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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qpalm-1.2.2.tar.gz
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SHA256 | 9ebcf34c351e6374f090dda1dd95d591fd901df6d6a71d0ac477a461c7176dab |
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MD5 | e52fc0019a58726effbb37faa6fcc2b2 |
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BLAKE2b-256 | 1585493e7b31fa26d4c0b1b66be77c68ebb2e8033c5dee666371ab18f80e6701 |
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Hashes for qpalm-1.2.2-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
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SHA256 | a0d82c6e0a86a2efe19488ed3445a6c8c51573a7159c3acaa1c44530f84675e4 |
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MD5 | 1210cd41960c27a86bf6326cf4018429 |
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BLAKE2b-256 | e3808471f898de5afba9dd9c8927b6ab86542f988f961d2205db187753cce184 |
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Hashes for qpalm-1.2.2-cp38-cp38-manylinux_2_27_armv7l.whl
Algorithm | Hash digest | |
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SHA256 | 1395848fa3baec181cc9438bbd7bcca803e89c6d693722a4b9a93b56a0c3d24d |
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MD5 | b26ef30fb2f376951e863340c7622f7b |
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BLAKE2b-256 | 9c7964af207585e96df8db7d6717e8d4bb58410affba65d8a460a6a206404646 |
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Hashes for qpalm-1.2.2-cp38-cp38-manylinux_2_27_aarch64.whl
Algorithm | Hash digest | |
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SHA256 | f145436ef0432dec5ce0da3645e3c9e7cb94066b30ff3c96b793378e8b520210 |
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MD5 | e22f0731a87d3d7e07a01acfa141bd85 |
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BLAKE2b-256 | 4e4bcc3b474785bce8d2070d1bf75557bdd35407d6fe4ede519800c816504e2f |
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Hashes for qpalm-1.2.2-cp38-cp38-manylinux_2_17_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | b610aba31d59c75eed038c1977111b4061714fe6bcdc34b3194367b06b0b65a5 |
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MD5 | 5b9ffb5f7c9f8c945f4f3e81d60136ed |
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BLAKE2b-256 | 9ee28d9937015d8ff33406dc30e29683f262c0174c34ee55dfdf6adf2e6a5c96 |
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Hashes for qpalm-1.2.2-cp38-cp38-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ca1c7121afb506f77a3516e7f9f646992f4d8d9fa50afd64f875a309ef25ac81 |
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MD5 | 8c25a265aa0b9e3a8aaecbc8a82a7961 |
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BLAKE2b-256 | 922500480781b19c8304e984bc3d2d44fbee88489ea497131de03232b98acd4b |
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Hashes for qpalm-1.2.2-cp38-cp38-linux_armv6l.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b1649917d5cdb5406e1e42cb69956195e61d8c310316ecd41a43bc2016e0fc3a |
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MD5 | 9e63253f73e5173a912a171d9e8b5fb9 |
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BLAKE2b-256 | e759a5e35ba8fce77eab0f88e8d17052f9fde02876c03755b812ccbeeb6428b6 |
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Hashes for qpalm-1.2.2-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f914ffeee3b3045d150d435bc057acfa7ef25cf7df5fda4b459f2f195ff77dfe |
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MD5 | c4acdd009a4de37789826cc5ced56912 |
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BLAKE2b-256 | 80c9763486e2b6cc83330bb30e2b354b5bf2e2ba4a22fc1253a899d80b8cc2d1 |
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Hashes for qpalm-1.2.2-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | cdce62ea681c7715a6046c621c8acd159386bbbbe57d4d08420fb21a4277e198 |
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MD5 | db05bc82bbe082631b7099c33db1d274 |
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BLAKE2b-256 | ab4ce1f42f2c649285622e03a2cc3a02621dce677826436b84b215dbd05b95a8 |
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Hashes for qpalm-1.2.2-cp37-cp37m-manylinux_2_27_armv7l.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7d5d4357f5ca80f40df60aa94882d1bc0bdd1330e84888fabd70f68fda056294 |
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MD5 | 29920f3c834edfbbb3e064c5651dd8e7 |
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BLAKE2b-256 | 72cab08e69d414f5b3f8652ad8ce458580a01ceba1a304d4dee55f55901b336c |
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Hashes for qpalm-1.2.2-cp37-cp37m-manylinux_2_27_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 85662319ced0ea7db136c92c7d7bbfaeb0ec937f6a4032793bd8f7974b2ee7fd |
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MD5 | 67e3262b8cd11f6fcbb0901f3d4245f5 |
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BLAKE2b-256 | ea08e357e9d2b4f57f1d50f101747f71b69011aac206e8583d9944e018eb9dbd |
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Hashes for qpalm-1.2.2-cp37-cp37m-manylinux_2_17_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 07d4b0fd6ee61e9fb66a98e6cc99ad8c8d8266d8311907ff55af8402dd619fb2 |
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MD5 | 4d0af6eed0dfca6b98934520c1789580 |
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BLAKE2b-256 | 1d6d29d8c825391fa9d95c57b9853aec9fe3e1611501e80dba37fe4145de1c76 |
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Hashes for qpalm-1.2.2-cp37-cp37m-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8f072ce1ddf2cc4be760a6bb2866dd703f10a7a11b771473889fa0ec37e31bed |
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MD5 | 33e685c7479d5a895414f6162f22e76a |
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BLAKE2b-256 | a8c1041df5a74abdab9a5cc08457d30fcece7bd279bc04b53cb2d4096f25de2f |
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Hashes for qpalm-1.2.2-cp37-cp37m-linux_armv6l.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 99f4c254c885643c8acb981c9869dad6a620e31f1e23250efa75eaac32ec03ef |
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MD5 | 7346156c98c2a6b7472c5c5aa3782b1e |
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BLAKE2b-256 | f96a81c35686c0cefa63bf0f6ee2072da1e19da6c949c28438d79d726d28bb1f |