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c70b7470c1
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[recipe] feat: support qwen3-8B/14B DAPO training on ASCEND NPU (#2836)
### What does this PR do?
>Provide qwen3-8B/14B DAPO training script on ASCEND NPU, and update
experiment result.
### Checklist Before Starting
- [x] Search for similar PRs. Paste at least one query link here:
[[hardware] feat: support qwen2_5_vl on ASCEND
NPU](https://github.com/volcengine/verl/pull/1924/)
- [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`
- 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.
#### Qwen3-8B-Base model
##### Throughput Comparison
<img width="1058" height="508" alt="image"
src="https://github.com/user-attachments/assets/dd818187-bce2-4b9f-a442-b29a7acedd55"
/>
##### Rewards Comparison
<img width="1048" height="518" alt="image"
src="https://github.com/user-attachments/assets/66d00cc7-efb6-4426-932a-cd63a69474dc"
/>
##### Test Comparison (aime-2024)
<img width="1060" height="506" alt="image"
src="https://github.com/user-attachments/assets/000cebf3-1d5b-402b-b1e6-2cfa5ee7a3ad"
/>
##### Response_length Comparison
<img width="1280" height="608" alt="image"
src="https://github.com/user-attachments/assets/4fe77406-a43b-4d3b-bf13-7a6417887831"
/>
#### Qwen3-14B-Base model
##### Throughput Comparison
<img width="1130" height="614" alt="image"
src="https://github.com/user-attachments/assets/5d03b334-b9c9-485d-ba84-23e628d2f573"
/>
##### Rewards Comparison
<img width="1114" height="534" alt="image"
src="https://github.com/user-attachments/assets/aba90536-eb66-430b-83b6-c4e86a90e917"
/>
##### Test Comparison (aime-2024)
<img width="1126" height="538" alt="image"
src="https://github.com/user-attachments/assets/44c59e5b-9f77-48fc-8bce-9d431f5f3e87"
/>
##### Response_length Comparison
<img width="1280" height="692" alt="image"
src="https://github.com/user-attachments/assets/c008a419-9a1e-4b59-81e1-23b5b3d97660"
/>
### API and Usage Example
> Demonstrate how the API changes if any, and provide usage example(s)
if possible.
```bash
ray start --head
bash run_dapo_qwen3_8b_base_npu.sh
```
### 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.
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`pre-commit install && pre-commit run --all-files --show-diff-on-failure
--color=always`
- [x] Add / Update [the
documentation](https://github.com/volcengine/verl/tree/main/docs).
- [x] Add unit or end-to-end test(s) to [the CI
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2025-08-01 00:21:16 +08:00 |
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