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* adding FSDP tutorial * adding DDP peak memory usage gif * adding FSDP auto wrap peak memory usage gif * adding FSDP peak memory usage gif * adding FSDP workflow image * adding FSDP tutorial * correct github handles * correct the save model mode and adding comments on availability of it in Nighlties. * correct the save model mode and adding comments on availability of it in Nighlties. * adding the image for FSDP thumbnail * adding FSDP thumbnail * correct the min parameter and model strucutre on auto _wrap * addressing comments on FSDP memory, timing and State_dict
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