Cherry-pick some PRs from PaddleNLP

[sneaxiy]

Before submitting

• Lint code. If there are lint issues, please format the code first.

# Install and register `pre-commit` in the project folder
pip install pre-commit && pre-commit install

# Process previous code files separately
pre-commit run --file XXXX.py

• Add test cases into tests folder. If there are codecov issues, please add tests cases first.

PR types

Others

PR changes

Others

Description

Cherry-pick PaddlePaddle/PaddleNLP#11075 and PaddlePaddle/PaddleNLP#11049.

[paddle-bot]

Thanks for your contribution!

[codecov-commenter]

Codecov Report

❌ Patch coverage is 8.88889% with 41 lines in your changes missing coverage. Please review.
⚠️ Please upload report for BASE (develop@38c47d4). Learn more about missing BASE report.

Files with missing lines	Patch %	Lines
paddleformers/trainer/utils/sharding_io.py	6.25%	15 Missing ⚠️
paddleformers/trainer/utils/reshard/sharding_v1.py	7.14%	13 Missing ⚠️
paddleformers/trainer/trainer.py	0.00%	7 Missing ⚠️
paddleformers/trainer/utils/reshard/common.py	0.00%	6 Missing ⚠️

❌ Your patch status has failed because the patch coverage (8.88%) is below the target coverage (80.00%). You can increase the patch coverage or adjust the target coverage.

Additional details and impacted files

@@            Coverage Diff             @@
##             develop    #2821   +/-   ##
==========================================
  Coverage           ?   28.76%           
==========================================
  Files              ?      335           
  Lines              ?    56450           
  Branches           ?        0           
==========================================
  Hits               ?    16240           
  Misses             ?    40210           
  Partials           ?        0           

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[lugimzzz]

lgtm