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Co-authored-by: Avnish Narayan <avnish@anyscale.com>

Co-authored-by: Robert Shaw <114415538+rib-2@users.noreply.github.com>
Co-authored-by: alexm <alexm@neuralmagic.com>

Co-authored-by: br3no <breno@veltefaria.de>
Co-authored-by: simon-mo <simon.mo@hey.com>

Signed-off-by: Tao He <sighingnow@gmail.com>

Co-authored-by: zhangdacheng <zhangdacheng@ainirobot.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

Co-authored-by: Cade Daniel <edacih@gmail.com>

* Fix AttributeError: MixtralModel object has no attribute org_vocab_size.

* Make LoRA logic for Mistral and Mixtral the same

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Co-authored-by: Pernekhan Utemuratov <pernekhan@deepinfra.com>

Co-authored-by: Roy <jasonailu87@gmail.com>

* add mixtral lora support

* formatting

* fix incorrectly ported logic

* polish tests

* minor fixes and refactoring

* minor fixes

* formatting

* rename and remove redundant logic

* refactoring

* refactoring

* minor fix

* minor refactoring

* fix code smell

Co-authored-by: Roy <jasonailu87@gmail.com>

This reverts commit 5c976a7e.