Thanks, then my question was wrong formulated.
If I want to take advantage of the hidden outputs because I am working on sequential data. Is this correct?
ModelClass.....
.......


   def forward(self, x,  hidden):
         x = Conv2d....
         x, h = rnn(x,h)
         ......
        return x,h