You specified net.to(device), so the weights are in GPU memory , and the data type will be torch.cuda.FloatTensor.
However, you did not load your input to GPU, it’s still in CPU, which is type torch.FloatTensor.
So you should call something like:
mrimgs1 = mrimgs1.to(device)