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add DeepSpeed tensor parallel initialization. #36114

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Initialization for DeepSpeed tensor parallel, which needs to be done before the optimizer initializes the model weights. The related APIs are already supported in DeepSpeed. deepspeedai/DeepSpeed#6922 @muellerzr

cc DeepSpeed team: @tjruwase

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Thanks, cc @ArthurZucker

@HuggingFaceDocBuilderDev

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

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thanks for the review! @muellerzr
accelerate includes modifications related to the dataloader and saving and works together with this feature.
huggingface/accelerate#3390

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