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[megatron] fix: set model to eval during compute_log_prob/compute_values#4708

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wuxibin89 merged 1 commit intoverl-project:mainfrom
HollowMan6:eval_megatron
Dec 29, 2025
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[megatron] fix: set model to eval during compute_log_prob/compute_values#4708
wuxibin89 merged 1 commit intoverl-project:mainfrom
HollowMan6:eval_megatron

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@HollowMan6 HollowMan6 commented Dec 29, 2025

What does this PR do?

Current code doesn't seem to set model to eval when we compute_log_prob, ref_compute_log_prob, and compute_values for the megatron backend, which might go wrong if the model contains dropout layers for e.g. LoRA.

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Copilot AI review requested due to automatic review settings December 29, 2025 01:08
@HollowMan6 HollowMan6 requested a review from wuxibin89 December 29, 2025 01:09
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Code Review

This pull request correctly adds logic to set the model to evaluation mode for compute_log_prob and compute_values. My feedback focuses on improving the robustness of this change by using try...finally blocks. This ensures that the model's original training state is restored even in the event of an exception, preventing potential silent bugs during training.

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Pull request overview

This PR fixes a bug where models were not being set to evaluation mode during inference operations (compute_log_prob and compute_values), which could cause incorrect behavior when models contain dropout layers (e.g., in LoRA adapters).

Key changes:

  • Added eval mode setting with proper mode restoration in MegatronPPOActor.compute_log_prob
  • Added eval mode setting with proper mode restoration in MegatronPPOCritic.compute_values

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated no comments.

File Description
verl/workers/actor/megatron_actor.py Saves training mode state, sets modules to eval before computing log probabilities, and restores the original training mode after computation
verl/workers/critic/megatron_critic.py Saves training mode state, sets modules to eval before computing values, and restores the original training mode after computation

The changes look correct and follow a consistent pattern. The ref_compute_log_prob mentioned in the PR description is automatically covered since it delegates to MegatronPPOActor.compute_log_prob which now has the fix.


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Current code doesn't seem to set model to eval when we compute_log_prob,
ref_compute_log_prob, and compute_values, which might go wrong if
the model contains dropout layers for e.g. LoRA.

Signed-off-by: Hollow Man <hollowman@opensuse.org>
@wuxibin89 wuxibin89 merged commit c790552 into verl-project:main Dec 29, 2025
48 of 50 checks passed
@HollowMan6 HollowMan6 deleted the eval_megatron branch December 29, 2025 12:41
boren-ms pushed a commit to boren-ms/verl that referenced this pull request Dec 30, 2025
…ues (verl-project#4708)

### What does this PR do?

Current code doesn't seem to set model to eval when we compute_log_prob,
ref_compute_log_prob, and compute_values for the megatron backend, which
might go wrong if the model contains dropout layers for e.g. LoRA.

### Checklist Before Starting

- [X] Search for similar PRs. Paste at least one query link here: ...
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`env`, `tool`, `ckpt`, `doc`, `data`, `cfg`, `reward`
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`[megatron, fsdp, doc]`
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Signed-off-by: Hollow Man <hollowman@opensuse.org>
jsfanfanfan pushed a commit to meituan-search/verl that referenced this pull request Jan 9, 2026
…ues (verl-project#4708)

### What does this PR do?

Current code doesn't seem to set model to eval when we compute_log_prob,
ref_compute_log_prob, and compute_values for the megatron backend, which
might go wrong if the model contains dropout layers for e.g. LoRA.

### Checklist Before Starting

- [X] Search for similar PRs. Paste at least one query link here: ...
- [X] 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`, `cfg`, `reward`
- If this PR involves multiple modules, separate them with `,` like
`[megatron, fsdp, doc]`
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etc.), add `[BREAKING]` to the beginning of the title.
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# Add code snippet or script demonstrating how to use this
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Signed-off-by: Hollow Man <hollowman@opensuse.org>
vyomakesh0728 added a commit to vyomakesh0728/verl that referenced this pull request Jan 22, 2026
…ues (verl-project#4708)

### What does this PR do?

Current code doesn't seem to set model to eval when we compute_log_prob,
ref_compute_log_prob, and compute_values for the megatron backend, which
might go wrong if the model contains dropout layers for e.g. LoRA.

### Checklist Before Starting

- [X] Search for similar PRs. Paste at least one query link here: ...
- [X] 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`, `cfg`, `reward`
- 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

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# Add code snippet or script demonstrating how to use this
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Signed-off-by: Hollow Man <hollowman@opensuse.org>
sophiayyya pushed a commit to sophiayyya/verl that referenced this pull request Jan 25, 2026
…ues (verl-project#4708)

### What does this PR do?

Current code doesn't seem to set model to eval when we compute_log_prob,
ref_compute_log_prob, and compute_values for the megatron backend, which
might go wrong if the model contains dropout layers for e.g. LoRA.

### Checklist Before Starting

- [X] Search for similar PRs. Paste at least one query link here: ...
- [X] 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`, `cfg`, `reward`
- 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,
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Signed-off-by: Hollow Man <hollowman@opensuse.org>
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