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What does this PR do?

  • Add CI for SFT trainer with various fsdp and megatron configurations and make sure their output matches

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Code Review

This pull request introduces a CI test to ensure numerical accuracy alignment for the SFT trainer across various FSDP and Megatron configurations. The changes are comprehensive, including parameterizing test scripts, adding a file-based logger for result comparison, and, most importantly, aligning the loss scaling logic in both FSDP and Megatron engines to correctly handle dynamic batch sizes and gradient accumulation. The modifications to the learning rate scheduler also contribute to this alignment. Overall, this is a strong contribution to improving the robustness and reliability of the training framework. I have a couple of suggestions to improve the robustness of the new FileLogger.

vermouth1992 and others added 2 commits September 5, 2025 20:37
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
@vermouth1992 vermouth1992 merged commit 7bc70bb into volcengine:main Sep 6, 2025
52 of 55 checks passed
AAzdi pushed a commit to AAzdi/verl that referenced this pull request Sep 10, 2025
…el engine (volcengine#3363)

### What does this PR do?

- Add CI for SFT trainer with various fsdp and megatron configurations
and make sure their output matches

### 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`,
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`env`, `tool`, `ckpt`, `doc`, `data`
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masoudhashemi pushed a commit to masoudhashemi/verl that referenced this pull request Oct 19, 2025
…el engine (volcengine#3363)

### What does this PR do?

- Add CI for SFT trainer with various fsdp and megatron configurations
and make sure their output matches

### Checklist Before Starting

- [ ] Search for similar PRs. Paste at least one query link here: ...
- [ ] Format the PR title as `[{modules}] {type}: {description}` (This
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- `{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`
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techkang pushed a commit to techkang/verl that referenced this pull request Oct 31, 2025
…el engine (volcengine#3363)

### What does this PR do?

- Add CI for SFT trainer with various fsdp and megatron configurations
and make sure their output matches

### Checklist Before Starting

- [ ] Search for similar PRs. Paste at least one query link here: ...
- [ ] Format the PR title as `[{modules}] {type}: {description}` (This
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- `{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
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### Test

> For changes that can not be tested by CI (e.g., algorithm
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results like training curve plots, evaluation results, etc.

### API and Usage Example

> Demonstrate how the API changes if any, and provide usage example(s)
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```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

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> Please check all the following items before requesting a review,
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Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
mtian8 pushed a commit to mtian8/verl that referenced this pull request Nov 1, 2025
…el engine (volcengine#3363)

### What does this PR do?

- Add CI for SFT trainer with various fsdp and megatron configurations
and make sure their output matches

### 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]`
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  - 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,
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