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@Sunny-bot1 Sunny-bot1 commented Dec 12, 2025

Motivation

💡 If this PR is a Cherry Pick, the PR title needs to follow the format by adding the [Cherry-Pick] label at the very beginning and appending the original PR ID at the end. For example, [Cherry-Pick][CI] Add check trigger and logic(#5191)

💡 如若此PR是Cherry Pick,PR标题需遵循格式,在最开始加上[Cherry-Pick]标签,以及最后面加上原PR ID,例如[Cherry-Pick][CI] Add check trigger and logic(#5191)

Modifications

cherry-pick:

  1. [Quantization] Support w4afp8 MoE dynamic quantization [Quantization] Support w4afp8 MoE dynamic quantization #5282
  2. [Quantization] Support w4afp8 mtp [Quantization] Support w4afp8 mtp #5429
  3. 手动修复cutlass backend里apply_ep_prefill的bug

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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.

Sunny-bot1 and others added 4 commits December 4, 2025 10:56
…5282)

* support dynamic activation quant for w4afp8

* support dynamic w4afp8

* add test

* fix

* fix

---------

Co-authored-by: zhoutianzi666 <17801055074@163.com>
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paddle-bot bot commented Dec 12, 2025

Thanks for your contribution!

@codecov-commenter
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Codecov Report

❌ Patch coverage is 67.12329% with 48 lines in your changes missing coverage. Please review.
⚠️ Please upload report for BASE (release/online/20251131@f133ce5). Learn more about missing BASE report.

Files with missing lines Patch % Lines
fastdeploy/model_executor/layers/utils.py 77.08% 16 Missing and 6 partials ⚠️
...l_executor/layers/moe/fused_moe_cutlass_backend.py 48.71% 13 Missing and 7 partials ⚠️
...loy/model_executor/layers/quantization/__init__.py 0.00% 5 Missing and 1 partial ⚠️
Additional details and impacted files
@@                    Coverage Diff                     @@
##             release/online/20251131    #5535   +/-   ##
==========================================================
  Coverage                           ?   59.20%           
==========================================================
  Files                              ?      319           
  Lines                              ?    39001           
  Branches                           ?     5863           
==========================================================
  Hits                               ?    23092           
  Misses                             ?    14061           
  Partials                           ?     1848           
Flag Coverage Δ
GPU 59.20% <67.12%> (?)

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@yangjianfengo1
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LGTM

@Jiang-Jia-Jun Jiang-Jia-Jun merged commit 77ff0cb into PaddlePaddle:release/online/20251131 Dec 16, 2025
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4 participants