******
|logo|
******
.. figure:: https://raw.githubusercontent.com/ameli/detkit/main/docs/source/_static/images/icons/logo-detkit-light.svg
:align: left
:width: 240
`Paper <https://openreview.net/pdf?id=nkV9PPp8R8>`__ |
`Slides <https://www.dropbox.com/scl/fi/it8cd6gx3qhl794qk9h1q/memdet_flodance_slides.pdf?rlkey=rc7j6d6lc9svgdvac5psenqzu&e=1&st=kjj6spqy&dl=0>`__ |
`Poster <https://www.dropbox.com/scl/fi/sbdiojqozl8tn95v1r8ws/memdet_flodance_poster.pdf?rlkey=zp6zjpe21cwa37a7t2kvhkelt&st=hm10n9rj&dl=0>`__ |
`Docs <https://ameli.github.io/detkit>`__ |
`API <https://ameli.github.io/detkit/api>`__ |
`PyPI <https://pypi.org/project/detkit/>`__ |
`Anaconda <https://anaconda.org/s-ameli/detkit>`__ |
`Docker Hub <https://hub.docker.com/r/sameli/detkit>`__ |
`Github <https://github.com/ameli/detkit>`__
``detKit`` is a Python package for computing determinant functions of matrices.
Install
=======
Install with ``pip``
--------------------
|pypi|
::
pip install detkit
Install with ``conda``
----------------------
|conda-version|
::
conda install s-ameli::detkit
Docker Image
------------
|docker-pull| |deploy-docker|
::
docker pull sameli/detkit
Supported Platforms
===================
Successful installation and tests performed on the following operating systems, architectures, and Python and `PyPy <https://www.pypy.org/>`__ versions:
.. |y| unicode:: U+2714
.. |n| unicode:: U+2716
+----------+-------------------+-------+-------+-------+-------+-------+-------+-------+-------+-----------------+
| Platform | Arch | Python Version | PyPy Version :sup:`1` | Continuous |
+ | +-------+-------+-------+-------+-------+-------+-------+-------+ Integration +
| | | 3.9 | 3.10 | 3.11 | 3.12 | 3.13 | 3.8 | 3.9 | 3.10 | |
+==========+===================+=======+=======+=======+=======+=======+=======+=======+=======+=================+
| Linux | X86-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |build-linux| |
+ +-------------------+-------+-------+-------+-------+-------+-------+-------+-------+ +
| | AARCH-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |
+----------+-------------------+-------+-------+-------+-------+-------+-------+-------+-------+-----------------+
| macOS | X86-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |build-macos| |
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| | ARM-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |
+----------+-------------------+-------+-------+-------+-------+-------+-------+-------+-------+-----------------+
| Windows | X86-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |build-windows| |
+ +-------------------+-------+-------+-------+-------+-------+-------+-------+-------+ +
| | ARM-64 :sup:`2` | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |
+----------+-------------------+-------+-------+-------+-------+-------+-------+-------+-------+-----------------+
.. |build-linux| image:: https://img.shields.io/github/actions/workflow/status/ameli/detkit/build-linux.yml
:target: https://github.com/ameli/detkit/actions?query=workflow%3Abuild-linux
.. |build-macos| image:: https://img.shields.io/github/actions/workflow/status/ameli/detkit/build-macos.yml
:target: https://github.com/ameli/detkit/actions?query=workflow%3Abuild-macos
.. |build-windows| image:: https://img.shields.io/github/actions/workflow/status/ameli/detkit/build-windows.yml
:target: https://github.com/ameli/detkit/actions?query=workflow%3Abuild-windows
Python wheels for ``detkit`` for all supported platforms and versions in the above are available through `PyPI <https://pypi.org/project/detkit/>`__ and `Anaconda Cloud <https://anaconda.org/s-ameli/detkit>`__. If you need ``detkit`` on other platforms, architectures, and Python or PyPy versions, `raise an issue <https://github.com/ameli/detkit/issues>`__ on GitHub and we build its Python Wheel for you.
.. line-block::
:sup:`1. Wheels for PyPy are exclusively available for installation through pip and cannot be installed using conda.`
:sup:`2. Wheels for Windows on ARM-64 architecture are exclusively available for installation through pip and cannot be installed using conda.`
Documentation
=============
|deploy-docs| |binder|
See `documentation <https://ameli.github.io/detkit/index.html>`__ of the package.
Benchmark Test
==============
Read about the `benchmark test <https://ameli.github.io/detkit/benchmark.html>`__ of ``detkit`` in practical applications.
How to Contribute
=================
We welcome contributions via `GitHub's pull request <https://github.com/ameli/detkit/pulls>`__. If you do not feel comfortable modifying the code, we also welcome feature requests and bug reports as `GitHub issues <https://github.com/ameli/detkit/issues>`__.
How to Cite
===========
If you publish work that uses ``detkit``, please consider citing the manuscripts available `here <https://ameli.github.io/detkit/cite.html>`__.
.. [1] Ameli, S., and Shadden. S. C. (2023). *A Singular Woodbury and Pseudo-Determinant Matrix Identities and Application to Gaussian Process Regression*. Applied Mathematics and Computation 452, 128032. `doi <https://doi.org/10.1016/j.amc.2023.128032>`__
.. code::
@article{amc-2023,
title = {A singular Woodbury and pseudo-determinant matrix identities and application to Gaussian process regression},
journal = {Applied Mathematics and Computation},
volume = {452},
pages = {128032},
year = {2023},
issn = {0096-3003},
doi = {https://doi.org/10.1016/j.amc.2023.128032},
author = {Siavash Ameli and Shawn C. Shadden},
}
.. [2] Siavash Ameli, Chris van der Heide, Liam Hodgkinson, Fred Roosta, Michael W. Mahoney (2025). *Determinant Estimation under Memory Constraints and Neural Scaling Laws*. Forty-second International Conference on Machine Learning. `doi <https://openreview.net/forum?id=nkV9PPp8R8>`__
.. code::
@inproceedings{
ameli2025determinant,
title={Determinant Estimation under Memory Constraints and Neural Scaling Laws},
author={Siavash Ameli and Chris van der Heide and Liam Hodgkinson and Fred Roosta and Michael W. Mahoney},
booktitle={Forty-second International Conference on Machine Learning},
year={2025},
url={https://openreview.net/forum?id=nkV9PPp8R8}
}
License
=======
|license|
This project uses a `BSD 3-clause license <https://github.com/ameli/detkit/blob/main/LICENSE.txt>`__, in hopes that it will be accessible to most projects. If you require a different license, please raise an `issue <https://github.com/ameli/detkit/issues>`__ and we will consider a dual license.
.. |logo| image:: https://raw.githubusercontent.com/ameli/detkit/main/docs/source/_static/images/icons/logo-detkit-light.svg
:width: 160
.. |license| image:: https://img.shields.io/github/license/ameli/detkit
:target: https://opensource.org/licenses/BSD-3-Clause
.. |deploy-docs| image:: https://img.shields.io/github/actions/workflow/status/ameli/detkit/deploy-docs.yml?label=docs
:target: https://github.com/ameli/detkit/actions?query=workflow%3Adeploy-docs
.. |binder| image:: https://mybinder.org/badge_logo.svg
:target: https://mybinder.org/v2/gh/ameli/detkit/HEAD?filepath=notebooks%2Fquick_start.ipynb
.. |pypi| image:: https://img.shields.io/pypi/v/detkit
:target: https://pypi.org/project/detkit/
.. |deploy-docker| image:: https://img.shields.io/github/actions/workflow/status/ameli/detkit/deploy-docker.yml?label=build%20docker
:target: https://github.com/ameli/detkit/actions?query=workflow%3Adeploy-docker
.. |docker-pull| image:: https://img.shields.io/docker/pulls/sameli/detkit?color=green&label=downloads
:target: https://hub.docker.com/r/sameli/detkit
.. |conda-version| image:: https://img.shields.io/conda/v/s-ameli/detkit
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"description": "******\n|logo|\n******\n.. figure:: https://raw.githubusercontent.com/ameli/detkit/main/docs/source/_static/images/icons/logo-detkit-light.svg\n :align: left\n :width: 240\n\n`Paper <https://openreview.net/pdf?id=nkV9PPp8R8>`__ |\n`Slides <https://www.dropbox.com/scl/fi/it8cd6gx3qhl794qk9h1q/memdet_flodance_slides.pdf?rlkey=rc7j6d6lc9svgdvac5psenqzu&e=1&st=kjj6spqy&dl=0>`__ |\n`Poster <https://www.dropbox.com/scl/fi/sbdiojqozl8tn95v1r8ws/memdet_flodance_poster.pdf?rlkey=zp6zjpe21cwa37a7t2kvhkelt&st=hm10n9rj&dl=0>`__ |\n`Docs <https://ameli.github.io/detkit>`__ |\n`API <https://ameli.github.io/detkit/api>`__ |\n`PyPI <https://pypi.org/project/detkit/>`__ |\n`Anaconda <https://anaconda.org/s-ameli/detkit>`__ |\n`Docker Hub <https://hub.docker.com/r/sameli/detkit>`__ |\n`Github <https://github.com/ameli/detkit>`__\n\n``detKit`` is a Python package for computing determinant functions of matrices.\n\n\nInstall\n=======\n\nInstall with ``pip``\n--------------------\n\n|pypi|\n\n::\n\n pip install detkit\n\nInstall with ``conda``\n----------------------\n\n|conda-version|\n\n::\n\n conda install s-ameli::detkit\n\nDocker Image\n------------\n\n|docker-pull| |deploy-docker|\n\n::\n\n docker pull sameli/detkit\n\nSupported Platforms\n===================\n\nSuccessful installation and tests performed on the following operating systems, architectures, and Python and `PyPy <https://www.pypy.org/>`__ versions:\n\n.. |y| unicode:: U+2714\n.. |n| unicode:: U+2716\n\n+----------+-------------------+-------+-------+-------+-------+-------+-------+-------+-------+-----------------+\n| Platform | Arch | Python Version | PyPy Version :sup:`1` | Continuous |\n+ | +-------+-------+-------+-------+-------+-------+-------+-------+ Integration +\n| | | 3.9 | 3.10 | 3.11 | 3.12 | 3.13 | 3.8 | 3.9 | 3.10 | |\n+==========+===================+=======+=======+=======+=======+=======+=======+=======+=======+=================+\n| Linux | X86-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |build-linux| |\n+ +-------------------+-------+-------+-------+-------+-------+-------+-------+-------+ +\n| | AARCH-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |\n+----------+-------------------+-------+-------+-------+-------+-------+-------+-------+-------+-----------------+\n| macOS | X86-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |build-macos| |\n+ +-------------------+-------+-------+-------+-------+-------+-------+-------+-------+ +\n| | ARM-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |\n+----------+-------------------+-------+-------+-------+-------+-------+-------+-------+-------+-----------------+\n| Windows | X86-64 | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |build-windows| |\n+ +-------------------+-------+-------+-------+-------+-------+-------+-------+-------+ +\n| | ARM-64 :sup:`2` | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |y| | |\n+----------+-------------------+-------+-------+-------+-------+-------+-------+-------+-------+-----------------+\n\n.. |build-linux| image:: https://img.shields.io/github/actions/workflow/status/ameli/detkit/build-linux.yml\n :target: https://github.com/ameli/detkit/actions?query=workflow%3Abuild-linux \n.. |build-macos| image:: https://img.shields.io/github/actions/workflow/status/ameli/detkit/build-macos.yml\n :target: https://github.com/ameli/detkit/actions?query=workflow%3Abuild-macos\n.. |build-windows| image:: https://img.shields.io/github/actions/workflow/status/ameli/detkit/build-windows.yml\n :target: https://github.com/ameli/detkit/actions?query=workflow%3Abuild-windows\n\nPython wheels for ``detkit`` for all supported platforms and versions in the above are available through `PyPI <https://pypi.org/project/detkit/>`__ and `Anaconda Cloud <https://anaconda.org/s-ameli/detkit>`__. 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If you do not feel comfortable modifying the code, we also welcome feature requests and bug reports as `GitHub issues <https://github.com/ameli/detkit/issues>`__.\n\nHow to Cite\n===========\n\nIf you publish work that uses ``detkit``, please consider citing the manuscripts available `here <https://ameli.github.io/detkit/cite.html>`__.\n\n.. [1] Ameli, S., and Shadden. S. C. (2023). *A Singular Woodbury and Pseudo-Determinant Matrix Identities and Application to Gaussian Process Regression*. Applied Mathematics and Computation 452, 128032. `doi <https://doi.org/10.1016/j.amc.2023.128032>`__\n\n .. code::\n \n @article{amc-2023,\n title = {A singular Woodbury and pseudo-determinant matrix identities and application to Gaussian process regression},\n journal = {Applied Mathematics and Computation},\n volume = {452},\n pages = {128032},\n year = {2023},\n issn = {0096-3003},\n doi = {https://doi.org/10.1016/j.amc.2023.128032},\n author = {Siavash Ameli and Shawn C. Shadden},\n }\n\n.. 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