | |
| required: false | |
| default: 'NOT_APPROVED' | |
| type: choice | |
| options: | |
| - NOT_APPROVED | |
| - APPROVED | |
| model_hf_repo: | |
| description: 'Model Hugging Face Repository' | |
| required: true | |
| default: 'RWKV/rwkv-5-world-1b5' | |
| model_args: | |
| description: 'Model Arguments (ie: dtype="float16")' | |
| required: false | |
| default: 'dtype=bfloat16,trust_remote_code=True' | |
| batch_size: | |
| description: 'Batch Size' | |
| required: true | |
| default: 'auto' | |
| backend: | |
| description: 'Backend to use' | |
| required: true | |
| default: 'nvidia-gpu' | |
| type: choice | |
| options: | |
| - nvidia-gpu | |
| - intel-gpu | |
| - amd-gpu | |
| - any-gpu | |
| gpu_vram: | |
| description: 'Minimum GPU VRAM (ignored for MPS)' | |
| required: true | |
| default: '24' | |
| type: choice | |
| options: | |
| - 16 | |
| - 24 | |
| - 40 | |
| - 48 | |
| - 80 | |
| upload_output: | |
| description: 'Upload to HF / B2' | |
| required: false | |
| default: true | |
| type: boolean | |
| env: | |
| # Get the final task | |
| RUN_TASK: ${{ github.event.inputs.custom_task || github.event.inputs.run_task }} | |
| # HF repo to sync to | |
| HF_REPO_SYNC: rwkv-x-dev/lm-eval-output | |
| # Model HF repo | |
| MODEL_HF_REPO: ${{ github.event.inputs.model_hf_repo }} | |
| # HF / B2 sync settings | |
| HUGGING_FACE_HUB_TOKEN: ${{secrets.HUGGING_FACE_HUB_TOKEN}} | |
| B2_APPLICATION_KEY_ID: ${{secrets.B2_APPLICATION_KEY_ID}} | |
| B2_APPLICATION_KEY: ${{secrets.B2_APPLICATION_KEY}} | |
| B2_PATH_LM_EVAL_OUTPUT: ${{vars.B2_PATH_LM_EVAL_OUTPUT}} | |
| jobs: | |
| gh-task-runner: | |
| # Check for approval notice | |
| if: ${{ github.event.inputs.approval_notice == 'APPROVED' }} | |
| # Strategy Matrix | |
| strategy: | |
| # Disable fail-fast behavior | |
| fail-fast: false | |
| matrix: | |
| # NOTE: There is a matrix limit of 256 on github | |
| run_task: | |
| ### Few shot tasks | |
| ### ---------------------------------------------------------------------------- | |
| - arc_challenge | |
| - hellaswag | |
| - truthfulqa_mc2 | |
| - winogrande | |
| # - mmlu | |
| # - kmmlu_* | |
| num_fewshot: | |
| - 1 | |
| - 2 | |
| - 5 | |
| - 10 | |
| - 25 | |
| include: | |
| # Include mmlu with <= 5 fewshot | |
| # As it does not work with > 5 fewshot | |
| - run_task: mmlu | |
| num_fewshot: 1 | |
| - run_task: mmlu | |
| num_fewshot: 2 | |
| - run_task: mmlu | |
| num_fewshot: 5 | |
| # Name of the job | |
| name: "[${{ matrix.run_task }} - fs:${{ matrix.num_fewshot }}] ${{ github.event.inputs.model_hf_repo }} - ${{ github.event.inputs.model_args }}" | |
| # Due to github worker hard limitation, of 24 hours | |
| # we apply a timeout of 23 hours instead. | |
| timeout-minutes: 1380 | |
| # Select the type of runner that the job will run on | |
| runs-on: | |
| - ${{ github.event.inputs.backend }} | |
| - gpu-vram-${{ github.event.inputs.gpu_vram }} | |
| # - gpu-count-any | |
| # Actual task setup, and run steps | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v3 | |
| - name: Run the task | |
| uses: ./.github/actions/gh-task-runner-composite | |
| with: | |
| run_task: ${{ matrix.run_task }} | |
| num_fewshot: ${{ matrix.num_fewshot }} | |
| model_hf_repo: ${{ github.event.inputs.model_hf_repo }} | |
| model_args: ${{ github.event.inputs.model_args }} | |
| batch_size: ${{ github.event.inputs.batch_size }} | |
| # upload_output: False | |
| upload_output: | |
| name: "Upload to HF / B2" | |
| needs: gh-task-runner | |
| runs-on: ubuntu-latest | |
| if: ${{ github.event.inputs.upload_output }} | |
| steps: | |
| - name: Checkout repository | |
| uses: actions/checkout@v3 | |
| - name: Run the task | |
| uses: ./.github/actions/gh-upload-output | |
| with: | |
| num_fewshot: ${{ github.event.inputs.num_fewshot }} | |
| model_hf_repo: ${{ github.event.inputs.model_hf_repo }} | |
| model_args: ${{ github.event.inputs.model_args }} | |
| batch_size: ${{ github.event.inputs.batch_size }} | |
| backend: ${{ github.event.inputs.backend }} | |