[Feature] Support QuaRot quantization scheme
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Description
### Motivation
QuaRot is out https://arxiv.org/abs/2404.00456 for three weeks. Preliminary results are convincing. Also see discussions in `llama.cpp` with the QuaRot authors. It would be amazing to have it supported in LMDeploy as default.
Best.
### Related resources
https://github.com/ggerganov/llama.cpp/issues/6444
https://arxiv.org/abs/2404.00456
### Additional context
_No response_
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