@jmaronas I don’t think you can do a forward pass on both models at the same time, since the input of model2 depends on the output of model1.
@tjoseph If both models fit on the one GPU, you could do it and it seems to be a good approach.
I assumed both GPUs are more or less fully occupied with one model each.
Probably I was wrong.