******
|logo|
******
``imate``, short for **I**\ mplicit **Ma**\ trix **T**\ race **E**\ stimator, is a modular and high-performance C++/CUDA library distributed as a Python package that provides scalable randomized algorithms for the computationally expensive matrix functions in machine learning.
Links
=====
* `Documentation <https://ameli.github.io/imate>`_
* `PyPI <https://pypi.org/project/imate/>`_
* `Anaconda <https://anaconda.org/s-ameli/imate>`_
* `Docker Hub <https://hub.docker.com/r/sameli/imate>`_
* `Github <https://github.com/ameli/imate>`_
Install
=======
Install with ``pip``
--------------------
|pypi|
::
pip install imate
Install with ``conda``
----------------------
|conda-version|
::
conda install -c s-ameli imate
Docker Image
------------
|docker-pull| |deploy-docker|
::
docker pull sameli/imate
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
+----------+--------+--------+-------+-------+-------+-------+-------+-------+-----------------+
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+ | + +-------+-------+-------+-------+-------+-------+ Integration +
| | | | 3.9 | 3.10 | 3.11 | 3.8 | 3.9 | 3.10 | |
+==========+========+========+=======+=======+=======+=======+=======+=======+=================+
| Linux | X86-64 | CPU | |y| | |y| | |y| | |y| | |y| | |y| | |build-linux| |
+ + +--------+-------+-------+-------+-------+-------+-------+ +
| | | GPU | |y| | |y| | |y| | |y| | |y| | |y| | |
+----------+--------+--------+-------+-------+-------+-------+-------+-------+-----------------+
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| Windows | X86-64 | CPU | |y| | |y| | |y| | |n| | |n| | |n| | |build-windows| |
+ + +--------+-------+-------+-------+-------+-------+-------+ +
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+----------+--------+--------+-------+-------+-------+-------+-------+-------+-----------------+
.. |build-linux| image:: https://img.shields.io/github/actions/workflow/status/ameli/imate/build-linux.yml
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:target: https://github.com/ameli/imate/actions?query=workflow%3Abuild-windows
Python wheels for ``imate`` for all supported platforms and versions in the above are available through `PyPI <https://pypi.org/project/imate/>`_ and `Anaconda Cloud <https://anaconda.org/s-ameli/imate>`_. If you need ``imate`` on other platforms, architectures, and Python or PyPy versions, `raise an issue <https://github.com/ameli/imate/issues>`_ on GitHub and we build its Python Wheel for you.
Supported GPU Architectures
===========================
``imate`` can run on CUDA-capable **multi**-GPU devices. Using the **docker container** is the easiest way to run ``imate`` on GPU devices. The supported GPU micro-architectures and CUDA version are as follows:
+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+
| Version \\ Arch | Fermi | Kepler | Maxwell | Pascal | Volta | Turing | Ampere | Hopper |
+=================+=========+=========+=========+=========+=========+=========+=========+========+
| CUDA 9 | |n| | |n| | |n| | |n| | |n| | |n| | |n| | |n| |
+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+
| CUDA 10 | |n| | |y| | |y| | |y| | |y| | |y| | |y| | |y| |
+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+
| CUDA 11 | |n| | |n| | |n| | |y| | |y| | |y| | |y| | |y| |
+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+
| CUDA 12 | |n| | |n| | |n| | |y| | |y| | |y| | |y| | |y| |
+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+
Documentation
=============
|deploy-docs| |binder|
See `documentation <https://ameli.github.io/imate/index.html>`__, including:
* `What This Packages Does? <https://ameli.github.io/imate/overview.html>`_
* `Comprehensive Installation Guide <https://ameli.github.io/imate/tutorials/install.html>`_
* `How to Work with Docker Container? <https://ameli.github.io/imate/tutorials/docker.html>`_
* `How to Deploy on GPU Devices? <https://ameli.github.io/imate/tutorials/gpu.html>`_
* `API Reference <https://ameli.github.io/imate/api.html>`_
* `Interactive Notebook Tutorials <https://mybinder.org/v2/gh/ameli/glearn/HEAD?filepath=notebooks%2Fquick_start.ipynb>`_
* `Publications <https://ameli.github.io/imate/cite.html>`_
Performance
===========
``imate`` is scalable to **very large matrices**. Its core library for basic linear algebraic operations is **faster than OpenBLAS**, and its **pseudo-random generator** is a hundred-fold faster than the implementation in the standard C++ library.
Read about the performance of ``imate`` in practical applications:
* `Performance on GPU Farm <https://ameli.github.io/imate/performance/gpu.html#perf-gpu>`_
* `Comparison of Randomized Algorithms <https://ameli.github.io/imate/performance/algorithms.html>`_
* `Comparison With and Without OpenBLAS <https://ameli.github.io/imate/performance/openblas.html#perf-openblas>`_
* `Interpolation of Affine Matrix Functions <https://ameli.github.io/imate/performance/interpolation.html>`_
How to Contribute
=================
We welcome contributions via `GitHub's pull request <https://github.com/ameli/imate/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/imate/issues>`_.
How to Cite
===========
If you publish work that uses ``imate``, please consider citing the manuscripts available `here <https://ameli.github.io/imate/cite.html>`_.
License
=======
|license|
This project uses a `BSD 3-clause license <https://github.com/ameli/imate/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/imate/issues>`_ and we will consider a dual license.
.. |logo| image:: https://raw.githubusercontent.com/ameli/imate/main/docs/source/_static/images/icons/logo-imate-light.svg
:width: 160
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.. |binder| image:: https://mybinder.org/badge_logo.svg
:target: https://mybinder.org/v2/gh/ameli/imate/HEAD?filepath=notebooks%2Fquick_start.ipynb
.. |pypi| image:: https://img.shields.io/pypi/v/imate
:target: https://pypi.org/project/imate/
.. |deploy-docker| image:: https://img.shields.io/github/actions/workflow/status/ameli/imate/deploy-docker.yml?label=build%20docker
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.. |docker-pull| image:: https://img.shields.io/docker/pulls/sameli/imate?color=green&label=downloads
:target: https://hub.docker.com/r/sameli/imate
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"description": "******\n|logo|\n******\n\n``imate``, short for **I**\\ mplicit **Ma**\\ trix **T**\\ race **E**\\ stimator, is a modular and high-performance C++/CUDA library distributed as a Python package that provides scalable randomized algorithms for the computationally expensive matrix functions in machine learning.\n\nLinks\n=====\n\n* `Documentation <https://ameli.github.io/imate>`_\n* `PyPI <https://pypi.org/project/imate/>`_\n* `Anaconda <https://anaconda.org/s-ameli/imate>`_\n* `Docker Hub <https://hub.docker.com/r/sameli/imate>`_\n* `Github <https://github.com/ameli/imate>`_\n\nInstall\n=======\n\nInstall with ``pip``\n--------------------\n\n|pypi|\n\n::\n\n pip install imate\n\nInstall with ``conda``\n----------------------\n\n|conda-version|\n\n::\n\n conda install -c s-ameli imate\n\nDocker Image\n------------\n\n|docker-pull| |deploy-docker|\n\n::\n\n docker pull sameli/imate\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 | Device | Python Version | PyPy Version | Continuous |\n+ | + +-------+-------+-------+-------+-------+-------+ Integration +\n| | | | 3.9 | 3.10 | 3.11 | 3.8 | 3.9 | 3.10 | |\n+==========+========+========+=======+=======+=======+=======+=======+=======+=================+\n| Linux | X86-64 | CPU | |y| | |y| | |y| | |y| | |y| | |y| | |build-linux| |\n+ + +--------+-------+-------+-------+-------+-------+-------+ +\n| | | GPU | |y| | |y| | |y| | |y| | |y| | |y| | |\n+----------+--------+--------+-------+-------+-------+-------+-------+-------+-----------------+\n| macOS | X86-64 | CPU | |y| | |y| | |y| | |n| | |n| | |n| | |build-macos| |\n+ + +--------+-------+-------+-------+-------+-------+-------+ +\n| | | GPU | |n| | |n| | |n| | |n| | |n| | |n| | |\n+ +--------+--------+-------+-------+-------+-------+-------+-------+ +\n| | ARM-64 | CPU | |y| | |y| | |y| | |n| | |n| | |n| | |\n+ + +--------+-------+-------+-------+-------+-------+-------+ +\n| | | GPU | |n| | |n| | |n| | |n| | |n| | |n| | |\n+----------+--------+--------+-------+-------+-------+-------+-------+-------+-----------------+\n| Windows | X86-64 | CPU | |y| | |y| | |y| | |n| | |n| | |n| | |build-windows| |\n+ + +--------+-------+-------+-------+-------+-------+-------+ +\n| | | GPU | |y| | |y| | |y| | |n| | |n| | |n| | |\n+----------+--------+--------+-------+-------+-------+-------+-------+-------+-----------------+\n\n.. |build-linux| image:: https://img.shields.io/github/actions/workflow/status/ameli/imate/build-linux.yml\n :target: https://github.com/ameli/imate/actions?query=workflow%3Abuild-linux \n.. |build-macos| image:: https://img.shields.io/github/actions/workflow/status/ameli/imate/build-macos.yml\n :target: https://github.com/ameli/imate/actions?query=workflow%3Abuild-macos\n.. |build-windows| image:: https://img.shields.io/github/actions/workflow/status/ameli/imate/build-windows.yml\n :target: https://github.com/ameli/imate/actions?query=workflow%3Abuild-windows\n\nPython wheels for ``imate`` for all supported platforms and versions in the above are available through `PyPI <https://pypi.org/project/imate/>`_ and `Anaconda Cloud <https://anaconda.org/s-ameli/imate>`_. 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The supported GPU micro-architectures and CUDA version are as follows:\n\n+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+\n| Version \\\\ Arch | Fermi | Kepler | Maxwell | Pascal | Volta | Turing | Ampere | Hopper |\n+=================+=========+=========+=========+=========+=========+=========+=========+========+\n| CUDA 9 | |n| | |n| | |n| | |n| | |n| | |n| | |n| | |n| |\n+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+\n| CUDA 10 | |n| | |y| | |y| | |y| | |y| | |y| | |y| | |y| |\n+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+\n| CUDA 11 | |n| | |n| | |n| | |y| | |y| | |y| | |y| | |y| |\n+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+\n| CUDA 12 | |n| | |n| | |n| | |y| | |y| | |y| | |y| | |y| |\n+-----------------+---------+---------+---------+---------+---------+---------+---------+--------+\n\nDocumentation\n=============\n\n|deploy-docs| |binder|\n\nSee `documentation <https://ameli.github.io/imate/index.html>`__, including:\n\n* `What This Packages Does? <https://ameli.github.io/imate/overview.html>`_\n* `Comprehensive Installation Guide <https://ameli.github.io/imate/tutorials/install.html>`_\n* `How to Work with Docker Container? <https://ameli.github.io/imate/tutorials/docker.html>`_\n* `How to Deploy on GPU Devices? <https://ameli.github.io/imate/tutorials/gpu.html>`_\n* `API Reference <https://ameli.github.io/imate/api.html>`_\n* `Interactive Notebook Tutorials <https://mybinder.org/v2/gh/ameli/glearn/HEAD?filepath=notebooks%2Fquick_start.ipynb>`_\n* `Publications <https://ameli.github.io/imate/cite.html>`_\n\nPerformance\n===========\n\n``imate`` is scalable to **very large matrices**. 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