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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'".

* 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`.

* Fix bug in inception README.md

Fixes #59

* Document that number of classes and example count is hardcoded

Fixes #190

The first call seems to overwrite while the second doesn't?

The script actually reads $LABEL_FILE and strips out the text, which it uses to label and find image files in their respective sub directories.

Corrected "One this" to "Once this" and added comma for proper punctuation on line 702.

Fixed references to slim.losses

fixes b/28821889

Changed shuf in gshuf to support mac. line: 82

Correct a grammar error in the shell script from blaze to bazel line 586

Tentative fix for issue #47