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README.md

      1 <div align="center">
      2   <img src="https://www.tensorflow.org/images/tf_logo_transp.png"><br><br>
      3 </div>
      4 
      5 -----------------
      6 
      7 
      8 | **`Documentation`** |
      9 |-----------------|
     10 | [![Documentation](https://img.shields.io/badge/api-reference-blue.svg)](https://www.tensorflow.org/api_docs/) |
     11 
     12 **TensorFlow** is an open source software library for numerical computation
     13 using data flow graphs. The graph nodes represent mathematical operations, while
     14 the graph edges represent the multidimensional data arrays (tensors) that flow
     15 between them. This flexible architecture enables you to deploy computation to
     16 one or more CPUs or GPUs in a desktop, server, or mobile device without
     17 rewriting code. TensorFlow also includes
     18 [TensorBoard](https://github.com/tensorflow/tensorboard), a data visualization
     19 toolkit.
     20 
     21 TensorFlow was originally developed by researchers and engineers
     22 working on the Google Brain team within Google's Machine Intelligence Research
     23 organization for the purposes of conducting machine learning and deep neural
     24 networks research.  The system is general enough to be applicable in a wide
     25 variety of other domains, as well.
     26 
     27 TensorFlow provides stable Python and C APIs as well as non-guaranteed backwards
     28 compatible API's for C++, Go, Java, JavaScript and Swift.
     29 
     30 Keep up to date with release announcements and security updates by
     31 subscribing to
     32 [announce (a] tensorflow.org](https://groups.google.com/a/tensorflow.org/forum/#!forum/announce).
     33 
     34 ## Installation
     35 
     36 To install the current release for CPU-only:
     37 
     38 ```
     39 pip install tensorflow
     40 ```
     41 
     42 Use the GPU package for CUDA-enabled GPU cards:
     43 
     44 ```
     45 pip install tensorflow-gpu
     46 ```
     47 
     48 *See [Installing TensorFlow](https://www.tensorflow.org/install) for detailed
     49 instructions, and how to build from source.*
     50 
     51 People who are a little more adventurous can also try our nightly binaries:
     52 
     53 **Nightly pip packages**
     54 * We are pleased to announce that TensorFlow now offers nightly pip packages
     55 under the [tf-nightly](https://pypi.python.org/pypi/tf-nightly) and
     56 [tf-nightly-gpu](https://pypi.python.org/pypi/tf-nightly-gpu) project on pypi.
     57 Simply run `pip install tf-nightly` or `pip install tf-nightly-gpu` in a clean
     58 environment to install the nightly TensorFlow build. We support CPU and GPU
     59 packages on Linux, Mac, and Windows.
     60 
     61 #### *Try your first TensorFlow program*
     62 
     63 ```shell
     64 $ python
     65 ```
     66 
     67 ```python
     68 >>> import tensorflow as tf
     69 >>> tf.enable_eager_execution()
     70 >>> tf.add(1, 2).numpy()
     71 3
     72 >>> hello = tf.constant('Hello, TensorFlow!')
     73 >>> hello.numpy()
     74 'Hello, TensorFlow!'
     75 ```
     76 
     77 Learn more examples about how to do specific tasks in TensorFlow at the
     78 [tutorials page of tensorflow.org](https://www.tensorflow.org/tutorials/).
     79 
     80 ## Contribution guidelines
     81 
     82 **If you want to contribute to TensorFlow, be sure to review the [contribution
     83 guidelines](CONTRIBUTING.md). This project adheres to TensorFlow's
     84 [code of conduct](CODE_OF_CONDUCT.md). By participating, you are expected to
     85 uphold this code.**
     86 
     87 **We use [GitHub issues](https://github.com/tensorflow/tensorflow/issues) for
     88 tracking requests and bugs, so please see
     89 [TensorFlow Discuss](https://groups.google.com/a/tensorflow.org/forum/#!forum/discuss)
     90 for general questions and discussion, and please direct specific questions to
     91 [Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**
     92 
     93 The TensorFlow project strives to abide by generally accepted best practices in open-source software development:
     94 
     95 [![CII Best Practices](https://bestpractices.coreinfrastructure.org/projects/1486/badge)](https://bestpractices.coreinfrastructure.org/projects/1486)
     96 
     97 
     98 ## Continuous build status
     99 
    100 ### Official Builds
    101 
    102 | Build 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 
    115 ### Community Supported Builds
    116 
    117 Build Type                                                                                                                                                                                      | Status                                                                                                                                                                                   | Artifacts
    118 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
    119 **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
    120 **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/)
    121 **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/)
    122 **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/)
    123 **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/)
    124 **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/)
    125 **Linux CPU with Intel MKL-DNN** Python 2.7<br> **Linux CPU with Intel MKL-DNN** Python 3.4<br> **Linux CPU with Intel MKL-DNN** Python 3.5<br> **Linux CPU with Intel MKL-DNN** Python 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) | [1.12.0 py2.7](https://storage.googleapis.com/intel-optimized-tensorflow/tensorflow-1.12.0-cp27-cp27mu-linux_x86_64.whl)<br>[1.12.0 py3.4](https://storage.googleapis.com/intel-optimized-tensorflow/tensorflow-1.12.0-cp34-cp34m-linux_x86_64.whl)<br>[1.12.0 py3.5](https://storage.googleapis.com/intel-optimized-tensorflow/tensorflow-1.12.0-cp35-cp35m-linux_x86_64.whl)<br>[1.12.0 py3.6](https://storage.googleapis.com/intel-optimized-tensorflow/tensorflow-1.12.0-cp36-cp36m-linux_x86_64.whl)
    126 
    127 ## For more information
    128 
    129 *   [TensorFlow Website](https://www.tensorflow.org)
    130 *   [TensorFlow Tutorials](https://www.tensorflow.org/tutorials/)
    131 *   [TensorFlow Model Zoo](https://github.com/tensorflow/models)
    132 *   [TensorFlow Twitter](https://twitter.com/tensorflow)
    133 *   [TensorFlow Blog](https://medium.com/tensorflow)
    134 *   [TensorFlow Course at Stanford](https://web.stanford.edu/class/cs20si)
    135 *   [TensorFlow Roadmap](https://www.tensorflow.org/community/roadmap)
    136 *   [TensorFlow White Papers](https://www.tensorflow.org/about/bib)
    137 *   [TensorFlow YouTube Channel](https://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ)
    138 *   [TensorFlow Visualization Toolkit](https://github.com/tensorflow/tensorboard)
    139 
    140 Learn more about the TensorFlow community at the [community page of tensorflow.org](https://www.tensorflow.org/community) for a few ways to participate.
    141 
    142 ## License
    143 
    144 [Apache License 2.0](LICENSE)
    145