import tensorflow as tf

        "moving_mean",
        shape=self._mean_shape,
        collections=[tf.GraphKeys.MOVING_AVERAGE_VARIABLES,
                     tf.GraphKeys.GLOBAL_VARIABLES],
        initializer=tf.zeros_initializer(),
        trainable=False)

    self._moving_second_moment = tf.get_variable(
