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Fix typo

Return dataset from input_fn

Fix tensorflow/models gan typos. fixes #3295

Fix file reading issue for python3 code

Fix wrong reference in ptb_word_lm.py

tcn: Fix undefined 'v' in Python 3

Small updates to DELF markdown files: dataset location and small troubleshooting fix.

`max_number_of_evaluation` -> `max_number_of_evaluations`.

Clear softmax_cross_entropy deprecation warning.

The `sparse` version is more efficient anyway.

I'm returning the labels shape [1] instead of []
because tf.accuracy fails otherwise.

Remove contacts of ex-Googler

Removed unused regularization ops

__six__ is used on lines 174 and 175 but is never imported or defined.

Revert "Clear softmax_cross_entropy deprecation warning."

CogMap: Fix five undefined names

Updated cifar10_input.py to make tensorboard graph more meaningful

Clear softmax_cross_entropy deprecation warning.