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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[](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[](https://bestpractices.coreinfrastructure.org/projects/1486) 96[](CODE_OF_CONDUCT.md) 97 98## Continuous build status 99 100### Official Builds 101 102Build Type | Status | Artifacts 103------------------------ | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------- 104**Linux CPU** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-cc.html) | [PyPI](https://pypi.org/project/tf-nightly/) 105**Linux GPU** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-gpu-py3.html) | [PyPI](https://pypi.org/project/tf-nightly-gpu/) 106**Linux XLA** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-xla.html) | TBA 107**macOS** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/macos-py2-cc.html) | [PyPI](https://pypi.org/project/tf-nightly/) 108**Windows CPU** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-cpu.html) | [PyPI](https://pypi.org/project/tf-nightly/) 109**Windows GPU** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-gpu.html) | [PyPI](https://pypi.org/project/tf-nightly-gpu/) 110**Android** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.html) | [](https://bintray.com/google/tensorflow/tensorflow/_latestVersion) 111**Raspberry Pi 0 and 1** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py2.html) [](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** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py2.html) [](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 | [](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 | [](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 | [](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 | [](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 | [](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 | [](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 | [](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 | [](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 | [](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 |  | 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 | [](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