[vllm] Implement int8 rollout using the flash_rl tool on NPU#5174
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nuerxiati wants to merge 1 commit intoverl-project:mainfrom
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[vllm] Implement int8 rollout using the flash_rl tool on NPU#5174nuerxiati wants to merge 1 commit intoverl-project:mainfrom
nuerxiati wants to merge 1 commit intoverl-project:mainfrom
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What does this PR do?
On Ascend device using the Flash-RL tool to modify the inference backend and perform online quantization of weights and activation values by comparing INT8 and BF16 models. Uses the Qwen3-30B INT8 as an example to demonstrate how to run the end-to-end functionality on the NPU.
Checklist Before Starting
[{modules}] {type}: {description}(This will be checked by the CI){modules}includefsdp,megatron,veomni,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,like[megatron, fsdp, doc]{type}is infeat,fix,refactor,chore,test[BREAKING]to the beginning of the title.[BREAKING][fsdp, megatron] feat: dynamic batchingTest
Throughput bf16: 167, int8: 195, increased by 16.8%; reward bf16: -0.1012, int8: -0.1204, decreased by 0.96%;
Precision:

Performence:

int8 100steps rewards:

Checklist Before Submitting
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pre-commit install && pre-commit run --all-files --show-diff-on-failure --color=alwaysci-requestchannel in theverlSlack workspace. (If not accessible, please try the Feishu group (飞书群).)recipesubmodule, please also update the reference to the submodule commit viagit submodule update --remoteorcd recipe && git pull origin main.