Usage of discriminator as classifier

[enzodal]

I'm trying to "extract" the discriminator once the training of the GAN is over in order to use it as a classifier (ie. to give him new samples and to observe wether he recognizes it as a fake or a normal data). But I'm really struggling with the implementation. Is someone able to give me a shortcut in order to use the discriminator of the trained GAN ? Thanks