Hi have you try your crossentropy loss

[jiqizaisikao]

I really do not understand your code,i think that the crossentropy loss is like this: loss=-p*(log(Q/P))+(-(1-P)log((1-Q)/(1-P))) when P=Q the loss is zero if loss=-P(log(Q/P)) when P=Q the loss is not at the minum,