Use kitchen FA in huggingface plugin

[sychen52]

What does this PR do? new feature

Overview: use kitchen FA in huggingface plugin

Usage

# Add a code snippet demonstrating how to use this

Testing

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[codecov]

Codecov Report

❌ Patch coverage is 14.28571% with 6 lines in your changes missing coverage. Please review.
✅ Project coverage is 74.67%. Comparing base (d541324) to head (4cbe026).
⚠️ Report is 10 commits behind head on main.

Files with missing lines	Patch %	Lines
.../torch/quantization/nn/modules/tensor_quantizer.py	14.28%	6 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main     #674      +/-   ##
==========================================
- Coverage   74.69%   74.67%   -0.03%     
==========================================
  Files         192      192              
  Lines       18948    18955       +7     
==========================================
+ Hits        14153    14154       +1     
- Misses       4795     4801       +6     

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[realAsma]

looks great!
We would need to support kitchen FA in vLLM and MCore as well to fully attention quantization with training and long contact inference. We can take care of that in a separate PR. Thanks!