Solved by KFrank in post #2 
              
              
                Hi Mnauf! 

I suspect that you are misunderstanding how to interpret the 
predictions made by this network. 
First, you are using, as you say, BCEWithLogitsLoss.  Therefore you 
are training your predictions to be “logits.”  These are “raw scores,” 
if you will, that are real numbers ranging from -i…