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| .github/ | | 03-May-2024 | - | 497 | 300 |
| tensorflow/ | | 03-May-2024 | - | 5,347,107 | 4,278,133 |
| third_party/ | | 03-May-2024 | - | 54,505 | 49,265 |
| tools/ | | 03-May-2024 | - | 181 | 130 |
| .bazelrc | D | 03-May-2024 | 33.5 KiB | 655 | 569 |
| .bazelversion | D | 03-May-2024 | 6 | 2 | 1 |
| .gitignore | D | 03-May-2024 | 896 | 50 | 47 |
| .pylintrc | D | 03-May-2024 | 10.8 KiB | 337 | 227 |
| ACKNOWLEDGMENTS | D | 03-May-2024 | 2.2 KiB | 51 | 36 |
| AUTHORS | D | 03-May-2024 | 349 | 11 | 8 |
| Android.bp | D | 03-May-2024 | 2.8 KiB | 80 | 74 |
| BUILD | D | 03-May-2024 | 95 | 7 | 6 |
| CODEOWNERS | D | 03-May-2024 | 656 | 18 | 15 |
| CODE_OF_CONDUCT.md | D | 03-May-2024 | 5.2 KiB | 80 | 48 |
| CONTRIBUTING.md | D | 03-May-2024 | 9.7 KiB | 210 | 156 |
| ISSUES.md | D | 03-May-2024 | 606 | 12 | 9 |
| ISSUE_TEMPLATE.md | D | 03-May-2024 | 2.2 KiB | 48 | 34 |
| LICENSE | D | 03-May-2024 | 11.2 KiB | 204 | 170 |
| METADATA | D | 03-May-2024 | 1.2 KiB | 30 | 28 |
| MODULE_LICENSE_APACHE2 | D | 03-May-2024 | 0 | | |
| NOTICE | D | 03-May-2024 | 11.1 KiB | 204 | 170 |
| OWNERS | D | 03-May-2024 | 222 | 6 | 5 |
| README.md | D | 03-May-2024 | 20.5 KiB | 179 | 143 |
| RELEASE.md | D | 03-May-2024 | 327.4 KiB | 4,735 | 4,295 |
| SECURITY.md | D | 03-May-2024 | 12.8 KiB | 249 | 203 |
| WORKSPACE | D | 03-May-2024 | 665 | 24 | 15 |
| arm_compiler.BUILD | D | 03-May-2024 | 1.1 KiB | 76 | 64 |
| configure | D | 03-May-2024 | 285 | 16 | 8 |
| configure.cmd | D | 03-May-2024 | 782 | 21 | 18 |
| configure.py | D | 03-May-2024 | 52.5 KiB | 1,483 | 1,143 |
| models.BUILD | D | 03-May-2024 | 328 | 19 | 16 |
README.md
1<div align="center">
2 <img src="https://www.tensorflow.org/images/tf_logo_social.png">
3</div>
4
5[](https://badge.fury.io/py/tensorflow)
6[](https://badge.fury.io/py/tensorflow)
7
8**`Documentation`** |
9------------------- |
10[](https://www.tensorflow.org/api_docs/) |
11
12[TensorFlow](https://www.tensorflow.org/) is an end-to-end open source platform
13for machine learning. It has a comprehensive, flexible ecosystem of
14[tools](https://www.tensorflow.org/resources/tools),
15[libraries](https://www.tensorflow.org/resources/libraries-extensions), and
16[community](https://www.tensorflow.org/community) resources that lets
17researchers push the state-of-the-art in ML and developers easily build and
18deploy ML-powered applications.
19
20TensorFlow was originally developed by researchers and engineers working on the
21Google Brain team within Google's Machine Intelligence Research organization to
22conduct machine learning and deep neural networks research. The system is
23general enough to be applicable in a wide variety of other domains, as well.
24
25TensorFlow provides stable [Python](https://www.tensorflow.org/api_docs/python)
26and [C++](https://www.tensorflow.org/api_docs/cc) APIs, as well as
27non-guaranteed backward compatible API for
28[other languages](https://www.tensorflow.org/api_docs).
29
30Keep up-to-date with release announcements and security updates by subscribing
31to
32[announce@tensorflow.org](https://groups.google.com/a/tensorflow.org/forum/#!forum/announce).
33See all the [mailing lists](https://www.tensorflow.org/community/forums).
34
35## Install
36
37See the [TensorFlow install guide](https://www.tensorflow.org/install) for the
38[pip package](https://www.tensorflow.org/install/pip), to
39[enable GPU support](https://www.tensorflow.org/install/gpu), use a
40[Docker container](https://www.tensorflow.org/install/docker), and
41[build from source](https://www.tensorflow.org/install/source).
42
43To install the current release, which includes support for
44[CUDA-enabled GPU cards](https://www.tensorflow.org/install/gpu) *(Ubuntu and
45Windows)*:
46
47```
48$ pip install tensorflow
49```
50
51A smaller CPU-only package is also available:
52
53```
54$ pip install tensorflow-cpu
55```
56
57To update TensorFlow to the latest version, add `--upgrade` flag to the above
58commands.
59
60*Nightly binaries are available for testing using the
61[tf-nightly](https://pypi.python.org/pypi/tf-nightly) and
62[tf-nightly-cpu](https://pypi.python.org/pypi/tf-nightly-cpu) packages on PyPi.*
63
64#### *Try your first TensorFlow program*
65
66```shell
67$ python
68```
69
70```python
71>>> import tensorflow as tf
72>>> tf.add(1, 2).numpy()
733
74>>> hello = tf.constant('Hello, TensorFlow!')
75>>> hello.numpy()
76b'Hello, TensorFlow!'
77```
78
79For more examples, see the
80[TensorFlow tutorials](https://www.tensorflow.org/tutorials/).
81
82## Contribution guidelines
83
84**If you want to contribute to TensorFlow, be sure to review the
85[contribution guidelines](CONTRIBUTING.md). This project adheres to TensorFlow's
86[code of conduct](CODE_OF_CONDUCT.md). By participating, you are expected to
87uphold this code.**
88
89**We use [GitHub issues](https://github.com/tensorflow/tensorflow/issues) for
90tracking requests and bugs, please see
91[TensorFlow Discuss](https://groups.google.com/a/tensorflow.org/forum/#!forum/discuss)
92for general questions and discussion, and please direct specific questions to
93[Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**
94
95The TensorFlow project strives to abide by generally accepted best practices in
96open-source software development:
97
98[](https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened&can=1&q=proj:tensorflow)
99[](https://bestpractices.coreinfrastructure.org/projects/1486)
100[](CODE_OF_CONDUCT.md)
101
102## Continuous build status
103
104### Official Builds
105
106Build Type | Status | Artifacts
107----------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
108**Linux CPU** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-cc.html) | [PyPI](https://pypi.org/project/tf-nightly/)
109**Linux GPU** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-gpu-py3.html) | [PyPI](https://pypi.org/project/tf-nightly-gpu/)
110**Linux XLA** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-xla.html) | TBA
111**macOS** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/macos-py2-cc.html) | [PyPI](https://pypi.org/project/tf-nightly/)
112**Windows CPU** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-cpu.html) | [PyPI](https://pypi.org/project/tf-nightly/)
113**Windows GPU** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-gpu.html) | [PyPI](https://pypi.org/project/tf-nightly-gpu/)
114**Android** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.html) | [](https://bintray.com/google/tensorflow/tensorflow/_latestVersion)
115**Raspberry Pi 0 and 1** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py3.html) | [Py3](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp34-none-linux_armv6l.whl)
116**Raspberry Pi 2 and 3** | [](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py3.html) | [Py3](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp34-none-linux_armv7l.whl)
117**Libtensorflow MacOS CPU** | Status Temporarily Unavailable | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/macos/latest/macos_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
118**Libtensorflow Linux CPU** | Status Temporarily Unavailable | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/ubuntu_16/latest/cpu/ubuntu_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
119**Libtensorflow Linux GPU** | Status Temporarily Unavailable | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/ubuntu_16/latest/gpu/ubuntu_gpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
120**Libtensorflow Windows CPU** | Status Temporarily Unavailable | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/windows/latest/cpu/windows_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
121**Libtensorflow Windows GPU** | Status Temporarily Unavailable | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/windows/latest/gpu/windows_gpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)
122
123### Community Supported Builds
124
125Build Type | Status | Artifacts
126----------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
127**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/)
128**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/)
129**Linux s390x** Nightly | [](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/) | [Nightly](http://ibmz-ci.osuosl.org/job/TensorFlow_IBMZ_CI/)
130**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/)
131**Linux ppc64le CPU** Nightly | [](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Build/) | [Nightly](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_CPU_Nightly_Artifact/)
132**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/)
133**Linux ppc64le GPU** Nightly | [](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Build/) | [Nightly](https://powerci.osuosl.org/job/TensorFlow_PPC64LE_GPU_Nightly_Artifact/)
134**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/)
135**Linux aarch64 CPU** Nightly (Linaro) | [](https://ci.linaro.org/jenkins/job/ldcg-python-tensorflow-nightly/) | [Nightly](http://snapshots.linaro.org/ldcg/python/tensorflow-nightly/latest/)
136**Linux aarch64 CPU** Stable Release (Linaro) | [](https://ci.linaro.org/jenkins/job/ldcg-python-tensorflow/) | Release [1.x & 2.x](http://snapshots.linaro.org/ldcg/python/tensorflow/latest/)
137**Linux aarch64 CPU** Nightly (OpenLab)<br> Python 3.6 | [](https://status.openlabtesting.org/builds/builds?project=tensorflow%2Ftensorflow&job_name=tensorflow-arm64-build-daily-master) | [Nightly](https://status.openlabtesting.org/builds/builds?project=tensorflow%2Ftensorflow&job_name=tensorflow-arm64-build-daily-master)
138**Linux aarch64 CPU** Stable Release (OpenLab) | [](http://status.openlabtesting.org/builds?project=tensorflow%2Ftensorflow&job_name=tensorflow-v2.1.0-cpu-arm64-release-build-show&job_name=tensorflow-v1.15.3-cpu-arm64-release-build-show) | Release [1.15](http://status.openlabtesting.org/builds?project=tensorflow%2Ftensorflow&job_name=tensorflow-v1.15.3-cpu-arm64-release-build-show) / [2.x](http://status.openlabtesting.org/builds?project=tensorflow%2Ftensorflow&job_name=tensorflow-v2.1.0-cpu-arm64-release-build-show)
139**Linux CPU with Intel oneAPI Deep Neural Network Library (oneDNN)** Nightly | [](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-whl-nightly/) | [Nightly](https://tensorflow-ci.intel.com/job/tensorflow-mkl-build-whl-nightly/)
140**Linux CPU with Intel oneAPI Deep Neural Network Library (oneDNN)** Stable Release |  | Release [1.15](https://pypi.org/project/intel-tensorflow/1.15.0/) / [2.x](https://pypi.org/project/intel-tensorflow/)
141**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/)
142
143### Community Supported Containers
144
145Container Type | Status | Artifacts
146----------------------------------------------------------------- | ------ | ---------
147**TensorFlow aarch64 Neoverse-N1 CPU** Stable (Linaro)<br> Debian | Static | Release [2.3](https://hub.docker.com/r/linaro/tensorflow-arm-neoverse-n1)
148
149## Resources
150
151* [TensorFlow.org](https://www.tensorflow.org)
152* [TensorFlow Tutorials](https://www.tensorflow.org/tutorials/)
153* [TensorFlow Official Models](https://github.com/tensorflow/models/tree/master/official)
154* [TensorFlow Examples](https://github.com/tensorflow/examples)
155* [DeepLearning.AI TensorFlow Developer Professional Certificate](https://www.coursera.org/specializations/tensorflow-in-practice)
156* [TensorFlow: Data and Deployment from Coursera](https://www.coursera.org/specializations/tensorflow-data-and-deployment)
157* [Getting Started with TensorFlow 2 from Coursera](https://www.coursera.org/learn/getting-started-with-tensor-flow2)
158* [TensorFlow: Advanced Techniques from Coursera](https://www.coursera.org/specializations/tensorflow-advanced-techniques)
159* [Intro to TensorFlow for A.I, M.L, and D.L from Coursera](https://www.coursera.org/learn/introduction-tensorflow)
160* [Intro to TensorFlow for Deep Learning from Udacity](https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187)
161* [Introduction to TensorFlow Lite from Udacity](https://www.udacity.com/course/intro-to-tensorflow-lite--ud190)
162* [Machine Learning with TensorFlow on GCP](https://www.coursera.org/specializations/machine-learning-tensorflow-gcp)
163* [TensorFlow Codelabs](https://codelabs.developers.google.com/?cat=TensorFlow)
164* [TensorFlow Blog](https://blog.tensorflow.org)
165* [Learn ML with TensorFlow](https://www.tensorflow.org/resources/learn-ml)
166* [TensorFlow Twitter](https://twitter.com/tensorflow)
167* [TensorFlow YouTube](https://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ)
168* [TensorFlow Roadmap](https://www.tensorflow.org/model_optimization/guide/roadmap)
169* [TensorFlow White Papers](https://www.tensorflow.org/about/bib)
170* [TensorBoard Visualization Toolkit](https://github.com/tensorflow/tensorboard)
171
172Learn more about the
173[TensorFlow community](https://www.tensorflow.org/community) and how to
174[contribute](https://www.tensorflow.org/community/contribute).
175
176## License
177
178[Apache License 2.0](LICENSE)
179
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