The problem is, that nn.Sequential is a container for simple models.
The nn.LSTM layer however, outputs the hidden and cell state. Also it takes input, (h_0, c_0) for the input.
I’m not sure, if that’s currently somehow manageable using Sequential, so I would suggest to create an own model. Have a look at this tutorial 472 to see some example implementations.