import tensorflow as tf

        self.d_optimizer = tf.train.AdamOptimizer(self.learning_rate,beta1=self.beta1,beta2=self.beta2).minimize(self.discriminator_loss,var_list=self.d_variables)
        self.g_optimizer = tf.train.AdamOptimizer(self.learning_rate,beta1=self.beta1,beta2=self.beta2).minimize(self.generator_loss,var_list=self.g_variables)      
