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array-api-extra

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Extra array functions built on top of the array API standard.

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# array-api-extra

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[docs-link]: https://data-apis.org/array-api-extra/index.html

Extra array functions built on top of the array API standard.

Used by:

- [SciPy](https://github.com/scipy/scipy) — Fundamental algorithms for
  scientific computing.
- [scikit-learn](https://github.com/scikit-learn/scikit-learn) — Machine
  Learning in Python.
- [pyRiemann](https://github.com/pyRiemann/pyRiemann) — Machine learning for multivariate data through the Riemannian geometry of positive definite matrices.
- [SysIdentPy](https://github.com/wilsonrljr/sysidentpy) — System Identification Using NARMAX Models.
- [bilby](https://github.com/bilby-dev/bilby) — A unified framework for stochastic sampling packages and gravitational-wave inference.
- [ccdproc](https://github.com/astropy/ccdproc) — Astropy affiliated package for reducing optical/IR CCD data.
- [GLASS](https://github.com/glass-dev/glass) — Generator for Large Scale Structure.
- [ASPIRE](https://github.com/mj-will/aspire) — Accelerated Sequential Posterior Inference via REuse.
- *your library? Let us know!*

## Installation

See https://data-apis.org/array-api-extra/#installation.

## Versioning

This project uses [EffVer](https://jacobtomlinson.dev/effver/). TL;DR:

- To bump from version `x.y.z` to `x.(y+1).0` of array-api-extra, expect that
  you may need to put in some work.
- To bump from version `x.y.z` to `x.y.(z+1)`, any work needed on your side
  should be minimal. Please open an issue if this is not the case!

## Contributors

This project exists thanks to the following contributors
([emoji key](https://allcontributors.org/docs/en/emoji-key)):

<table>
 <tbody>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://lucascolley.github.io/"><img src="https://avatars.githubusercontent.com/u/51488791?v=4?s=100" width="100px;" alt="Lucas Colley"/> Lucas Colley</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=lucascolley" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=lucascolley" title="Documentation">📖</a> <a href="#example-lucascolley" title="Examples">💡</a> <a href="#ideas-lucascolley" title="Ideas, Planning, & Feedback">🤔</a> <a href="#infra-lucascolley" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a> <a href="#maintenance-lucascolley" title="Maintenance">🚧</a> <a href="#tool-lucascolley" title="Tools">🔧</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=lucascolley" title="Tests">⚠️</a> <a href="https://github.com/data-apis/array-api-extra/issues?q=author%3Alucascolley" title="Bug reports">🐛</a> <a href="#platform-lucascolley" title="Packaging/porting to new platform">📦</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Alucascolley" title="Reviewed Pull Requests">👀</a> <a href="#talk-lucascolley" title="Talks">📢</a> <a href="#mentoring-lucascolley" title="Mentoring">🧑‍🏫</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/mdhaber"><img src="https://avatars.githubusercontent.com/u/6570539?v=4?s=100" width="100px;" alt="Matt Haberland"/> Matt Haberland</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=mdhaber" title="Code">💻</a> <a href="#ideas-mdhaber" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=mdhaber" title="Tests">⚠️</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/j-bowhay"><img src="https://avatars.githubusercontent.com/u/60778417?v=4?s=100" width="100px;" alt="Jake Bowhay"/> Jake Bowhay</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=j-bowhay" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Aj-bowhay" title="Reviewed Pull Requests">👀</a> <a href="#tool-j-bowhay" title="Tools">🔧</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/asmeurer"><img src="https://avatars.githubusercontent.com/u/71486?v=4?s=100" width="100px;" alt="Aaron Meurer"/> Aaron Meurer</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Aasmeurer" title="Reviewed Pull Requests">👀</a> <a href="#ideas-asmeurer" title="Ideas, Planning, & Feedback">🤔</a> <a href="#infra-asmeurer" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/betatim"><img src="https://avatars.githubusercontent.com/u/1448859?v=4?s=100" width="100px;" alt="Tim Head"/> Tim Head</a> <a href="#ideas-betatim" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Abetatim" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/stdlib-js/stdlib"><img src="https://avatars.githubusercontent.com/u/2643044?v=4?s=100" width="100px;" alt="Athan"/> Athan</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Akgryte" title="Reviewed Pull Requests">👀</a> <a href="#ideas-kgryte" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/vnmabus"><img src="https://avatars.githubusercontent.com/u/2364173?v=4?s=100" width="100px;" alt="Carlos Ramos Carreño"/> Carlos Ramos Carreño</a> <a href="#ideas-vnmabus" title="Ideas, Planning, & Feedback">🤔</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/crusaderky"><img src="https://avatars.githubusercontent.com/u/6213168?v=4?s=100" width="100px;" alt="Guido Imperiale"/> Guido Imperiale</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=crusaderky" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=crusaderky" title="Documentation">📖</a> <a href="#tool-crusaderky" title="Tools">🔧</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=crusaderky" title="Tests">⚠️</a> <a href="#example-crusaderky" title="Examples">💡</a> <a href="https://github.com/data-apis/array-api-extra/issues?q=author%3Acrusaderky" title="Bug reports">🐛</a> <a href="#ideas-crusaderky" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Acrusaderky" title="Reviewed Pull Requests">👀</a> <a href="#maintenance-crusaderky" title="Maintenance">🚧</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/jorenham"><img src="https://avatars.githubusercontent.com/u/6208662?v=4?s=100" width="100px;" alt="Joren Hammudoglu"/> Joren Hammudoglu</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Ajorenham" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://www.thomasjpfan.com/"><img src="https://avatars.githubusercontent.com/u/5402633?v=4?s=100" width="100px;" alt="Thomas J. Fan"/> Thomas J. Fan</a> <a href="#ideas-thomasjpfan" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/izaid"><img src="https://avatars.githubusercontent.com/u/482179?v=4?s=100" width="100px;" alt="Irwin Zaid"/> Irwin Zaid</a> <a href="#ideas-izaid" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/jakirkham"><img src="https://avatars.githubusercontent.com/u/3019665?v=4?s=100" width="100px;" alt="jakirkham"/> jakirkham</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=jakirkham" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Ajakirkham" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/tupui"><img src="https://avatars.githubusercontent.com/u/23188539?v=4?s=100" width="100px;" alt="Pamphile Roy"/> Pamphile Roy</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=tupui" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/OmarManzoor"><img src="https://avatars.githubusercontent.com/u/17495884?v=4?s=100" width="100px;" alt="Omar Salman"/> Omar Salman</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=OmarManzoor" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=OmarManzoor" title="Documentation">📖</a> <a href="https://github.com/data-apis/array-api-extra/issues?q=author%3AOmarManzoor" title="Bug reports">🐛</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=OmarManzoor" title="Tests">⚠️</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3AOmarManzoor" title="Reviewed Pull Requests">👀</a> <a href="#mentoring-OmarManzoor" title="Mentoring">🧑‍🏫</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/rgommers/"><img src="https://avatars.githubusercontent.com/u/98330?v=4?s=100" width="100px;" alt="Ralf Gommers"/> Ralf Gommers</a> <a href="#ideas-rgommers" title="Ideas, Planning, & Feedback">🤔</a> <a href="#infra-rgommers" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Argommers" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://ogrisel.com"><img src="https://avatars.githubusercontent.com/u/89061?v=4?s=100" width="100px;" alt="Olivier Grisel"/> Olivier Grisel</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=ogrisel" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/ev-br"><img src="https://avatars.githubusercontent.com/u/2133832?v=4?s=100" width="100px;" alt="Evgeni Burovski"/> Evgeni Burovski</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=ev-br" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=ev-br" title="Documentation">📖</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://www.vanderplas.com/"><img src="https://avatars.githubusercontent.com/u/781659?v=4?s=100" width="100px;" alt="Jake Vanderplas"/> Jake Vanderplas</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Ajakevdp" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/KotlinIsland"><img src="https://avatars.githubusercontent.com/u/65446343?v=4?s=100" width="100px;" alt="kotlinisland"/> kotlinisland</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Akotlinisland" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/DetachHead"><img src="https://avatars.githubusercontent.com/u/57028336?v=4?s=100" width="100px;" alt="detachhead"/> detachhead</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Adetachhead" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/NeilGirdhar"><img src="https://avatars.githubusercontent.com/u/730137?v=4?s=100" width="100px;" alt="Neil Girdhar"/> Neil Girdhar</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=NeilGirdhar" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=NeilGirdhar" title="Tests">⚠️</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3ANeilGirdhar" title="Reviewed Pull Requests">👀</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/lithomas1"><img src="https://avatars.githubusercontent.com/u/47963215?v=4?s=100" width="100px;" alt="Thomas Li"/> Thomas Li</a> <a href="https://github.com/data-apis/array-api-extra/issues?q=author%3Alithomas1" title="Bug reports">🐛</a> <a href="#tool-lithomas1" title="Tools">🔧</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/pearu"><img src="https://avatars.githubusercontent.com/u/402156?v=4?s=100" width="100px;" alt="Pearu Peterson"/> Pearu Peterson</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Apearu" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://paddyroddy.github.io/"><img src="https://avatars.githubusercontent.com/u/15052188?v=4?s=100" width="100px;" alt="Patrick J. Roddy"/> Patrick J. Roddy</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=paddyroddy" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=paddyroddy" title="Documentation">📖</a> <a href="#example-paddyroddy" title="Examples">💡</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=paddyroddy" title="Tests">⚠️</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://amacati.github.io/"><img src="https://avatars.githubusercontent.com/u/57562633?v=4?s=100" width="100px;" alt="Martin Schuck"/> Martin Schuck</a> <a href="#ideas-amacati" title="Ideas, Planning, & Feedback">🤔</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/Enderdead"><img src="https://avatars.githubusercontent.com/u/22777836?v=4?s=100" width="100px;" alt="Gauthier-Clerc François"/> Gauthier-Clerc François</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=Enderdead" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=Enderdead" title="Tests">⚠️</a> <a href="https://github.com/data-apis/array-api-extra/issues?q=author%3AEnderdead" title="Bug reports">🐛</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/adriagarp"><img src="https://avatars.githubusercontent.com/u/96059447?v=4?s=100" width="100px;" alt="Adrián García Pitarch"/> Adrián García Pitarch</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=adriagarp" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=adriagarp" title="Tests">⚠️</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/cakedev0"><img src="https://avatars.githubusercontent.com/u/25986961?v=4?s=100" width="100px;" alt="Arthur Lacote"/> Arthur Lacote</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=cakedev0" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=cakedev0" title="Documentation">📖</a> <a href="#ideas-cakedev0" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=cakedev0" title="Tests">⚠️</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="http://steppi.github.io"><img src="https://avatars.githubusercontent.com/u/1953382?v=4?s=100" width="100px;" alt="Albert Steppi"/> Albert Steppi</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=steppi" title="Code">💻</a> <a href="#ideas-steppi" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=steppi" title="Tests">⚠️</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/prady0t"><img src="https://avatars.githubusercontent.com/u/99216956?v=4?s=100" width="100px;" alt="Pradyot Ranjan"/> Pradyot Ranjan</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=prady0t" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=prady0t" title="Documentation">📖</a> <a href="#ideas-prady0t" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=prady0t" title="Tests">⚠️</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/lundybernard"><img src="https://avatars.githubusercontent.com/u/17297695?v=4?s=100" width="100px;" alt="Lundy Bernard"/> Lundy Bernard</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Alundybernard" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/Cyril-36"><img src="https://avatars.githubusercontent.com/u/138621648?v=4?s=100" width="100px;" alt="Chaitanya Pudota"/> Chaitanya Pudota</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=Cyril-36" title="Code">💻</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://bruaristimunha.github.io/"><img src="https://avatars.githubusercontent.com/u/42702466?v=4?s=100" width="100px;" alt="Bru"/> Bru</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=bruAristimunha" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=bruAristimunha" title="Tests">⚠️</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=bruAristimunha" title="Documentation">📖</a> <a href="#example-bruAristimunha" title="Examples">💡</a></td>
 <td align="center" valign="top" width="14.28%"><a href="http://scholar.google.com/citations?user=97OQs9IAAAAJ"><img src="https://avatars.githubusercontent.com/u/5346669?v=4?s=100" width="100px;" alt="Quentin Barthélemy"/> Quentin Barthélemy</a> <a href="https://github.com/data-apis/array-api-extra/pulls?q=is%3Apr+reviewed-by%3Aqbarthelemy" title="Reviewed Pull Requests">👀</a></td>
 <td align="center" valign="top" width="14.28%"><a href="https://fbourgey.github.io/"><img src="https://avatars.githubusercontent.com/u/10298716?v=4?s=100" width="100px;" alt="Florian Bourgey"/> Florian Bourgey</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=fbourgey" title="Documentation">📖</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=fbourgey" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=fbourgey" title="Tests">⚠️</a></td>
 </tr>
 <tr>
 <td align="center" valign="top" width="14.28%"><a href="https://github.com/ushnah"><img src="https://avatars.githubusercontent.com/u/138783519?v=4?s=100" width="100px;" alt="ushnah"/> ushnah</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=ushnah" title="Code">💻</a> <a href="https://github.com/data-apis/array-api-extra/commits?author=ushnah" title="Tests">⚠️</a></td>
 </tr>
 </tbody>
</table>

We follow the
[all-contributors](https://github.com/all-contributors/all-contributors)
specification. Contributions of any kind welcome!

array-api-extra

array-api-extra Latest Version Download

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array-api-extra

array-api-extra Latest Version Download

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