aae_build_discriminator_model.py

def _build_discriminator_model(self):
    print("Building Discriminator...")
    discriminator_input = Input(shape=(self.latent_dimension,))
    discriminator_sequence = Dense(512, input_dim=self.latent_dimension)(discriminator_input)
    discriminator_sequence = LeakyReLU(alpha=0.2)(discriminator_sequence)
    discriminator_sequence = Dense(256)(discriminator_sequence)
    discriminator_sequence = LeakyReLU(alpha=0.2)(discriminator_sequence)
    discriminator_sequence = Dense(1, activation="sigmoid")(discriminator_sequence)

    self.discriminator_model = Model(discriminator_input, discriminator_sequence, name = 'discriminator')
    self.decoder_generator_model.summary()