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5 changes: 4 additions & 1 deletion fairscale/nn/data_parallel/fully_sharded_data_parallel.py
Original file line number Diff line number Diff line change
Expand Up @@ -1821,7 +1821,10 @@ def _post_reduction_hook(self, param: Parameter, reduced_grad: torch.Tensor) ->
param._saved_grad_shard.data += reduced_grad.data
reduced_grad = param._saved_grad_shard.data
elif (param.grad is None) and self.fp32_reduce_scatter:
param.main_grad = reduced_grad.data
if getattr(param, "main_grad", None) is not None:
param.main_grad.add_(reduced_grad.data)
else:
param.main_grad = reduced_grad.data

# Optionally move gradients to CPU, typically used if one is running the optimizer on the CPU. Once the full
# backwards pass completes, we will set `.grad` to the CPU copy.
Expand Down