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README.md

1<div align="center">
2  <img src="https://www.tensorflow.org/images/tf_logo_social.png">
3</div>
4
5**`Documentation`** |
6------------------- |
7[![Documentation](https://img.shields.io/badge/api-reference-blue.svg)](https://www.tensorflow.org/api_docs/) |
8
9[TensorFlow](https://www.tensorflow.org/) is an end-to-end open source platform
10for machine learning. It has a comprehensive, flexible ecosystem of
11[tools](https://www.tensorflow.org/resources/tools),
12[libraries](https://www.tensorflow.org/resources/libraries-extensions), and
13[community](https://www.tensorflow.org/community) resources that lets
14researchers push the state-of-the-art in ML and developers easily build and
15deploy ML-powered applications.
16
17TensorFlow was originally developed by researchers and engineers working on the
18Google Brain team within Google's Machine Intelligence Research organization to
19conduct machine learning and deep neural networks research. The system is
20general enough to be applicable in a wide variety of other domains, as well.
21
22TensorFlow provides stable [Python](https://www.tensorflow.org/api_docs/python)
23and [C++](https://www.tensorflow.org/api_docs/cc) APIs, as well as
24non-guaranteed backward compatible API for
25[other languages](https://www.tensorflow.org/api_docs).
26
27Keep up-to-date with release announcements and security updates by subscribing
28to
29[announce@tensorflow.org](https://groups.google.com/a/tensorflow.org/forum/#!forum/announce).
30See all the [mailing lists](https://www.tensorflow.org/community/forums).
31
32## Install
33
34See the [TensorFlow install guide](https://www.tensorflow.org/install) for the
35[pip package](https://www.tensorflow.org/install/pip), to
36[enable GPU support](https://www.tensorflow.org/install/gpu), use a
37[Docker container](https://www.tensorflow.org/install/docker), and
38[build from source](https://www.tensorflow.org/install/source).
39
40To install the current release, which includes support for
41[CUDA-enabled GPU cards](https://www.tensorflow.org/install/gpu) *(Ubuntu and
42Windows)*:
43
44```
45$ pip install tensorflow
46```
47
48A smaller CPU-only package is also available:
49
50```
51$ pip install tensorflow-cpu
52```
53
54To update TensorFlow to the latest version, add `--upgrade` flag to the above
55commands.
56
57*Nightly binaries are available for testing using the
58[tf-nightly](https://pypi.python.org/pypi/tf-nightly) and
59[tf-nightly-cpu](https://pypi.python.org/pypi/tf-nightly-cpu) packages on PyPi.*
60
61#### *Try your first TensorFlow program*
62
63```shell
64$ python
65```
66
67```python
68>>> import tensorflow as tf
69>>> tf.add(1, 2).numpy()
703
71>>> hello = tf.constant('Hello, TensorFlow!')
72>>> hello.numpy()
73'Hello, TensorFlow!'
74```
75
76For more examples, see the
77[TensorFlow tutorials](https://www.tensorflow.org/tutorials/).
78
79## Contribution guidelines
80
81**If you want to contribute to TensorFlow, be sure to review the
82[contribution guidelines](CONTRIBUTING.md). This project adheres to TensorFlow's
83[code of conduct](CODE_OF_CONDUCT.md). By participating, you are expected to
84uphold this code.**
85
86**We use [GitHub issues](https://github.com/tensorflow/tensorflow/issues) for
87tracking requests and bugs, please see
88[TensorFlow Discuss](https://groups.google.com/a/tensorflow.org/forum/#!forum/discuss)
89for general questions and discussion, and please direct specific questions to
90[Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**
91
92The TensorFlow project strives to abide by generally accepted best practices in
93open-source software development:
94
95[![CII Best Practices](https://bestpractices.coreinfrastructure.org/projects/1486/badge)](https://bestpractices.coreinfrastructure.org/projects/1486)
96[![Contributor Covenant](https://img.shields.io/badge/Contributor%20Covenant-v1.4%20adopted-ff69b4.svg)](CODE_OF_CONDUCT.md)
97
98## Continuous build status
99
100### Official Builds
101
102Build Type               | Status                                                                                                                                                                                                                                                                                                                                        | Artifacts
103------------------------ | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
104**Linux CPU**            | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-cc.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-cc.html)                                                                                                                                                                        | [PyPI](https://pypi.org/project/tf-nightly/)
105**Linux GPU**            | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-gpu-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-gpu-py3.html)                                                                                                                                                              | [PyPI](https://pypi.org/project/tf-nightly-gpu/)
106**Linux XLA**            | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-xla.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-xla.html)                                                                                                                                                                      | TBA
107**macOS**                | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/macos-py2-cc.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/macos-py2-cc.html)                                                                                                                                                                  | [PyPI](https://pypi.org/project/tf-nightly/)
108**Windows CPU**          | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-cpu.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-cpu.html)                                                                                                                                                                    | [PyPI](https://pypi.org/project/tf-nightly/)
109**Windows GPU**          | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-gpu.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-gpu.html)                                                                                                                                                                    | [PyPI](https://pypi.org/project/tf-nightly-gpu/)
110**Android**              | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.html)                                                                                                                                                                            | [![Download](https://api.bintray.com/packages/google/tensorflow/tensorflow/images/download.svg)](https://bintray.com/google/tensorflow/tensorflow/_latestVersion)
111**Raspberry Pi 0 and 1** | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py2.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py2.html) [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py3.html) | [Py2](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp27-none-linux_armv6l.whl) [Py3](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp34-none-linux_armv6l.whl)
112**Raspberry Pi 2 and 3** | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py2.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py2.html) [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py3.html) | [Py2](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp27-none-linux_armv7l.whl) [Py3](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp34-none-linux_armv7l.whl)
113
114### Community Supported Builds
115
116Build Type                                                        | Status                                                                                                                                                                                        | Artifacts
117----------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
118**Linux AMD ROCm GPU** Nightly                                    | [![Build Status](http://ml-ci.amd.com:21096/job/tensorflow-rocm-nightly/badge/icon)](http://ml-ci.amd.com:21096/job/tensorflow-rocm-nightly)                                                  | [Nightly](http://ml-ci.amd.com:21096/job/tensorflow-rocm-nightly/lastSuccessfulBuild/)
119**Linux AMD ROCm GPU** Stable Release                             | [![Build Status](http://ml-ci.amd.com:21096/job/tensorflow-rocm-release/badge/icon)](http://ml-ci.amd.com:21096/job/tensorflow-rocm-release/)                                                 | Release [1.15](http://ml-ci.amd.com:21096/job/tensorflow-rocm-release/lastSuccessfulBuild/) / [2.x](http://ml-ci.amd.com:21096/job/tensorflow-rocm-v2-release/lastSuccessfulBuild/)
120**Linux s390x** Nightly                                           | [![Build Status](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/badge/icon)](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/)                                                             | [Nightly](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/)
121**Linux s390x CPU** Stable Release                                | [![Build Status](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_Release_Build/badge/icon)](https://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_Release_Build/)                                      | [Release](https://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_Release_Build/)
122**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/)
123**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 [1.15](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Release_Build/) / [2.x](https://powerci.osuosl.org/job/TensorFlow2_PPC64LE_CPU_Release_Build/)
124**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/)
125**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 [1.15](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Release_Build/) / [2.x](https://powerci.osuosl.org/job/TensorFlow2_PPC64LE_GPU_Release_Build/)
126**Linux CPU with Intel® MKL-DNN** Nightly                         | [![Build Status](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-whl-nightly/badge/icon)](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-whl-nightly/)                     | [Nightly](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-whl-nightly/)
127**Linux CPU with Intel® MKL-DNN** Stable Release                  | ![Build Status](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-release-whl/badge/icon)                                                                                              | Release [1.15](https://pypi.org/project/intel-tensorflow/1.15.0/) / [2.x](https://pypi.org/project/intel-tensorflow/)
128**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/)
129
130## Resources
131
132*   [TensorFlow.org](https://www.tensorflow.org)
133*   [TensorFlow tutorials](https://www.tensorflow.org/tutorials/)
134*   [TensorFlow official models](https://github.com/tensorflow/models/tree/master/official)
135*   [TensorFlow examples](https://github.com/tensorflow/examples)
136*   [TensorFlow in Practice from Coursera](https://www.coursera.org/specializations/tensorflow-in-practice)
137*   [Intro to TensorFlow for Deep Learning from Udacity](https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187)
138*   [Introduction to TensorFlow Lite from Udacity](https://www.udacity.com/course/intro-to-tensorflow-lite--ud190)
139*   [TensorFlow blog](https://blog.tensorflow.org)
140*   [TensorFlow Twitter](https://twitter.com/tensorflow)
141*   [TensorFlow YouTube](https://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ)
142*   [TensorFlow roadmap](https://www.tensorflow.org/community/roadmap)
143*   [TensorFlow white papers](https://www.tensorflow.org/about/bib)
144*   [TensorBoard visualization toolkit](https://github.com/tensorflow/tensorboard)
145
146Learn more about the
147[TensorFlow community](https://www.tensorflow.org/community) and how to
148[contribute](https://www.tensorflow.org/community/contribute).
149
150## License
151
152[Apache License 2.0](LICENSE)
153