import tensorflow as tf

        self.n_output = gan_kwargs.get('n_out') #(1024, 3)
        self.flags = gan_kwargs.get('flags')
        self.batch_size = gan_kwargs.get('batch_size_value', 32)
        batch = tf.Variable(0)
        self.noise_dim = gan_kwargs.get('noise_dim')
        self.init_lr = gan_kwargs.get('init_lr')
