torchviz 21 could visualize the graph for a specific input, which might be helpful.
I’m not sure, how detailed e.g. the LSTM layer will be visualized, so you might try it out and see, if it helps.
Also, @tom has recently worked on a visualization package for notebooks, if I’m not mistaken, which might be helpful.