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Add New Optimizer #32225

@SoheilFM

Description

@SoheilFM

Feature request

I want to add a new optimizer that I worked on it
Is there any doc or anything how to add this new optimizer to all files of transformers library?

Motivation

This optimizer would be great to implement on transformers and reduce time to train a new model

Your contribution

I can make a clone of this repo and then changes file and submit PR. But I can't find a document how to implement my algorithm to transformers Files because I found so much classes and there are a lots of file that need changes.

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