Improving PipeLine for multi gpu support

#30
by Himanshu806 - opened

issue: https://github.com/huggingface/diffusers/issues/10640
PR: https://github.com/huggingface/diffusers/pull/10641

this way, flux fill can work on multiple GPUs.
For example, we can launch multiple A10G gpus on single instance in AWS and offload workflow to these gpus, ensure smoother and faster operations

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