import tensorflow as tf

            #     image_size,
            #     image_size,
            #     num_channels
            # )
            mean = tf.reduce_mean(
                input_tensor=X, axis=0, keepdims=True, name="mean"
            )
            print_obj("ungrouped_minibatch_stddev", "mean", mean)
