Thank you for the proposition and your time. I will verify all of this and report back to you.
In fact, the instanciation of the model is in the right place in my real code (that was a huge mistake of mine when rewriting the code here)
Why are you calling Relu at the begining of the model and I didn’t know about the order of calling like batch after that and before that. Thank you so much