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Gradient sync should be turned off during gradient accumulation.

FSDPModule.set_requires_gradient_sync
DDP.set_requires_gradient_sync

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@tianyu-l tianyu-l left a comment

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IIUC, for FSDP, there are two ways of doing this -- doing gradient sync requires extra communication but reduce the memory overhead. Usually the gradient sync should be well-hidden, and doing it by default makes the code simpler. Hence the current choice.

See more discussions here #292 (comment)

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