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Motivation

xpu支持多模模型的多batch prefill,允许一次推理过程可以有多个query同时在做prefill。

Modifications

  • config中打开MAX_PREFILL_NUM限制;
  • 调度中打开多batch prefill限制;
  • xpu_model_runner修改多模组batch逻辑;

Checklist

  • Add at least a tag in the PR title.
    • Tag list: [[FDConfig],[APIServer],[Engine], [Scheduler], [PD Disaggregation], [Executor], [Graph Optimization], [Speculative Decoding], [RL], [Models], [Quantization], [Loader], [OP], [KVCache], [DataProcessor], [BugFix], [Docs], [CI], [Optimization], [Feature], [Benchmark], [Others], [XPU], [HPU], [GCU], [DCU], [Iluvatar], [Metax]]
    • You can add new tags based on the PR content, but the semantics must be clear.
  • Format your code, run pre-commit before commit.
  • Add unit tests. Please write the reason in this PR if no unit tests.
  • Provide accuracy results.
  • If the current PR is submitting to the release branch, make sure the PR has been submitted to the develop branch, then cherry-pick it to the release branch with the [Cherry-Pick] PR tag.

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paddle-bot bot commented Jan 16, 2026

Thanks for your contribution!

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Codecov Report

✅ All modified and coverable lines are covered by tests.
⚠️ Please upload report for BASE (develop@0d372e4). Learn more about missing BASE report.

Additional details and impacted files
@@            Coverage Diff             @@
##             develop    #6072   +/-   ##
==========================================
  Coverage           ?   66.70%           
==========================================
  Files              ?      350           
  Lines              ?    45313           
  Branches           ?     6964           
==========================================
  Hits               ?    30228           
  Misses             ?    12867           
  Partials           ?     2218           
Flag Coverage Δ
GPU 66.70% <ø> (?)

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3 participants