tf.scalar_summary(‘images’, images)改为：tf.summary.scalar(‘images’, images)

tf.image_summary(‘images’, images)改为：tf.summary.image(‘images’, images)

类似的有：

tf.train.SummaryWriter改为：tf.summary.FileWriter

tf.merge_all_summaries()改为：summary_op = tf.summary.merge_all

tf.histogram_summary(var.op.name, var)改为：  tf.summary.histogram

concated = tf.concat(1, [indices, sparse_labels])改为：concated = tf.concat([indices, sparse_labels], 1)