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`tf.mul` -> `tf.multiply`

Update inception model based on tf API changes: replace tf.op_scope with tf.name_scope and tf.variable_op_scope with tf.variable_scope; fix the order of arguments for tf.concat; replace tf.mul with tf.multiply.

* Variables defined in ExponentialMovingAverage need not to be shared.

* Address comments.

_bytes_feature excepted class bytes, but in python3 in class str,so use tf.compat.as_bytes for compatibility !

keyword argument 'dtype'".

Two shards, so the shard pattern should be `?????-of-00002`.

* fix module object has no attribute NodeDef for tensorflow 0.11

* change graph_pb2.NodeDef to tf.NodeDef

This reverts commit c6a4f783.

Fixed tensorflow/tensorflow#4981

Fixed #529

This reverts commit 091d6e4a.

This reverts commit a704458a.

change `Assuming than` to `Assuming that`.