Tensorflow版本更改所产生的问题及解决方案

1.module 'tensorflow' has no attribute 'mul'

tf.mul已经在新版本中被移除，使用 tf.multiply 代替

解决方法

将tf.mul(input1, input2) 改为 tf.multiply(input1, input2)

2.AttributeError: module 'tensorflow' has no attribute 'sub'

将sub换成subtract解决方案如下：

tf.sub(model.y_,model.y)变换为tf.subtract(model.y_, model.y)

3.tf.scalar_summary('batch_loss',
loss)

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

修改为：tf.summary.scalar('batch_loss',
loss)

4.AttributeError:
'module' object has no attribute
'histogram_summary'

修改为：tf.summary.histogram

5.tf.merge_all_summaries()改为：summary_op
= tf.summaries.merge_all()

6.AttributeError:
'module' object has no attribute
'SummaryWriter'

将tf.train.SummaryWriter改为tf.summary.FileWriter

7.AttributeError:
'module' object has no attribute 'SummaryWriter'

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

8.AttributeError:
'module' object has no attribute 'summaries'

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

9.AttributeError:
'module' object has no attribute 'histogram_summary'

tf.histogram_summary()改为：tf.summary.histogram()

10.tf.scalar_summary()改为：tf.summary.scalar()

11.tf.image_summary()改为：tf.summary.image()

12.merged_summary_op
= tf.merge.summaries_all()改为summary_op
= tf.merge.summaries_all()