Tensorflow报错：AttributeError: 'module' object has no attribute 'scalar_summary'

报错：

tf.scalar_summary(l.op.name + ' (raw)', l)

AttributeError: 'module' object has no attribute 'scalar_summary'

解决：

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.summaries.merge_all()

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

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

Tensorflow中废弃的API及替代

tf.mul  tf.sub   tf.neg 已经废弃 

分别可用tf.multiply  tf.subtract  tf.negative替代