import tensorflow as tf

      inputs_vars = tf.reduce_mean(tf.square(inputs - inputs_means), 0, keep_dims=True)
      inputs = tf.Print(
          inputs,
          [tf.reduce_mean(inputs_means), tf.reduce_mean(inputs_vars)],
          "image mean and average var",
          first_n=1)
