import tensorflow as tf

def create_variable_for_generator(name, batch_size):
    return tf.get_variable('learnable_dlatents',
                           shape=(batch_size, 18, 512),
                           dtype='float32',
                           initializer=tf.initializers.random_normal())


class Generator:
