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Summary:
Distributed State Dict is the current suggested way from PyTorch for ensuring parallelized models state dicts are compatible with save/loads in Single process or re-sharding scenarios.
This diff updates dcp_saver to use DSD for DDP models. A good idea would be wrap all models in TNT with DSD, as this could replace some of the wrapper logic for FSDP and would guarantee future compat.
N5551629 also contains a workaround for current DDP model saved before this diff, by manually removing the "module." prefix in the checkpoint.
Differential Revision: D59234083