So, it always helps to formulate a problem in text.
Fixed it this way:
labels=torch.LongTensor([labels]).squeeze()

I think I was forcing the pytorch tensors to generate zero, one, or two random integers (after 0, 1, 2 label codes). My newbe mistakes. And the .squeeze() was later needed to get the right shape for the MultiClass Cross Entropy’s targets.