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Add support for Group Offloading #376

@a-r-r-o-w

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@a-r-r-o-w

Group offloading was added to diffusers in v0.33.0 release. This implementation can cut down the memory requirements for training by a lot and the cost of training speed. If using a cuda device that supports streams, there is negligible overhead to training speed.

huggingface/diffusers#10503

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