gan.py

from keras.layers import Input
from keras.models import Model

def generator_containing_discriminator_multiple_outputs(generator, discriminator):
    inputs = Input(shape=image_shape)
    generated_images = generator(inputs)
    outputs = discriminator(generated_images)
    model = Model(inputs=inputs, outputs=[generated_images, outputs])
    return model