|
| 1 | +# TODO: This workflow will not pass in CI yet. It needs: |
| 2 | +# - uploading dummy reward model to verl CI |
| 3 | + |
| 4 | +# # Tests layout |
| 5 | + |
| 6 | +# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance: |
| 7 | +# - `tests/trainer` for testing functionality related to `verl/trainer` |
| 8 | +# - `tests/models` for testing functionality related to `verl/models` |
| 9 | +# - ... |
| 10 | + |
| 11 | +# There are a few folders with `special_` prefix, created for special purposes: |
| 12 | +# - `special_distributed`: unit tests that must run with multiple GPUs |
| 13 | +# - `special_e2e`: end-to-end tests with training/generation scripts |
| 14 | +# - `special_npu`: tests for NPUs |
| 15 | +# - `special_sanity`: a suite of quick sanity tests |
| 16 | +# - `special_standalone`: a set of test that are designed to run in dedicated environments |
| 17 | + |
| 18 | +# Accelerators for tests |
| 19 | +# - 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`. |
| 20 | +# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment. |
| 21 | + |
| 22 | +# # Workflow layout |
| 23 | + |
| 24 | +# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs: |
| 25 | +# 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` |
| 26 | +# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml` |
| 27 | +# 3. End-to-end tests: `e2e_*.yml` |
| 28 | +# 4. Unit tests |
| 29 | +# - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py` |
| 30 | +# - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix. |
| 31 | +# - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when |
| 32 | +# - new workflow yaml is added to `.github/workflows` |
| 33 | +# - new tests are added to workflow mentioned in 2. |
| 34 | + |
| 35 | +name: e2e_grpo_trainer_trtllm |
| 36 | + |
| 37 | +on: |
| 38 | + # Trigger the workflow on push or pull request, |
| 39 | + # but only for the main branch. |
| 40 | + # For push, for now only anti-patterns are specified so it is more conservative |
| 41 | + # and achieves higher coverage. |
| 42 | + push: |
| 43 | + branches: |
| 44 | + - main |
| 45 | + - v0.* |
| 46 | + paths: |
| 47 | + - "**/*.py" |
| 48 | + # Other entrypoints |
| 49 | + - "!verl/trainer/fsdp_sft_trainer.py" |
| 50 | + # Recipes |
| 51 | + - "!recipe/**" |
| 52 | + # FSDP |
| 53 | + - "!verl/workers/**/*dp_*.py" |
| 54 | + pull_request: |
| 55 | + branches: |
| 56 | + - main |
| 57 | + - v0.* |
| 58 | + paths: |
| 59 | + - "**/*.py" |
| 60 | + # Other entrypoints |
| 61 | + - "!docker/**" |
| 62 | + # Docs |
| 63 | + - "!**/*.md" |
| 64 | + - "!docs/**" |
| 65 | + - "!examples/**" |
| 66 | + - "!tests/**" |
| 67 | + - "!verl/trainer/main_*.py" |
| 68 | + - "!verl/trainer/fsdp_sft_trainer.py" |
| 69 | + # Recipes |
| 70 | + - "!recipe/**" |
| 71 | + # FSDP |
| 72 | + - "!verl/workers/**/*dp_*.py" |
| 73 | + # Entrypoints |
| 74 | + - "verl/workers/rollout/trtllm_rollout/*" |
| 75 | + - ".github/workflows/e2e_grpo_trainer_trtllm.yml" |
| 76 | + - "examples/data_preprocess/gsm8k.py" |
| 77 | + - "examples/data_preprocess/geo3k.py" |
| 78 | + |
| 79 | +# Cancel jobs on the same ref if a new one is triggered |
| 80 | +concurrency: |
| 81 | + group: ${{ github.workflow }}-${{ github.ref }} |
| 82 | + cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} |
| 83 | + |
| 84 | +# Declare permissions just read content. |
| 85 | +permissions: |
| 86 | + contents: read |
| 87 | + |
| 88 | +env: |
| 89 | + IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:trtllm1.2.0rc6" |
| 90 | + DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner" |
| 91 | + |
| 92 | +jobs: |
| 93 | + setup: |
| 94 | + if: github.repository_owner == 'volcengine' |
| 95 | + runs-on: ubuntu-latest |
| 96 | + outputs: |
| 97 | + runner-label: ${{ steps.create-runner.outputs.runner-label }} |
| 98 | + mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }} |
| 99 | + steps: |
| 100 | + - uses: actions/checkout@v4 |
| 101 | + - id: create-runner |
| 102 | + uses: volcengine/vemlp-github-runner@v1 |
| 103 | + with: |
| 104 | + mode: "create" |
| 105 | + faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}" |
| 106 | + mlp-image: "${{ env.IMAGE }}" |
| 107 | + |
| 108 | + e2e_grpo_trainer_fsdp-qwen2: |
| 109 | + needs: setup |
| 110 | + runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"] |
| 111 | + timeout-minutes: 30 # Increase this timeout value as needed |
| 112 | + env: |
| 113 | + HTTP_PROXY: ${{ secrets.PROXY_HTTP }} |
| 114 | + HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }} |
| 115 | + NO_PROXY: "localhost,127.0.0.1,hf-mirror.com" |
| 116 | + HF_ENDPOINT: "https://hf-mirror.com" |
| 117 | + HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable |
| 118 | + RAY_EXPERIMENTAL_NOSET_CUDA_VISIBLE_DEVICES: "1" |
| 119 | + steps: |
| 120 | + - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2 |
| 121 | + with: |
| 122 | + fetch-depth: 0 |
| 123 | + - name: Install the current repository |
| 124 | + run: | |
| 125 | + pip3 install -r requirements-test.txt |
| 126 | + pip3 install --no-deps -e . |
| 127 | + - name: Prepare GSM8K and MATH datasets |
| 128 | + run: | |
| 129 | + python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k |
| 130 | + python3 examples/data_preprocess/math_dataset.py --local_dataset_path ${HOME}/models/hf_data/math |
| 131 | + - name: Running GSM8K E2E training tests with FSDP on 8 L20 GPUs (Qwen) |
| 132 | + run: | |
| 133 | + ray stop --force |
| 134 | + DATADIR=${HOME}/data \ |
| 135 | + bash examples/grpo_trainer/run_qwen2-7b_math_trtllm.sh 4 \ |
| 136 | + trainer.total_training_steps=2 |
| 137 | + - name: clean up |
| 138 | + run: | |
| 139 | + rm -rf checkpoints |
| 140 | +
|
| 141 | + e2e_grpo_trainer_megatron-qwen2: |
| 142 | + needs: setup |
| 143 | + runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"] |
| 144 | + timeout-minutes: 30 # Increase this timeout value as needed |
| 145 | + env: |
| 146 | + HTTP_PROXY: ${{ secrets.PROXY_HTTP }} |
| 147 | + HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }} |
| 148 | + NO_PROXY: "localhost,127.0.0.1,hf-mirror.com" |
| 149 | + HF_ENDPOINT: "https://hf-mirror.com" |
| 150 | + HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable |
| 151 | + RAY_EXPERIMENTAL_NOSET_CUDA_VISIBLE_DEVICES: "1" |
| 152 | + steps: |
| 153 | + - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2 |
| 154 | + with: |
| 155 | + fetch-depth: 0 |
| 156 | + - name: Install the current repository |
| 157 | + run: | |
| 158 | + pip3 install -r requirements-test.txt |
| 159 | + pip3 install --no-deps -e . |
| 160 | + - name: Prepare GSM8K and MATH datasets |
| 161 | + run: | |
| 162 | + python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k |
| 163 | + python3 examples/data_preprocess/math_dataset.py --local_dataset_path ${HOME}/models/hf_data/math |
| 164 | + - name: Running GSM8K E2E training tests with 3D parallelism on 8 L20 GPUs with Megatron (Qwen) |
| 165 | + run: | |
| 166 | + ray stop --force |
| 167 | + DATADIR=${HOME}/data \ |
| 168 | + bash examples/grpo_trainer/run_qwen2-7b_math_megatron_trtllm.sh 1 \ |
| 169 | + trainer.total_training_steps=2 |
| 170 | + - name: clean up |
| 171 | + run: | |
| 172 | + rm -rf checkpoints |
| 173 | +
|
| 174 | + cleanup: |
| 175 | + runs-on: ubuntu-latest |
| 176 | + needs: |
| 177 | + [ |
| 178 | + setup, |
| 179 | + e2e_grpo_trainer_fsdp-qwen2, |
| 180 | + e2e_grpo_trainer_megatron-qwen2 |
| 181 | + ] |
| 182 | + if: always() |
| 183 | + steps: |
| 184 | + - id: destroy-runner |
| 185 | + uses: volcengine/vemlp-github-runner@v1 |
| 186 | + with: |
| 187 | + mode: "destroy" |
| 188 | + faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}" |
| 189 | + mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}" |
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