import tensorflow as tf

        if self.config.l2_norm is not None:
            self.logger.info("applying l2 loss")
            variables = tf.get_collection(tf.GraphKeys.REGULARIZATION_LOSSES)
            l2_loss = tf.contrib.layers.apply_regularization(regularizer, variables)
            self.loss += l2_loss

