Solved by ptrblck in post #2 
              
              
                If the input and output channels of the nn.Conv1d layers are reversed to the input and output channels of the transposed equivalent, you could try to reuse the weights. 
Usually you would create new layers and I don’t know how well this weight sharing approach would work, so let us know what you fin…