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TFX Basic Shared Libraries\n\n[![Python](https://img.shields.io/badge/python%7C3.10%7C3.11%7C3.12%7C3.13-blue)](https://github.com/tensorflow/tfx-bsl)\n[![PyPI](https://badge.fury.io/py/tfx-bsl.svg)](https://badge.fury.io/py/tfx-bsl)\n\nTFX Basic Shared Libraries (`tfx_bsl`) contains libraries shared by many\n[TensorFlow eXtended (TFX)](https://www.tensorflow.org/tfx) components.\n\n__Only symbols exported by sub-modules under `tfx_bsl/public` are intended for\ndirect use by TFX users__, including by standalone TFX library (e.g. TFDV, TFMA,\nTFT) users, TFX pipeline authors and TFX component authors. Those APIs will\nbecome stable and follow semantic versioning once `tfx_bsl` goes beyond `1.0`.\n\nAPIs under other directories should be considered internal to TFX\n(and therefore there is no backward or forward compatibility guarantee for\nthem).\n\nEach minor version of a TFX library or TFX itself, if it needs to\ndepend on `tfx_bsl`, will depend on a specific minor version of it (e.g.\n`tensorflow_data_validation` 0.14.\\* will depend on, and only work with,\n`tfx_bsl` 0.14.\\*)\n\n## Installing from PyPI\n\n`tfx_bsl` is available as a [PyPI package](https://pypi.org/project/tfx-bsl/).\n\n```bash\npip install tfx-bsl\n```\n\n### Nightly Packages\n\nTFX-BSL also hosts nightly packages at https://pypi-nightly.tensorflow.org on\nGoogle Cloud. To install the latest nightly package, please use the following\ncommand:\n\n```bash\npip install --extra-index-url https://pypi-nightly.tensorflow.org/simple tfx-bsl\n```\n\nThis will install the nightly packages for the major dependencies of TFX-BSL\nsuch as TensorFlow Metadata (TFMD).\n\nHowever it is a dependency of many TFX components and usually as a user you\ndon't need to install it directly.\n\n## Build from source\n\n### 1. Prerequisites\n\n#### Install NumPy\n\nIf NumPy is not installed on your system, install it now by following [these\ndirections](https://www.scipy.org/scipylib/download.html).\n\n#### Install Bazel\n\nIf Bazel is not installed on your system, install it now by following [these\ndirections](https://bazel.build/versions/master/docs/install.html).\n\n#### Install cibuildwheel\n\nIf you do not already have cibuildwheel installed on your system, you an install it using\n[these directions](https://cibuildwheel.pypa.io/en/stable/setup/#getting-started).\n\n### 2. Clone the `tfx_bsl` repository\n\n```shell\ngit clone https://github.com/tensorflow/tfx-bsl\ncd tfx-bsl\n```\n\nNote that these instructions will install the latest master branch of `tfx_bsl`\nIf you want to install a specific branch (such as a release branch),\npass `-b \u003cbranchname\u003e` to the `git clone` command.\n\n### 3. Build the pip package\n\n`tfx_bsl` wheel is Python version dependent -- to build the pip package that\nworks for a specific Python version, use that Python binary to run:\n```shell\ncibuildwheel\n```\n\nYou can find the generated `.whl` file in the `dist` subdirectory.\n\n### 4. Install the pip package\n\n```shell\npip install dist/*.whl\n```\n\n## Supported platforms\n\n`tfx_bsl` is tested on the following 64-bit operating systems:\n\n  * macOS 10.12.6 (Sierra) or later.\n  * Ubuntu 20.04 or later.\n\n## Compatible versions\n\nThe following table is the `tfx_bsl` package versions that are compatible with\neach other. This is determined by our testing framework, but other *untested*\ncombinations may also work.\n\ntfx-bsl                                                                         | apache-beam[gcp] | pyarrow  | tensorflow        | tensorflow-metadata | tensorflow-serving-api |\n------------------------------------------------------------------------------- | -----------------| ---------|-------------------|---------------------|------------------------|\n[GitHub master](https://github.com/tensorflow/tfx-bsl/blob/master/RELEASE.md)   | 2.64.0           | 14.0.1   | nightly (2.x)     | 1.21.0              | 2.19.0                 |\n[1.21.0](https://github.com/tensorflow/tfx-bsl/blob/v1.21.0/RELEASE.md)         | 2.64.0           | 14.0.1   | 2.21              | 1.21.0              | 2.19.0                 |\n[1.17.1](https://github.com/tensorflow/tfx-bsl/blob/v1.17.1/RELEASE.md)         | 2.64.0           | 10.0.1   | 2.17              | 1.17.1              | 2.17.1                 |\n[1.17.0](https://github.com/tensorflow/tfx-bsl/blob/v1.17.0/RELEASE.md)         | 2.64.0           | 10.0.1   | 2.17              | 1.17.1              | 2.17.1                 |\n[1.16.1](https://github.com/tensorflow/tfx-bsl/blob/v1.16.1/RELEASE.md)         | 2.59.0           | 10.0.1   | 2.16              | 1.16.1              | 2.16.1                 |\n[1.16.0](https://github.com/tensorflow/tfx-bsl/blob/v1.16.0/RELEASE.md)         | 2.59.0           | 10.0.1   | 2.16              | 1.16.0              | 2.16.1                 |\n[1.15.1](https://github.com/tensorflow/tfx-bsl/blob/v1.15.1/RELEASE.md)         | 2.47.0           | 10.0.0   | 2.15              | 1.15.0              | 2.15.1                 |\n[1.15.0](https://github.com/tensorflow/tfx-bsl/blob/v1.15.0/RELEASE.md)         | 2.47.0           | 10.0.0   | 2.15              | 1.15.0              | 2.15.1                 |\n[1.14.0](https://github.com/tensorflow/tfx-bsl/blob/v1.14.0/RELEASE.md)         | 2.47.0           | 10.0.0   | 2.13              | 1.14.0              | 2.13.0                 |\n[1.13.0](https://github.com/tensorflow/tfx-bsl/blob/v1.13.0/RELEASE.md)         | 2.40.0           | 6.0.0    | 2.12              | 1.13.1              | 2.9.0                  |\n[1.12.0](https://github.com/tensorflow/tfx-bsl/blob/v1.12.0/RELEASE.md)         | 2.40.0           | 6.0.0    | 2.11              | 1.12.0              | 2.9.0                  |\n[1.11.0](https://github.com/tensorflow/tfx-bsl/blob/v1.11.0/RELEASE.md)         | 2.40.0           | 6.0.0    | 1.15 / 2.10       | 1.11.0              | 2.9.0                  |\n[1.10.0](https://github.com/tensorflow/tfx-bsl/blob/v1.10.0/RELEASE.md)         | 2.40.0           | 6.0.0    | 1.15 / 2.9        | 1.10.0              | 2.9.0                  |\n[1.9.0](https://github.com/tensorflow/tfx-bsl/blob/v1.9.0/RELEASE.md)           | 2.38.0           | 5.0.0    | 1.15 / 2.9        | 1.9.0               | 2.9.0                  |\n[1.8.0](https://github.com/tensorflow/tfx-bsl/blob/v1.8.0/RELEASE.md)           | 2.38.0           | 5.0.0    | 1.15 / 2.8        | 1.8.0               | 2.8.0                  |\n[1.7.0](https://github.com/tensorflow/tfx-bsl/blob/v1.7.0/RELEASE.md)           | 2.36.0           | 5.0.0    | 1.15 / 2.8        | 1.7.0               | 2.8.0                  |\n[1.6.0](https://github.com/tensorflow/tfx-bsl/blob/v1.6.0/RELEASE.md)           | 2.35.0           | 5.0.0    | 1.15 / 2.7        | 1.6.0               | 2.7.0                  |\n[1.5.0](https://github.com/tensorflow/tfx-bsl/blob/v1.4.0/RELEASE.md)           | 2.34.0           | 5.0.0    | 1.15 / 2.7        | 1.5.0               | 2.7.0                  |\n[1.4.0](https://github.com/tensorflow/tfx-bsl/blob/v1.4.0/RELEASE.md)           | 2.31.0           | 5.0.0    | 1.15 / 2.6        | 1.4.0               | 2.6.0                  |\n[1.3.0](https://github.com/tensorflow/tfx-bsl/blob/v1.3.0/RELEASE.md)           | 2.31.0           | 2.0.0    | 1.15 / 2.6        | 1.2.0               | 2.6.0                  |\n[1.2.0](https://github.com/tensorflow/tfx-bsl/blob/v1.2.0/RELEASE.md)           | 2.31.0           | 2.0.0    | 1.15 / 2.5        | 1.2.0               | 2.5.1                  |\n[1.1.0](https://github.com/tensorflow/tfx-bsl/blob/v1.1.0/RELEASE.md)           | 2.29.0           | 2.0.0    | 1.15 / 2.5        | 1.1.0               | 2.5.1                  |\n[1.0.0](https://github.com/tensorflow/tfx-bsl/blob/v1.0.0/RELEASE.md)           | 2.29.0           | 2.0.0    | 1.15 / 2.5        | 1.0.0               | 2.5.1                  |\n[0.30.0](https://github.com/tensorflow/tfx-bsl/blob/v0.30.0/RELEASE.md)         | 2.28.0           | 2.0.0    | 1.15 / 2.4        | 0.30.0              | 2.4.0                  |\n[0.29.0](https://github.com/tensorflow/tfx-bsl/blob/v0.29.0/RELEASE.md)         | 2.28.0           | 2.0.0    | 1.15 / 2.4        | 0.29.0              | 2.4.0                  |\n[0.28.0](https://github.com/tensorflow/tfx-bsl/blob/v0.28.0/RELEASE.md)         | 2.28.0           | 2.0.0    | 1.15 / 2.4        | 0.28.0              | 2.4.0                  |\n[0.27.1](https://github.com/tensorflow/tfx-bsl/blob/v0.27.1/RELEASE.md)         | 2.27.0           | 2.0.0    | 1.15 / 2.4        | 0.27.0              | 2.4.0                  |\n[0.27.0](https://github.com/tensorflow/tfx-bsl/blob/v0.27.0/RELEASE.md)         | 2.27.0           | 2.0.0    | 1.15 / 2.4        | 0.27.0              | 2.4.0                  |\n[0.26.1](https://github.com/tensorflow/tfx-bsl/blob/v0.26.1/RELEASE.md)         | 2.25.0           | 0.17.0   | 1.15 / 2.3        | 0.27.0              | 2.3.0                  |\n[0.26.0](https://github.com/tensorflow/tfx-bsl/blob/v0.26.0/RELEASE.md)         | 2.25.0           | 0.17.0   | 1.15 / 2.3        | 0.27.0              | 2.3.0                  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