Hi,
I Guess you do this into a Sequential Module? the sequential module can only perform sequential operations (not two branch and merge the results). You will need to implement the forward function for this yourself I’m afraid.
For example, you can wrap these 4 ops in a custom nn.Module with your forward that concatenates the outputs and then add this new module  to your Sequential one.