Is there any different between torch.sigmoid and torch.nn.functional.sigmoid?

[fmassa (Francisco Massa)]

Actually, there is a difference.
The implementations in torch.xxx have the backward implemented using python calls, while the functional counterparts have their backward implemented entirely in C/Cuda, so the functional backward code is more efficient.