Solved by ptrblck in post #2 
              
              
                I’m not sure, if you are asking for bitwise reproducibility or why your model converges to a single class. 
For the first point, have a look at the Reproducibility docs. 
The second issue might occur, if your training is “unstable”. Did you play around with some hyper parameters or e.g. removed the …