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 3.
The second issue might occur, if your training is “unstable”. Did you play around with some hyper parameters or e.g. removed the last relu?