Have a look at this thread for details https://github.com/pytorch/pytorch/issues/143 771
If you want to model complex models such as HyperNetworks, where the parameters of the convolutions are the outputs of a network, you can use the functional interface.
weight = net(input)
output = F.conv2d(input, weight)