tensorflow:AttributeError: ‘module’ object has no attribute ‘mul’

According to the tensorflow 1.0.0 release notes,

tf.mul, tf.sub and tf.neg are deprecated in favor of tf.multiply, tf.subtract and tf.negative.

You’ll need to replace tf.mul with tf.multiply.