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### What does this PR do? - As title ### Checklist Before Starting - [ ] Search for similar PRs. Paste at least one query link here: ... - [ ] Format the PR title as `[{modules}] {type}: {description}` (This will be checked by the CI) - `{modules}` include `fsdp`, `megatron`, `sglang`, `vllm`, `rollout`, `trainer`, `ci`, `training_utils`, `recipe`, `hardware`, `deployment`, `ray`, `worker`, `single_controller`, `misc`, `perf`, `model`, `algo`, `env`, `tool`, `ckpt`, `doc`, `data` - If this PR involves multiple modules, separate them with `,` like `[megatron, fsdp, doc]` - `{type}` is in `feat`, `fix`, `refactor`, `chore`, `test` - If this PR breaks any API (CLI arguments, config, function signature, etc.), add `[BREAKING]` to the beginning of the title. - Example: `[BREAKING][fsdp, megatron] feat: dynamic batching` ### Test > For changes that can not be tested by CI (e.g., algorithm implementation, new model support), validate by experiment(s) and show results like training curve plots, evaluation results, etc. ### API and Usage Example > Demonstrate how the API changes if any, and provide usage example(s) if possible. ```python # Add code snippet or script demonstrating how to use this ``` ### Design & Code Changes > Demonstrate the high-level design if this PR is complex, and list the specific changes. ### Checklist Before Submitting > [!IMPORTANT] > Please check all the following items before requesting a review, otherwise the reviewer might deprioritize this PR for review. - [ ] Read the [Contribute Guide](https://github.com/volcengine/verl/blob/main/CONTRIBUTING.md). - [ ] Apply [pre-commit checks](https://github.com/volcengine/verl/blob/main/CONTRIBUTING.md#code-linting-and-formatting): `pre-commit install && pre-commit run --all-files --show-diff-on-failure --color=always` - [ ] Add / Update [the documentation](https://github.com/volcengine/verl/tree/main/docs). - [ ] Add unit or end-to-end test(s) to [the CI workflow](https://github.com/volcengine/verl/tree/main/.github/workflows) to cover all the code. If not feasible, explain why: ... - [ ] Once your PR is ready for CI, send a message in [the `ci-request` channel](https://verl-project.slack.com/archives/C091TCESWB1) in [the `verl` Slack workspace](https://join.slack.com/t/verl-project/shared_invite/zt-3855yhg8g-CTkqXu~hKojPCmo7k_yXTQ). (If not accessible, please try [the Feishu group (飞书群)](https://applink.larkoffice.com/client/chat/chatter/add_by_link?link_token=772jd4f1-cd91-441e-a820-498c6614126a).)
162 lines
6.3 KiB
YAML
162 lines
6.3 KiB
YAML
# # Tests layout
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# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
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# - `tests/trainer` for testing functionality related to `verl/trainer`
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# - `tests/models` for testing functionality related to `verl/models`
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# - ...
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# There are a few folders with `special_` prefix, created for special purposes:
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# - `special_distributed`: unit tests that must run with multiple GPUs
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# - `special_e2e`: end-to-end tests with training/generation scripts
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# - `special_npu`: tests for NPUs
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# - `special_sanity`: a suite of quick sanity tests
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# - `special_standalone`: a set of test that are designed to run in dedicated environments
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# Accelerators for tests
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# - 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`.
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# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
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# # Workflow layout
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# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
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# 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`
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# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
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# 3. End-to-end tests: `e2e_*.yml`
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# 4. Unit tests
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# - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
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# - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
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# - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
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# - new workflow yaml is added to `.github/workflows`
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# - new tests are added to workflow mentioned in 2.
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name: e2e_sft
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on:
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# Trigger the workflow on push or pull request,
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# but only for the main branch
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push:
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branches:
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- main
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- v0.*
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pull_request:
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branches:
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- main
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- v0.*
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paths:
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- "**/*.py"
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# Other entrypoints
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- "!examples/**"
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- "!tests/**"
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- "!verl/trainer/main_*.py"
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- "!verl/trainer/fsdp_sft_trainer.py"
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# Recipes
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- "!recipe/**"
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# Megatron
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- "!verl/workers/**/megatron_*.py"
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# Entrypoints
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- ".github/workflows/e2e_sft.yml"
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- "examples/data_preprocess/gsm8k.py"
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- "tests/special_e2e/sft"
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- "verl/trainer/fsdp_sft_trainer.py"
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- "verl/trainer/config/sft_trainer.yaml"
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# Cancel jobs on the same ref if a new one is triggered
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concurrency:
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group: ${{ github.workflow }}-${{ github.ref }}
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cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
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# Declare permissions just read content.
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permissions:
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contents: read
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env:
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IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:app-verl0.6-transformers4.56.1-sglang0.5.2-mcore0.13.0-te2.2"
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DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
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jobs:
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setup:
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if: github.repository_owner == 'volcengine'
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runs-on: ubuntu-latest
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outputs:
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runner-label: ${{ steps.create-runner.outputs.runner-label }}
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mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
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steps:
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- uses: actions/checkout@v4
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- id: create-runner
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uses: volcengine/vemlp-github-runner@v1
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with:
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mode: "create"
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faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
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mlp-image: "${{ env.IMAGE }}"
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e2e_sft:
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needs: setup
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runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
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timeout-minutes: 30 # Increase this timeout value as needed
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env:
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HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
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HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
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NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
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HF_ENDPOINT: "https://hf-mirror.com"
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HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
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steps:
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- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
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with:
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fetch-depth: 0
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- name: Install the current repository
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run: |
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pip3 install peft
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pip3 install --no-deps -e .[test,gpu]
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- name: Prepare gsm8k dataset
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run: |
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ray stop --force
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python3 examples/data_preprocess/gsm8k.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
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- name: Running GSM8K E2E training tests on 8 L20 GPUs with rmpad using function rm
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run: |
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ray stop --force
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bash tests/special_e2e/sft/run_sft.sh
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- name: Running GSM8K E2E training tests on 8 L20 GPUs w/o rmpad using function rm
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run: |
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ray stop --force
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RM_PAD=False bash tests/special_e2e/sft/run_sft.sh
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- name: Running GSM8K E2E training tests on 8 L20 GPUs with sequence parallism
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run: |
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ray stop --force
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SP_SIZE=2 bash tests/special_e2e/sft/run_sft.sh
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- name: Check loss difference between sequence parallel vs. default implementation
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run: |
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ray stop --force
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ENTRYPOINT="tests/special_e2e/sft/test_sp_loss_match.py" SP_SIZE=2 bash tests/special_e2e/sft/run_sft.sh
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- name: Running GSM8K E2E training tests on 8 L20 GPUs with sequence parallism and liger
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run: |
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ray stop --force
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SP_SIZE=2 LIGER=True bash tests/special_e2e/sft/run_sft.sh
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- name: Running GSM8K E2E training tests with LoRA
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run: |
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ray stop --force
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LORA_RANK=32 bash tests/special_e2e/sft/run_sft.sh
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- name: Run GSM8K E2E training and resume tests resuming from the checkpoint manager
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run: |
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ray stop --force
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LORA_RANK=32 RESUME_MODE=auto TOTAL_TRAIN_STEP=2 bash tests/special_e2e/sft/run_sft.sh
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# TODO: multiturn
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- name: Prepare gsm8k dataset
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run: |
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ray stop --force
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python3 examples/data_preprocess/gsm8k_multiturn_sft.py --local_dataset_path ${HOME}/models/hf_data/gsm8k
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- name: Running GSM8K E2E training tests with multiturn and various configs and compare results
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run: |
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bash tests/special_e2e/sft/test_sft_engine_all.sh
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cleanup:
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runs-on: ubuntu-latest
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needs: [setup, e2e_sft]
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if: always()
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steps:
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- id: destroy-runner
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uses: volcengine/vemlp-github-runner@v1
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with:
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mode: "destroy"
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faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
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mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"
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