import tensorflow as tf

            self.opt_pred = self.optimizer(lr_pred, beta, self.real_pc_rot_loss, rot_params, batch) #only use real pics to update

            self.saver = tf.train.Saver(tf.global_variables(), max_to_keep=None)
            self.init = tf.global_variables_initializer()

            #Launch the session
