Hi @Javier_Naranjo
I don’t think there is any generic way of testing it, since it depends on your init_method.
What you can do it looping over the parameters and checking some stats:
for name, p in net.named_parameters():
   check_method(name, p)

This check method could be looking at e.g. p.mean() or p.std() and you could draw a conclusion from it.
Hoping this answers somehow your question.