Proximal Augmented Lagrangian method for Quadratic Programs
Project description
QPALM is a numerical optimization package that finds stationary points of (possibly nonconvex) quadratic programs, that is
\begin{equation*}
\begin{aligned}
& \underset{x}{\textbf{minimize}}
& & \tfrac12 x^\top Q x + q^\top x\\
& \textbf{subject to}
& & b_\mathrm{min} \le Ax \le b_\mathrm{max} \\
\end{aligned}
\end{equation*}
Documentation
The documentation can be found at: https://kul-optec.github.io/QPALM/Doxygen
Examples are included as well: https://kul-optec.github.io/QPALM/Doxygen/examples.html
Installation
Python
The QPALM Python interface is available from PyPI, you can install it using:
python3 -m pip install qpalm
Julia, Matlab, C/C++/Fortran
Installation instructions for the Julia, Matlab, C, C++ and Fortran interfaces, as well as instructions for building QPALM from source, can be found on GitHub.
Supported platforms
QPALM is written in C, with interfaces for C++, Python, Julia, Matlab and Fortran. The code itself is portable across all major platforms. Binaries are available for Linux on x86-64, AArch64, ARMv7 and ARMv6, for macOS on x86-64 and ARM64, and for Windows on x86-64.
Benchmarks
Check out the papers below for detailed benchmark tests comparing QPALM with state-of-the-art solvers.
Citing
If you use QPALM in your research, please cite the following paper:
@inproceedings{hermans2019qpalm,
author = {Hermans, B. and Themelis, A. and Patrinos, P.},
booktitle = {58th IEEE Conference on Decision and Control},
title = {{QPALM}: {A} {N}ewton-type {P}roximal {A}ugmented {L}agrangian {M}ethod for {Q}uadratic {P}rograms},
year = {2019},
volume = {},
number = {},
pages = {},
doi = {},
issn = {},
month = {Dec.},
}
Project details
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BLAKE2b-256 | 4a71c15b65b2290bfa69d17b7cf03b6496443a16e62f4d99eb7cf4c687a7f8ad |
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Hashes for qpalm-1.1.5a1-cp38-cp38-manylinux_2_17_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 46d65c2ffa2267e9cc8a1b3a38ecf4d0a0760c9da71ab3c9f6f94e70f7523f04 |
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MD5 | f75f677edd0b19c8ae819c3e9d3e1458 |
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BLAKE2b-256 | 361e4e7dca674a72000100af70e66099e6e36b4afc553481a6235f3bbba01a4a |
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Hashes for qpalm-1.1.5a1-cp38-cp38-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
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SHA256 | f2da3094f912a8aabea6fec8f3d30bedbef36cf61aa30796491c4a692fb45c2e |
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MD5 | aa4fe4dade5e5ef7b88cd1b93b48a869 |
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BLAKE2b-256 | 468c460411dfe9f78cf07f0378a05d012756f2926597db5e60f7d931ff6413b6 |
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Hashes for qpalm-1.1.5a1-cp38-cp38-linux_armv6l.whl
Algorithm | Hash digest | |
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SHA256 | a976cc1917f210ac897b29cbd895ec60bce45e25ed967573a5ffa032d1966d8e |
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MD5 | 67f5f16d18633f85f78305a860ef3d12 |
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BLAKE2b-256 | e6f5eb954de43c0b0e04f71f54ec7d31d5962611ca7e697b0ac38816d5b51074 |
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Hashes for qpalm-1.1.5a1-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
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SHA256 | d523bc5616db0f2885f6b1107e33e7ff129abf8d70095c4e4c5f87fd9f81de1c |
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MD5 | 203e1528acf0e3a45a05ae5dcb76c9a9 |
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BLAKE2b-256 | 212e15af34ebdf2d020b261b0d53954b3332456b980f73e70599260a0e05b94f |
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Hashes for qpalm-1.1.5a1-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
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SHA256 | 971bf55b1891447a45664dba2523fd31ce481a08ed34524fcbdede82a08ef20e |
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MD5 | a20a7cdbc6abab5410ea92b27979a900 |
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BLAKE2b-256 | 6fd938db75f6ca1eed6ec60612ef153f6b051bd41ebfa943123431aad952769d |
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Hashes for qpalm-1.1.5a1-cp37-cp37m-manylinux_2_27_armv7l.whl
Algorithm | Hash digest | |
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SHA256 | c22c23d1477b23be30248ff6207515a39457befb0c7225541c7d2cd15b9f4ec1 |
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MD5 | 48ecf774ddba4b6fe432f090a754cfa0 |
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BLAKE2b-256 | 1d09a9bf8205e23cfa5d021bf28246a7361ca21720918cac13c4704909f6c676 |
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Hashes for qpalm-1.1.5a1-cp37-cp37m-manylinux_2_27_aarch64.whl
Algorithm | Hash digest | |
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SHA256 | 0d1f99e4ba74c5eb23f594effa3b50bd8d89b53c304c93e7e07f991b6cb1749e |
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MD5 | a30aac48f82ae84212969df03fd10c2b |
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BLAKE2b-256 | 187b1a9d462524df3d45d3da882466ef443a3dd47c6baf6dc122cd0fdf5f67fe |
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Hashes for qpalm-1.1.5a1-cp37-cp37m-manylinux_2_17_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 4b00971f9a6a367091346d3b13bad5ba00a3b54c6b43980e256f0643450d5332 |
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MD5 | dbb98aff7406fdb0de08f5feffe1da14 |
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BLAKE2b-256 | 2c7e15fdea0d8d12401d70a65ed3f45e3307abb739b92689a99a54a3f9748d9a |
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Hashes for qpalm-1.1.5a1-cp37-cp37m-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
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SHA256 | dcf0e0765d76e3b0e3af2e6d0d87a9cd55ea79c49f887f1ab6518b549de877f8 |
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MD5 | addd48112035a1168d8ce6dbc4a95f60 |
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BLAKE2b-256 | b88afd457a1ae1962a84ee1bf89a623ed744fd65001ade0dd89712ce4482b445 |
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Hashes for qpalm-1.1.5a1-cp37-cp37m-linux_armv6l.whl
Algorithm | Hash digest | |
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SHA256 | 78000ecb04cce63fbc484dcc031677189931f2e4a3d6e1f4df90fc91bb9ff4c2 |
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MD5 | 64a42d53cdd286754ab8506b4f27b1ca |
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BLAKE2b-256 | a9044ccfcd1b5c726116196d8e59ccb13cb56eb6c946d33214366297cadd9556 |