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While the original code works fine in practice, it technically
allows gradient application and moving average update to happen
in any order. This causes the behavior to deviate from pure
mathematical specifications.

While the original code works fine in practice, it technically
allows gradient application and moving average update to happen
in any order. This causes the behavior to deviate from pure
mathematical specifications.

* change reference_data.py to use tf.gfile

* simplify json treatment

* Update reference files to account for a superficial change in batch_norm

Fix string to bytes conversion in deeplab data input. #3885

The current code does not work in py2 since the input string could
contain unicode string, and default encoding in ASCII in py2. Change
the method to only do encode() which convert string to byte array
when running python3.

* Adding tests

* Adding tests

* Repackaging

* Adding logging

* Linting

Updating DELF README

Update create_pascal_tf_record.py

Update evaluation_protocols.md

* Add fp16 support to resnet.

* address PR comments

* add dtype checking to model definition

* delint

* more PR comments

* few more tweaks

* update resnet checkpoints

add ADE20K dataset

* Adding cast to fp32

* Adding myself to OWNERS

Update evaluation_protocols.md

duplicate eval metric: change the fourth metric from ## Weighted PASCAL VOC detection metric to ##  Weighted PASCAL VOC instance segmentation metric .

fix typo

Touch-ups to eager's getting started guide

Fix typo

* "Machine Learning" --> Machine learning.
* "steepest the ascent" --> "steepest ascent"
* "standard gradient descent" --> "stochastic gradient descent"

Add cyclegan to open source tensorflow/models

Add input images, labels, and output semantic predictions to summary

Deeplab py3

Fix momentum value flag from string => float

Fix eager demo's GPU cell

* Updating name of logging package to avoid overwriting Python builtin logging.

* Updating name of logging package to avoid overwriting Python builtin logging.

Added new model (differential_privacy/pate)

Squashed commit of the following:

commit 5a6887b50ce35df0c62fe6a1d4dddf89296b58af
Author: Ilya Mironov <mironov@google.com>
Date:   Tue Apr 3 13:21:32 2018 -0700

    Renaming pate2_paper to ICLR2018. Adding mironov@google.com to README.md.

commit 666ac8800a68a965508dec4c148134723f5d2725
Author: Ilya Mironov <mironov@google.com>
Date:   Tue Apr 3 13:16:54 2018 -0700

    Moving everything under research/differential_privacy/pate

commit 1810be3e31279391b5f339c29c4e25d631409736
Author: Ilya Mironov <mironov@google.com>
Date:   Mon Apr 2 15:18:49 2018 -0700

    Addressing Ananth's comments:
     - added link to https://github.com/abseil/abseil-py
     - added "pip install absl-py"
     - fixed import statement in core_test.py

    Added requirement of write access.

commit e2f7e01462815bdd957952769edfea8f94407ce6
Author: Ilya Mironov <mironov@google.com>
Date:   Mon Apr 2 12:32:27 2018 -0700

    Overview section of README.md is revised.

commit 692680868cb1a691ff09f2bce194298603c80467
Author: Ilya Mironov <mironov@google.com>
Date:   Mon Apr 2 11:55:53 2018 -0700

    Massive restructuring:
    - Files renamed from pate.py to core.py, pate_smooth_sensitivity to smooth_sensitivity.py.
    - Absolute references changed to relative.
    - BUILDs removed.
    - README.md amended.

commit b2dc2246c50a51a6eb455c6736d351387bad4e31
Author: Ilya Mironov <mironov@gmail.com>
Date:   Fri Mar 30 10:10:51 2018 -0700

    Editing README files.

commit 4762823e1ca58d2b7a4e28d7bda191aff137a245
Author: Ilya Mironov <mironov@gmail.com>
Date:   Thu Mar 29 22:07:25 2018 -0700

    Adding download.py file.

commit e488d1a4a9e066fa83fa948cb5b71fe134a73c12
Author: Ilya Mironov <mironov@google.com>
Date:   Thu Mar 29 21:44:43 2018 -0700

    Adding the copyright statement.

commit 5b5759c9399914731340031bc668e69bc2c83d48
Author: Ilya Mironov <mironov@google.com>
Date:   Thu Mar 29 19:07:01 2018 -0700

    Moving everything under research/

commit 50ff075ce1e14700328ebc4f42ee418d7a7874f5
Author: Ilya Mironov <mironov@google.com>
Date:   Thu Mar 29 18:56:20 2018 -0700

    Initial commit