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[Cherry-Pick][Feature] consider multimodal model when dummy run(#6045)#6349

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Jiang-Jia-Jun merged 4 commits intoPaddlePaddle:release/2.4from
kevincheng2:mm_profile_cp
Feb 10, 2026
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[Cherry-Pick][Feature] consider multimodal model when dummy run(#6045)#6349
Jiang-Jia-Jun merged 4 commits intoPaddlePaddle:release/2.4from
kevincheng2:mm_profile_cp

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@kevincheng2
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Motivation

dummy_run支持多模动态切 chunk(实际推理token有可能会超过chunk_size限制),避免多模态模型分配 block_num 过多导致OOM

Modifications

  1. data_processor 增加 get_mm_max_tokens_per_item 方法,计算每个模态数据的最大token数
  2. dummy_run chunk 最大token数统一使用 get_max_chunk_tokens 方法获取

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Accuracy Tests

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 Feb 4, 2026

Thanks for your contribution!

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Codecov Report

❌ Patch coverage is 96.00000% with 2 lines in your changes missing coverage. Please review.
⚠️ Please upload report for BASE (release/2.4@603aab0). Learn more about missing BASE report.

Files with missing lines Patch % Lines
fastdeploy/config.py 85.71% 1 Missing and 1 partial ⚠️
Additional details and impacted files
@@              Coverage Diff               @@
##             release/2.4    #6349   +/-   ##
==============================================
  Coverage               ?   56.31%           
==============================================
  Files                  ?      333           
  Lines                  ?    42280           
  Branches               ?     6431           
==============================================
  Hits                   ?    23811           
  Misses                 ?    16606           
  Partials               ?     1863           
Flag Coverage Δ
GPU 56.31% <96.00%> (?)

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@Jiang-Jia-Jun Jiang-Jia-Jun merged commit 3cecb83 into PaddlePaddle:release/2.4 Feb 10, 2026
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4 participants