Skip to content

[Feature] Entropy calculation support - #5692

Merged
freeliuzc merged 3 commits into
PaddlePaddle:developfrom
Deleter-D:dev_entropy
Dec 23, 2025
Merged

freeliuzc merged 3 commits into
PaddlePaddle:developfrom
Deleter-D:dev_entropy

Conversation

@Deleter-D

Copy link
Copy Markdown
Collaborator

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)

In reinforcement learning (RL) scenarios, entropy is an important diagnostic metric for model training. So we support entropy calculation in FD for debugging and analysis.

Modifications

This PR adds entropy calculation logic and introduces a service startup parameter to control whether entropy is computed.

Usage or Command

When starting the service, use the --enable-entropy flag to enable entropy calculation.
Once enabled, entropy-related information will be logged to data_processor.log, for example:

INFO     2025-12-22 20:21:54,906 178857 entropy_utils.py[line:96] req_id: chatcmpl-b141a269-d832-470c-b6b2-45a182a7c7a2_0, entropy: 0.8665663838614539

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.

@paddle-bot

paddle-bot Bot commented Dec 23, 2025

Copy link
Copy Markdown

Thanks for your contribution!

@codecov-commenter

codecov-commenter commented Dec 23, 2025

Copy link
Copy Markdown

Codecov Report

❌ Patch coverage is 94.28571% with 4 lines in your changes missing coverage. Please review.
⚠️ Please upload report for BASE (develop@c1aa66d). Learn more about missing BASE report.

Files with missing lines Patch % Lines
fastdeploy/model_executor/pre_and_post_process.py 33.33% 2 Missing and 2 partials ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             develop    #5692   +/-   ##
==========================================
  Coverage           ?   65.13%           
==========================================
  Files              ?      330           
  Lines              ?    41853           
  Branches           ?     6409           
==========================================
  Hits               ?    27263           
  Misses             ?    12556           
  Partials           ?     2034           
Flag Coverage Δ
GPU 65.13% <94.28%> (?)

Flags with carried forward coverage won't be shown. Click here to find out more.

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.

🚀 New features to boost your workflow:
  • ❄️ Test Analytics: Detect flaky tests, report on failures, and find test suite problems.

@freeliuzc
freeliuzc merged commit 23d488c into PaddlePaddle:develop Dec 23, 2025
14 of 18 checks passed
freeliuzc pushed a commit that referenced this pull request Dec 24, 2025
* support entropy

* add script

---------

Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com>
ckl117 pushed a commit to fxyfxy777/FastDeploy that referenced this pull request Dec 29, 2025
* support entropy

* fix bug

---------

Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com>
chang-wenbin pushed a commit to chang-wenbin/FastDeploy that referenced this pull request Mar 2, 2026
* support entropy

* fix bug

---------

Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com>
xiaoguoguo626807 pushed a commit to xiaoguoguo626807/FastDeploy that referenced this pull request May 7, 2026
* support entropy

* fix bug

---------

Co-authored-by: YuBaoku <49938469+EmmonsCurse@users.noreply.github.com>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

4 participants