[rollout,vllm] fix: Add LoRA Loading to Async vLLM #7137
Workflow file for this run
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| # # Tests layout | |
| # Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance: | |
| # - `tests/trainer` for testing functionality related to `verl/trainer` | |
| # - `tests/models` for testing functionality related to `verl/models` | |
| # - ... | |
| # There are a few folders with `special_` prefix, created for special purposes: | |
| # - `special_distributed`: unit tests that must run with multiple GPUs | |
| # - `special_e2e`: end-to-end tests with training/generation scripts | |
| # - `special_npu`: tests for NPUs | |
| # - `special_sanity`: a suite of quick sanity tests | |
| # - `special_standalone`: a set of test that are designed to run in dedicated environments | |
| # Accelerators for tests | |
| # - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`. | |
| # - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment. | |
| # # Workflow layout | |
| # All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs: | |
| # 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml` | |
| # 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml` | |
| # 3. End-to-end tests: `e2e_*.yml` | |
| # 4. Unit tests | |
| # - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py` | |
| # - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix. | |
| # - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when | |
| # - new workflow yaml is added to `.github/workflows` | |
| # - new tests are added to workflow mentioned in 2. | |
| name: e2e_sft | |
| on: | |
| # Trigger the workflow on push or pull request, | |
| # but only for the main branch | |
| push: | |
| branches: | |
| - main | |
| - v0.* | |
| pull_request: | |
| branches: | |
| - main | |
| - v0.* | |
| paths: | |
| - "**/*.py" | |
| # Other entrypoints | |
| - "!examples/**" | |
| - "!tests/**" | |
| - "!verl/trainer/main_*.py" | |
| - "!verl/trainer/fsdp_sft_trainer.py" | |
| # Recipes | |
| - "!recipe/**" | |
| # Megatron | |
| - "!verl/workers/**/megatron_*.py" | |
| # Entrypoints | |
| - ".github/workflows/e2e_sft.yml" | |
| - "examples/data_preprocess/gsm8k.py" | |
| - "tests/special_e2e/sft" | |
| - "verl/trainer/fsdp_sft_trainer.py" | |
| - "verl/trainer/config/sft_trainer.yaml" | |
| # Cancel jobs on the same ref if a new one is triggered | |
| concurrency: | |
| group: ${{ github.workflow }}-${{ github.ref }} | |
| cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} | |
| # Declare permissions just read content. | |
| permissions: | |
| contents: read | |
| env: | |
| IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2" | |
| DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner" | |
| jobs: | |
| setup: | |
| if: github.repository_owner == 'volcengine' | |
| runs-on: ubuntu-latest | |
| outputs: | |
| runner-label: ${{ steps.create-runner.outputs.runner-label }} | |
| mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }} | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - id: create-runner | |
| uses: volcengine/vemlp-github-runner@v1 | |
| with: | |
| mode: "create" | |
| faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}" | |
| mlp-image: "${{ env.IMAGE }}" | |
| e2e_sft: | |
| needs: setup | |
| runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"] | |
| timeout-minutes: 25 # Increase this timeout value as needed | |
| env: | |
| HTTP_PROXY: ${{ secrets.PROXY_HTTP }} | |
| HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }} | |
| NO_PROXY: "localhost,127.0.0.1,hf-mirror.com" | |
| HF_ENDPOINT: "https://hf-mirror.com" | |
| HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable | |
| steps: | |
| - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2 | |
| with: | |
| fetch-depth: 0 | |
| - name: Install the current repository | |
| run: | | |
| pip3 install peft | |
| pip3 install --no-deps -e .[test,gpu] | |
| - name: Prepare gsm8k dataset | |
| run: | | |
| ray stop --force | |
| python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k | |
| - name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm | |
| run: | | |
| ray stop --force | |
| bash tests/special_e2e/sft/run_sft.sh | |
| - name: Running GSM8K E2E training tests on 8 L20 GPUs w/o rmpad using function rm | |
| run: | | |
| ray stop --force | |
| RM_PAD=False bash tests/special_e2e/sft/run_sft.sh | |
| - name: Running GSM8K E2E training tests on 8 L20 GPUs with sequence parallism | |
| run: | | |
| ray stop --force | |
| SP_SIZE=2 bash tests/special_e2e/sft/run_sft.sh | |
| - name: Check loss difference between sequence parallel vs. default implementation | |
| run: | | |
| ray stop --force | |
| ENTRYPOINT="tests/special_e2e/sft/test_sp_loss_match.py" SP_SIZE=2 bash tests/special_e2e/sft/run_sft.sh | |
| - name: Running GSM8K E2E training tests on 8 L20 GPUs with sequence parallism and liger | |
| run: | | |
| ray stop --force | |
| SP_SIZE=2 LIGER=True bash tests/special_e2e/sft/run_sft.sh | |
| - name: Running GSM8K E2E training tests with LoRA | |
| run: | | |
| ray stop --force | |
| LORA_RANK=32 bash tests/special_e2e/sft/run_sft.sh | |
| - name: Run GSM8K E2E training and resume tests resuming from the checkpoint manager | |
| run: | | |
| ray stop --force | |
| LORA_RANK=32 RESUME_MODE=auto TOTAL_TRAIN_STEP=2 bash tests/special_e2e/sft/run_sft.sh | |
| # TODO: multiturn | |
| - name: Prepare gsm8k dataset | |
| run: | | |
| ray stop --force | |
| python3 examples/data_preprocess/gsm8k_multiturn_sft.py --local_dataset_path ${HOME}/models/hf_data/gsm8k | |
| - name: Running GSM8K E2E training tests with multiturn and various configs and compare results | |
| run: | | |
| bash tests/special_e2e/sft/test_sft_engine_all.sh | |
| cleanup: | |
| runs-on: ubuntu-latest | |
| needs: [setup, e2e_sft] | |
| if: always() | |
| steps: | |
| - id: destroy-runner | |
| uses: volcengine/vemlp-github-runner@v1 | |
| with: | |
| mode: "destroy" | |
| faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}" | |
| mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}" |