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2/30 approved changesets -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#code-review"}},{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#dangerous-workflow"}},{"name":"Dependency-Update-Tool","score":10,"reason":"update tool detected","details":["Info: detected update tool: Dependabot: .github/dependabot.yml:1"],"documentation":{"short":"Determines if the project uses a dependency update tool.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#dependency-update-tool"}},{"name":"Token-Permissions","score":9,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Info: jobLevel 'pull-requests' permission set to 'read': .github/workflows/issue-on-pr-rollback.yml:30","Info: jobLevel 'contents' permission set to 'read': .github/workflows/issue-on-pr-rollback.yml:28","Warn: jobLevel 'contents' permission set to 'write': .github/workflows/update-nightly.yml:29","Info: topLevel 'contents' permission set to 'read': .github/workflows/arm-cd.yml:28","Info: topLevel 'contents' permission set to 'read': .github/workflows/arm-ci-extended-cpp.yml:26","Info: topLevel 'contents' permission set to 'read': .github/workflows/arm-ci-extended.yml:26","Info: topLevel 'contents' permission set to 'read': .github/workflows/arm-ci.yml:24","Info: topLevel 'contents' permission set to 'read': .github/workflows/cffconvert.yml:24","Info: found token with 'none' permissions: .github/workflows/issue-on-pr-rollback.yml:1","Warn: topLevel 'security-events' permission set to 'write': .github/workflows/osv-scanner-scheduled.yml:24","Info: topLevel 'contents' permission set to 'read': .github/workflows/osv-scanner-scheduled.yml:26","Info: topLevel 'contents' permission set to 'read': .github/workflows/pylint-presubmit.yml:23","Info: topLevel 'contents' permission set to 'read': .github/workflows/release-branch-cherrypick.yml:39","Info: topLevel permissions set to 'read-all': .github/workflows/scorecards-analysis.yml:29","Info: topLevel 'contents' permission set to 'read': .github/workflows/stale-issues.yml:22","Info: found token with 'none' permissions: .github/workflows/update-nightly.yml:1","Info: topLevel 'contents' permission set to 'read': .github/workflows/update-rbe.yml:24"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#token-permissions"}},{"name":"Maintained","score":10,"reason":"30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#maintained"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#packaging"}},{"name":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: SECURITY.md:1","Info: Found linked content: SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: SECURITY.md:1","Info: Found text in security policy: SECURITY.md:1"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#security-policy"}},{"name":"CII-Best-Practices","score":5,"reason":"badge detected: Passing","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#cii-best-practices"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: Apache License 2.0: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#signed-releases"}},{"name":"Binary-Artifacts","score":8,"reason":"binaries present in source code","details":["Warn: binary detected: tensorflow/lite/java/demo/gradle/wrapper/gradle-wrapper.jar:1","Warn: binary detected: tensorflow/lite/java/ovic/demo/gradle/wrapper/gradle-wrapper.jar:1"],"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#binary-artifacts"}},{"name":"SAST","score":9,"reason":"SAST tool is not run on all commits -- score normalized to 9","details":["Warn: 27 commits out of 28 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#sast"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/ab2f6e92482462fe66246d9e32f642855a691dc1/docs/checks.md#branch-protection"}},{"name":"Pinned-Dependencies","score":1,"reason":"dependency not pinned by hash detected -- score normalized to 1","details":["Info: Possibly incomplete results: error parsing shell code: a command can only contain words and redirects; encountered (: ci/devinfra/docker/windows/Dockerfile:26","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows/Dockerfile:32-34","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows/Dockerfile:37","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows/Dockerfile:55-60","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows/Dockerfile:63-69","Info: Possibly incomplete results: error parsing shell code: a command can only contain words and redirects; encountered (: ci/devinfra/docker/windows/Dockerfile:83-100","Info: Possibly incomplete results: error parsing shell code: a command can only contain words and redirects; encountered (: ci/devinfra/docker/windows/Dockerfile:107-121","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows/Dockerfile:153-157","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows/Dockerfile:160-161","Info: Possibly incomplete results: error parsing shell code: \u0026 can only immediately follow a statement: ci/devinfra/docker/windows/Dockerfile:162","Info: Possibly incomplete results: error parsing shell code: \"foo(\" must be followed by ): ci/devinfra/docker/windows/Dockerfile:163-164","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows2022/Dockerfile:24-26","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows2022/Dockerfile:29","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows2022/Dockerfile:46-51","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows2022/Dockerfile:54-60","Info: Possibly incomplete results: error parsing shell code: \"foo(\" must be followed by ): ci/devinfra/docker/windows2022/Dockerfile:72-115","Info: Possibly incomplete results: error parsing shell code: a command can only contain words and redirects; encountered (: ci/devinfra/docker/windows2022/Dockerfile:123-137","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows2022/Dockerfile:170-174","Info: Possibly incomplete results: error parsing shell code: statements must be separated by \u0026, ; or a newline: ci/devinfra/docker/windows2022/Dockerfile:178-179","Info: Possibly incomplete results: error parsing shell code: \u0026 can only immediately follow a statement: ci/devinfra/docker/windows2022/Dockerfile:180","Info: Possibly incomplete results: error parsing shell code: \"foo(\" must be followed by ): ci/devinfra/docker/windows2022/Dockerfile:181-182","Info: Possibly incomplete results: error parsing shell code: \u0026\u003e must be followed by a word: tensorflow/compiler/mlir/tensorflow/tests/reducer/unsupported-op-test.sh:0","Info: Possibly incomplete results: error parsing shell code: invalid var name: tensorflow/tools/ci_build/builds/test_user_ops.sh:0","Warn: containerImage not pinned by hash: ci/devinfra/docker/windows/Dockerfile:15: pin your Docker image by updating mcr.microsoft.com/windows/servercore:ltsc2019 to mcr.microsoft.com/windows/servercore:ltsc2019@sha256:0f967dbb28a1637e6fb8d6a552a3cca69121ccef4e0c6631f8231097016ec9f8","Warn: containerImage not pinned by hash: ci/devinfra/docker/windows2022/Dockerfile:11: pin your Docker image by updating mcr.microsoft.com/windows/servercore:ltsc2022 to mcr.microsoft.com/windows/servercore:ltsc2022@sha256:d9e1a220c13cf25c7b213fbd96df2b63671e2dba0de3909003d4bb23a8bc8a1c","Warn: containerImage not pinned by hash: ci/official/containers/ml_build/Dockerfile:3","Warn: containerImage not pinned by hash: tensorflow/lite/tools/pip_package/Dockerfile.py3:16","Warn: containerImage not pinned by hash: tensorflow/lite/tools/tflite-android.Dockerfile:1: pin your Docker image by updating tensorflow/build:latest-python3.11 to tensorflow/build:latest-python3.11@sha256:15ce4d4aff708dba7720752587026d15c563c9078269c932abcfb50e9fd68f6c","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.android:1: pin your Docker image by updating ubuntu:16.04 to ubuntu:16.04@sha256:1f1a2d56de1d604801a9671f301190704c25d604a416f59e03c04f5c6ffee0d6","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.cmake:15: pin your Docker image by updating ubuntu:16.04 to ubuntu:16.04@sha256:1f1a2d56de1d604801a9671f301190704c25d604a416f59e03c04f5c6ffee0d6","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.cpu:1: pin your Docker image by updating ubuntu:16.04 to ubuntu:16.04@sha256:1f1a2d56de1d604801a9671f301190704c25d604a416f59e03c04f5c6ffee0d6","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.cpu-py36:1: pin your Docker image by updating ubuntu:16.04 to ubuntu:16.04@sha256:1f1a2d56de1d604801a9671f301190704c25d604a416f59e03c04f5c6ffee0d6","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.cpu.arm64:1: pin your Docker image by updating linaro/tensorflow-arm64-build:2.17-multipython to linaro/tensorflow-arm64-build:2.17-multipython@sha256:71d97e638fc3059a38a94cd0af2935da0cce288ecec9a8bbebafe2fb150cd664","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.cpu.ppc64le:1: pin your Docker image by updating ubuntu:16.04 to ubuntu:16.04@sha256:1f1a2d56de1d604801a9671f301190704c25d604a416f59e03c04f5c6ffee0d6","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.cuda-clang:11","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_gpu:1","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_ubuntu_16:3","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_ubuntu_16:34: pin your Docker image by updating ubuntu:16.04 to ubuntu:16.04@sha256:1f1a2d56de1d604801a9671f301190704c25d604a416f59e03c04f5c6ffee0d6","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_ubuntu_16_cuda10.0:3","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_ubuntu_16_cuda10.0:30","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_ubuntu_16_cuda10.1:3","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_ubuntu_16_cuda10.1:30","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_ubuntu_16_cuda11.2:3","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.custom_op_ubuntu_16_cuda11.2:30","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.debian.bullseye.cpu:1: pin your Docker image by updating debian:bullseye-20221219 to debian:bullseye-20221219@sha256:c66c0e5dc607baefefda1d9e64a3b3a317e4189c540c8eac0c1a06186fe353a1","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.gpu:1","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.gpu.ppc64le:1: pin your Docker image by updating nvidia/cuda-ppc64le:9.2-cudnn7-devel-ubuntu16.04 to nvidia/cuda-ppc64le:9.2-cudnn7-devel-ubuntu16.04@sha256:2f11acbd03c1f316f8bece8e850a8ebdc8cbaa262a4afd95c608e51062c0b344","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.local-toolchain-ubuntu18.04-manylinux2010:10","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.local-toolchain-ubuntu20.04-manylinux2014:13","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.micro:4: pin your Docker image by updating python:3.12.0a3-slim-bullseye to python:3.12.0a3-slim-bullseye@sha256:af6510dd0c93066231f4f5f0d6b399a47cf5f91c26c6797f5e145fab01d94316","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.pi:1: pin your Docker image by updating ubuntu:14.04 to ubuntu:14.04@sha256:64483f3496c1373bfd55348e88694d1c4d0c9b660dee6bfef5e12f43b9933b30","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cpu:6: pin your Docker image by updating launcher.gcr.io/google/rbe-ubuntu16-04:r327695 to launcher.gcr.io/google/rbe-ubuntu16-04:r327695@sha256:b940d4f08ea79ce9a07220754052da2ac4a4316e035d8799769cea3c24d10c66","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda10.1-cudnn7-ubuntu16.04-manylinux2010:11","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda10.1-cudnn7-ubuntu16.04-manylinux2010:36","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda10.1-cudnn7-ubuntu16.04-manylinux2010-multipython:11","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda10.1-cudnn7-ubuntu16.04-manylinux2010-multipython:36","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda10.1-cudnn7-ubuntu18.04-manylinux2010-multipython:11","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda10.1-cudnn7-ubuntu18.04-manylinux2010-multipython:36","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda10.2-cudnn7-ubuntu18.04-manylinux2010-multipython:11: pin your Docker image by updating gcr.io/tensorflow-testing/nosla-cuda10.0-cudnn7-ubuntu16.04-manylinux2010 to gcr.io/tensorflow-testing/nosla-cuda10.0-cudnn7-ubuntu16.04-manylinux2010@sha256:6a5d4699391340f889c645e9f922c0dee980f426cc5ffd92fe4cc19e288a0a33","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda11.0-cudnn8-ubuntu18.04-manylinux2010-multipython:11","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda11.0-cudnn8-ubuntu18.04-manylinux2010-multipython:38","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda11.2-cudnn8.1-ubuntu20.04-manylinux2014-multipython:14","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.cuda11.2-cudnn8.1-ubuntu20.04-manylinux2014-multipython:41","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.gpu:1","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.rocm-ubuntu18.04-manylinux2010-multipython:10: pin your Docker image by updating ubuntu:18.04 to ubuntu:18.04@sha256:152dc042452c496007f07ca9127571cb9c29697f42acbfad72324b2bb2e43c98","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.rocm-ubuntu20.04-manylinux2014-multipython:10: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.ubuntu16.04-manylinux2010:11","Warn: containerImage not pinned by hash: tensorflow/tools/ci_build/Dockerfile.rbe.ubuntu16.04-manylinux2010:40: pin your Docker image by updating ubuntu:16.04 to ubuntu:16.04@sha256:1f1a2d56de1d604801a9671f301190704c25d604a416f59e03c04f5c6ffee0d6","Warn: containerImage not pinned by hash: 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Artificial Intelligence","Projects","Machine Learning (Entry-Level)","ML Frameworks"],"readme":"\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"https://www.tensorflow.org/images/tf_logo_horizontal.png\"\u003e\n\u003c/div\u003e\n\n[![Python](https://img.shields.io/pypi/pyversions/tensorflow.svg)](https://badge.fury.io/py/tensorflow)\n[![PyPI](https://badge.fury.io/py/tensorflow.svg)](https://badge.fury.io/py/tensorflow)\n[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.4724125.svg)](https://doi.org/10.5281/zenodo.4724125)\n[![CII Best Practices](https://bestpractices.coreinfrastructure.org/projects/1486/badge)](https://bestpractices.coreinfrastructure.org/projects/1486)\n[![OpenSSF Scorecard](https://api.securityscorecards.dev/projects/github.com/tensorflow/tensorflow/badge)](https://securityscorecards.dev/viewer/?uri=github.com/tensorflow/tensorflow)\n[![Fuzzing Status](https://oss-fuzz-build-logs.storage.googleapis.com/badges/tensorflow.svg)](https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened\u0026can=1\u0026q=proj:tensorflow)\n[![Fuzzing Status](https://oss-fuzz-build-logs.storage.googleapis.com/badges/tensorflow-py.svg)](https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened\u0026can=1\u0026q=proj:tensorflow-py)\n[![OSSRank](https://shields.io/endpoint?url=https://ossrank.com/shield/44)](https://ossrank.com/p/44)\n[![Contributor Covenant](https://img.shields.io/badge/Contributor%20Covenant-v1.4%20adopted-ff69b4.svg)](CODE_OF_CONDUCT.md)\n[![TF Official Continuous](https://tensorflow.github.io/build/TF%20Official%20Continuous.svg)](https://tensorflow.github.io/build#TF%20Official%20Continuous)\n[![TF Official Nightly](https://tensorflow.github.io/build/TF%20Official%20Nightly.svg)](https://tensorflow.github.io/build#TF%20Official%20Nightly)\n\n**`Documentation`** |\n------------------- |\n[![Documentation](https://img.shields.io/badge/api-reference-blue.svg)](https://www.tensorflow.org/api_docs/) |\n\n[TensorFlow](https://www.tensorflow.org/) is an end-to-end open source platform\nfor machine learning. It has a comprehensive, flexible ecosystem of\n[tools](https://www.tensorflow.org/resources/tools),\n[libraries](https://www.tensorflow.org/resources/libraries-extensions), and\n[community](https://www.tensorflow.org/community) resources that lets\nresearchers push the state-of-the-art in ML and developers easily build and\ndeploy ML-powered applications.\n\nTensorFlow was originally developed by researchers and engineers working within\nthe Machine Intelligence team at Google Brain to conduct research in machine\nlearning and neural networks. However, the framework is versatile enough to be\nused in other areas as well.\n\nTensorFlow provides stable [Python](https://www.tensorflow.org/api_docs/python)\nand [C++](https://www.tensorflow.org/api_docs/cc) APIs, as well as a\nnon-guaranteed backward compatible API for\n[other languages](https://www.tensorflow.org/api_docs).\n\nKeep up-to-date with release announcements and security updates by subscribing\nto\n[announce@tensorflow.org](https://groups.google.com/a/tensorflow.org/forum/#!forum/announce).\nSee all the [mailing lists](https://www.tensorflow.org/community/forums).\n\n## Install\n\nSee the [TensorFlow install guide](https://www.tensorflow.org/install) for the\n[pip package](https://www.tensorflow.org/install/pip), to\n[enable GPU support](https://www.tensorflow.org/install/gpu), use a\n[Docker container](https://www.tensorflow.org/install/docker), and\n[build from source](https://www.tensorflow.org/install/source).\n\nTo install the current release, which includes support for\n[CUDA-enabled GPU cards](https://www.tensorflow.org/install/gpu) *(Ubuntu and\nWindows)*:\n\n```\n$ pip install tensorflow\n```\n\nOther devices (DirectX and MacOS-metal) are supported using\n[Device plugins](https://www.tensorflow.org/install/gpu_plugins#available_devices).\n\nA smaller CPU-only package is also available:\n\n```\n$ pip install tensorflow-cpu\n```\n\nTo update TensorFlow to the latest version, add `--upgrade` flag to the above\ncommands.\n\n*Nightly binaries are available for testing using the\n[tf-nightly](https://pypi.python.org/pypi/tf-nightly) and\n[tf-nightly-cpu](https://pypi.python.org/pypi/tf-nightly-cpu) packages on PyPI.*\n\n#### *Try your first TensorFlow program*\n\n```shell\n$ python\n```\n\n```python\n\u003e\u003e\u003e import tensorflow as tf\n\u003e\u003e\u003e tf.add(1, 2).numpy()\n3\n\u003e\u003e\u003e hello = tf.constant('Hello, TensorFlow!')\n\u003e\u003e\u003e hello.numpy()\nb'Hello, TensorFlow!'\n```\n\nFor more examples, see the\n[TensorFlow tutorials](https://www.tensorflow.org/tutorials/).\n\n## Contribution guidelines\n\n**If you want to contribute to TensorFlow, be sure to review the\n[contribution guidelines](CONTRIBUTING.md). This project adheres to TensorFlow's\n[code of conduct](CODE_OF_CONDUCT.md). By participating, you are expected to\nuphold this code.**\n\n**We use [GitHub issues](https://github.com/tensorflow/tensorflow/issues) for\ntracking requests and bugs, please see\n[TensorFlow Forum](https://discuss.tensorflow.org/) for general questions and\ndiscussion, and please direct specific questions to\n[Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**\n\nThe TensorFlow project strives to abide by generally accepted best practices in\nopen-source software development.\n\n## Patching guidelines\n\nFollow these steps to patch a specific version of TensorFlow, for example, to\napply fixes to bugs or security vulnerabilities:\n\n*   Clone the TensorFlow repo and switch to the corresponding branch for your\n    desired TensorFlow version, for example, branch `r2.8` for version 2.8.\n*   Apply (that is, cherry-pick) the desired changes and resolve any code\n    conflicts.\n*   Run TensorFlow tests and ensure they pass.\n*   [Build](https://www.tensorflow.org/install/source) the TensorFlow pip\n    package from source.\n\n## Continuous build status\n\nYou can find more community-supported platforms and configurations in the\n[TensorFlow SIG Build community builds table](https://github.com/tensorflow/build#community-supported-tensorflow-builds).\n\n### Official Builds\n\nBuild Type                    | Status                                                                                                                                                                           | Artifacts\n----------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------\n**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/)\n**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/)\n**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\n**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/)\n**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/)\n**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/)\n**Android**                   | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.html)               | [Download](https://bintray.com/google/tensorflow/tensorflow/_latestVersion)\n**Raspberry Pi 0 and 1**      | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py3.svg)](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)\n**Raspberry Pi 2 and 3**      | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py3.svg)](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)\n**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/)\n**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/)\n**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/)\n**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/)\n**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/)\n\n## Resources\n\n*   [TensorFlow.org](https://www.tensorflow.org)\n*   [TensorFlow Tutorials](https://www.tensorflow.org/tutorials/)\n*   [TensorFlow Official Models](https://github.com/tensorflow/models/tree/master/official)\n*   [TensorFlow Examples](https://github.com/tensorflow/examples)\n*   [TensorFlow Codelabs](https://codelabs.developers.google.com/?cat=TensorFlow)\n*   [TensorFlow Blog](https://blog.tensorflow.org)\n*   [Learn ML with TensorFlow](https://www.tensorflow.org/resources/learn-ml)\n*   [TensorFlow Twitter](https://twitter.com/tensorflow)\n*   [TensorFlow YouTube](https://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ)\n*   [TensorFlow model optimization roadmap](https://www.tensorflow.org/model_optimization/guide/roadmap)\n*   [TensorFlow White Papers](https://www.tensorflow.org/about/bib)\n*   [TensorBoard Visualization Toolkit](https://github.com/tensorflow/tensorboard)\n*   [TensorFlow Code Search](https://cs.opensource.google/tensorflow/tensorflow)\n\nLearn more about the\n[TensorFlow community](https://www.tensorflow.org/community) and how to\n[contribute](https://www.tensorflow.org/community/contribute).\n\n## Courses\n\n* [Coursera](https://www.coursera.org/search?query=TensorFlow)\n* [Udacity](https://www.udacity.com/courses/all?search=TensorFlow)\n* [Edx](https://www.edx.org/search?q=TensorFlow)\n\n## License\n\n[Apache License 2.0](LICENSE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Ftensorflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftensorflow%2Ftensorflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Ftensorflow/lists"}