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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SHA256 | 682a9c9220fe9a9135101364fe0f348dc9d101f6236397966833a1d0a2e34101 |
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MD5 | f642a7282bb7b7f7f7fc3e463ec61037 |
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BLAKE2b-256 | ca73a61e2885f53310c1cd10c935d68e2d222e04f0a688de5a941020dd189c48 |
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Hashes for qpalm-1.2.0-cp38-cp38-linux_armv6l.whl
Algorithm | Hash digest | |
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SHA256 | 359c5857e28f80c7d970ba3c3360b6f24dfa1868bcdb665bd0cc1f82dc0810dd |
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MD5 | 0a7e6c73c074e1cb31d6d5d1c6855e18 |
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BLAKE2b-256 | 236a1be44e47ae16abad9db090792fd4b9eab282aadb8489f11e6833d2de30f7 |
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Hashes for qpalm-1.2.0-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
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SHA256 | a58d491c60f1e05fefad18cc5497c147e3b393cee21151905f8b27c2dd3f1806 |
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MD5 | cfd74369275f23971f16130c90532f5f |
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BLAKE2b-256 | 2ec5892ac2d48e446cc8d70e74770bcf144435e3783b35e4eeffc513fce9fb43 |
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Hashes for qpalm-1.2.0-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
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SHA256 | 16017a8df9b0fd28cb27504c95ce3ffb8d9e65551b496b44dcd9bffd4b6f29e7 |
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MD5 | ddb0583e03bfcfcfed3ab5fe8a21852a |
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BLAKE2b-256 | 1eb259c61e3ed42bdf1d20bb4c9fba648c81cb35b9bb650155d939ee33bbbad2 |
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Hashes for qpalm-1.2.0-cp37-cp37m-manylinux_2_27_armv7l.whl
Algorithm | Hash digest | |
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SHA256 | 1f879a8887f3192ae8c43cf8244099185dea0edb02a7ed518e15ed3b4a5ad1c1 |
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MD5 | ef6d954de8043439e4fffd56711b8154 |
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BLAKE2b-256 | fb038104bb99a6c922683219ea6adfd44b359e52482c1557ed95be5e0b950737 |
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Hashes for qpalm-1.2.0-cp37-cp37m-manylinux_2_27_aarch64.whl
Algorithm | Hash digest | |
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SHA256 | 8483ced57e9ae2b7cc1c6979c26472bee490856cc9ce4356d72d0e50a4ba77cf |
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MD5 | 549e3af48724d8c7acc7833a1d8fac68 |
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BLAKE2b-256 | e8beae3f25f33d5268b91c573a68ada3be20bb5ba3059d63a18cb2958824747a |
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Hashes for qpalm-1.2.0-cp37-cp37m-manylinux_2_17_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 564d38c630a09c6cb537ec77a21a4075089682d8be2ddd4f7f07ad70d2305961 |
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MD5 | d6f3cabc8f84070009a53b03ea2117ef |
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BLAKE2b-256 | 1566e2df67ce7b00b844f3c052c4674d216cebb44caa44f5262897c62ecd278f |
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Hashes for qpalm-1.2.0-cp37-cp37m-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
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SHA256 | ebee0d737a7eef72afbb5180668813f79ebc835ead72d631f8722b16668e1e00 |
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MD5 | 47c59c1ee4ad35d2dc77e687dd90760c |
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BLAKE2b-256 | 2c9d8ddd650bcdfb3ae6cd5a0ff2f73a68e46efd69702b561e548b4c8f4e0a5d |
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Hashes for qpalm-1.2.0-cp37-cp37m-linux_armv6l.whl
Algorithm | Hash digest | |
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SHA256 | ebccdc6463eae8fc07f518cab51d66eff08eef074441424471ce362a35eebab1 |
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MD5 | 2c66c552ce635bcba511a7af2e974abb |
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BLAKE2b-256 | 1fcd5333895c09be9edb02037daa1b62a1073aa263d5d00ce72e26c70eb7c446 |