【PaddleNLP No.4】 Add quant tutorial

[hanlintang]

PR types

Others

PR changes

Docs

Description

大模型量化新手文档。

Add:
docs/zh/llm/docs/quantization_tutorial.md
llm/docs/quantization_tutorial.md

同步解决了一个bug：#10639

Issue: #9763

@DrownFish19

[paddle-bot]

Thanks for your contribution!

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 46.91%. Comparing base (9bee5b3) to head (f6820fd).
Report is 10 commits behind head on develop.

❗ Current head f6820fd differs from pull request most recent head 01515b1

Please upload reports for the commit 01515b1 to get more accurate results.

❌ Your project check has failed because the head coverage (46.91%) is below the target coverage (58.00%). You can increase the head coverage or adjust the target coverage.

Additional details and impacted files

@@             Coverage Diff             @@
##           develop   #10640      +/-   ##
===========================================
- Coverage    46.91%   46.91%   -0.01%     
===========================================
  Files          799      799              
  Lines       132454   132460       +6     
===========================================
+ Hits         62138    62140       +2     
- Misses       70316    70320       +4     

☔ 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.

[ZHUI]

https://github.com/PaddlePaddle/PaddleNLP/blob/develop/docs/zh/index.rst?plain=1#L126-L131 这些文档，可否在这里加一些 index 页面。使得 官网可以展示这些 教程。https://paddlenlp.readthedocs.io/zh/latest/tutorials/overview.html

可以通过 CI 显示文档预览。
docs/readthedocs.org:paddlenlp

[hanlintang]

https://github.com/PaddlePaddle/PaddleNLP/blob/develop/docs/zh/index.rst?plain=1#L126-L131 这些文档，可否在这里加一些 index 页面。使得 官网可以展示这些 教程。https://paddlenlp.readthedocs.io/zh/latest/tutorials/overview.html

可以通过 CI 显示文档预览。 docs/readthedocs.org:paddlenlp

已经加入index，为了防止pr之间出现冲突，统一在本PR中加入，涉及到的其他几个pr是：
#10611
#10625
#10631
您可以先将这些pr合入，如果需要修改，我会根据渲染效果再提交pr。