tensorflow · bananabowl · May 20, 2019 · May 14, 2019 · May 14, 2019 · May 14, 2019
diff --git a/.github/ISSUE_TEMPLATE/00-bug-performance-issue.md b/.github/ISSUE_TEMPLATE/00-bug-performance-issue.md
@@ -18,10 +18,11 @@ about: Use this template for reporting a bug or a performance issue.
 - CUDA/cuDNN version:
 - GPU model and memory:
 
-
-You can collect some of this information using our environment capture [script](https://github.com/tensorflow/tensorflow/tree/master/tools/tf_env_collect.sh)
-You can also obtain the TensorFlow version with
-python -c "import tensorflow as tf; print(tf.GIT_VERSION, tf.VERSION)"
+You can collect some of this information using our environment capture
+[script](https://github.com/tensorflow/tensorflow/tree/master/tools/tf_env_collect.sh)
+You can also obtain the TensorFlow version with: 1. TF 1.0: `python -c "import
+tensorflow as tf; print(tf.GIT_VERSION, tf.VERSION)"` 2. TF 2.0: `python -c
+"import tensorflow as tf; print(tf.version.GIT_VERSION, tf.version.VERSION)"`
 
 **Describe the current behavior**
 

diff --git a/.github/ISSUE_TEMPLATE/20-documentation-issue.md b/.github/ISSUE_TEMPLATE/20-documentation-issue.md
@@ -1,17 +1,55 @@
 ---
 name: Documentation Issue
-about: Use this template for documentation related issues
+about: Use this template for documentation related
+labels: 'type:docs'
 
 ---
 
-<em>Please make sure that this is a documentation issue. As per our [GitHub Policy](https://github.com/tensorflow/tensorflow/blob/master/ISSUES.md), we only address code/doc bugs, performance issues, feature requests and build/installation issues on GitHub. tag:doc_template</em>
+Thank you for submitting a TensorFlow documentation issue. Per our GitHub
+policy, we only address code/doc bugs, performance issues, feature requests, and
+build/installation issues on GitHub.
 
+The TensorFlow docs are open source! To get involved, read the documentation
+contributor guide: https://www.tensorflow.org/community/contribute/docs
 
-**System information**
-- TensorFlow version:
-- Doc Link:
+## URL(s) with the issue:
 
+Please provide a link to the documentation entry, for example:
+https://www.tensorflow.org/versions/r2.0/api_docs/python/tf/MyMethod
 
-**Describe the documentation issue**
+## Description of issue (what needs changing):
 
-**We welcome contributions by users. Will you be able to update submit a PR (use the [doc style guide](https://www.tensorflow.org/community/documentation)) to fix the doc Issue?**
+### Clear description
+
+For example, why should someone use this method? How is it useful?
+
+### Correct links
+
+Is the link to the source code correct?
+
+### Parameters defined
+
+Are all parameters defined and formatted correctly?
+
+### Returns defined
+
+Are return values defined?
+
+### Raises listed and defined
+
+Are the errors defined? For example,
+https://www.tensorflow.org/versions/r2.0/api_docs/python/tf/feature_column/categorical_column_with_vocabulary_file#raises
+
+### Usage example
+
+Is there a usage example?
+
+### Request visuals, if applicable
+
+Are there currently visuals? If not, will it clarify the content?
+
+### Submit a pull request?
+
+Are you planning to also submit a pull request to fix the issue? See the docs
+contributor guide: https://www.tensorflow.org/community/contribute/docs and the
+docs style guide: https://www.tensorflow.org/community/contribute/docs_style
diff --git a/.gitignore b/.gitignore
@@ -20,18 +20,8 @@ tensorflow/contrib/cmake/_build/
 [Bb]uild/
 /tensorflow/core/util/version_info.cc
 /tensorflow/python/framework/fast_tensor_util.cpp
-Pods
-Podfile.lock
-*.pbxproj
-*.xcworkspacedata
-/*.podspec
-/tensorflow/lite/experimental/objc/BUILD
-/tensorflow/lite/experimental/swift/BUILD
-/tensorflow/lite/examples/ios/simple/data/*.txt
-/tensorflow/lite/examples/ios/simple/data/*.tflite
 /tensorflow/lite/gen/**
 /tensorflow/lite/tools/make/downloads/**
-xcuserdata/**
 /api_init_files_list.txt
 /estimator_api_init_files_list.txt
 *.whl
@@ -42,3 +32,14 @@ xcuserdata/**
 *.iml
 local.properties
 gradleBuild
+
+# iOS
+*.pbxproj
+*.xcworkspace
+/*.podspec
+/tensorflow/lite/**/[ios|objc|swift]*/BUILD
+/tensorflow/lite/examples/ios/simple/data/*.tflite
+/tensorflow/lite/examples/ios/simple/data/*.txt
+Podfile.lock
+Pods
+xcuserdata
diff --git a/README.md b/README.md
@@ -85,7 +85,7 @@ guidelines](CONTRIBUTING.md). This project adheres to TensorFlow's
 uphold this code.**
 
 **We use [GitHub issues](https://github.com/tensorflow/tensorflow/issues) for
-tracking requests and bugs, so please see
+tracking requests and bugs, please see
 [TensorFlow Discuss](https://groups.google.com/a/tensorflow.org/forum/#!forum/discuss)
 for general questions and discussion, and please direct specific questions to
 [Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**
@@ -114,15 +114,16 @@ The TensorFlow project strives to abide by generally accepted best practices in
 
 ### Community Supported Builds
 
-Build Type                                                                       | Status                                                                                                                                                                                   | Artifacts
--------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
-**IBM s390x**                                                                    | [![Build Status](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/badge/icon)](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/)                                                        | TBA
-**Linux ppc64le CPU** Nightly                                                    | [![Build Status](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Build/badge/icon)](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Build/)                                  | [Nightly](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Nightly_Artifact/)
-**Linux ppc64le CPU** Stable Release                                             | [![Build Status](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Release_Build/badge/icon)](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Release_Build/)                  | [Release](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Release_Build/)
-**Linux ppc64le GPU** Nightly                                                    | [![Build Status](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Build/badge/icon)](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Build/)                                  | [Nightly](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Nightly_Artifact/)
-**Linux ppc64le GPU** Stable Release                                             | [![Build Status](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Release_Build/badge/icon)](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Release_Build/)                  | [Release](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Release_Build/)
-**Linux CPU with Intel® MKL-DNN** Nightly                                        | [![Build Status](https://tensorflow-ci.intel.com/job/tensorflow-mkl-linux-cpu/badge/icon)](https://tensorflow-ci.intel.com/job/tensorflow-mkl-linux-cpu/)                                | [Nightly](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-whl-nightly/)
-**Linux CPU with Intel® MKL-DNN** <br> **Supports Python 2.7, 3.4, 3.5 and 3.6** | [![Build Status](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-release-whl/badge/icon)](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-release-whl/lastStableBuild) | [1.13.1 pypi](https://pypi.org/project/intel-tensorflow/)
+Build Type                                                                        | Status                                                                                                                                                                                        | Artifacts
+--------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
+**IBM s390x**                                                                     | [![Build Status](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/badge/icon)](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/)                                                             | TBA
+**Linux ppc64le CPU** Nightly                                                     | [![Build Status](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Build/badge/icon)](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Build/)                                       | [Nightly](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Nightly_Artifact/)
+**Linux ppc64le CPU** Stable Release                                              | [![Build Status](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Release_Build/badge/icon)](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Release_Build/)                       | [Release](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Release_Build/)
+**Linux ppc64le GPU** Nightly                                                     | [![Build Status](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Build/badge/icon)](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Build/)                                       | [Nightly](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Nightly_Artifact/)
+**Linux ppc64le GPU** Stable Release                                              | [![Build Status](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Release_Build/badge/icon)](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Release_Build/)                       | [Release](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Release_Build/)
+**Linux CPU with Intel® MKL-DNN** Nightly                                         | [![Build Status](https://tensorflow-ci.intel.com/job/tensorflow-mkl-linux-cpu/badge/icon)](https://tensorflow-ci.intel.com/job/tensorflow-mkl-linux-cpu/)                                     | [Nightly](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-whl-nightly/)
+**Linux CPU with Intel® MKL-DNN** <br> **Supports Python 2.7, 3.4, 3.5, and 3.6** | [![Build Status](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-release-whl/badge/icon)](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-release-whl/lastStableBuild)      | [1.13.1 pypi](https://pypi.org/project/intel-tensorflow/)
+**Red Hat® Enterprise Linux® 7.6 CPU & GPU** <br> Python 2.7, 3.6                 | [![Build Status](https://jenkins-tensorflow.apps.ci.centos.org/buildStatus/icon?job=tensorflow-rhel7-3.6&build=2)](https://jenkins-tensorflow.apps.ci.centos.org/job/tensorflow-rhel7-3.6/2/) | [1.13.1 pypi](https://tensorflow.pypi.thoth-station.ninja/index/)
 
 ## For more information