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Constrained Optimization Python Packages

Python packages with the GitHub topic constrained-optimization. Sorted by relevance, with stars and monthly downloads.
cvanaret
unopy

With Uno, finally take full control of your SQP/barrier solver for nonlinearly constrained optimization

43K 480 41
Lezcano
geotorch

Constrained optimization toolkit for PyTorch

16K 709 36
SimonBlanke
gradient-free-optimizers

Lightweight optimization with local, global, population-based and sequential techniques across mixed search spaces

15K 1K 95
pdfo
pdfo

Powell's Derivative-Free Optimization solvers.

10K 108 29
astomodynamics
pycddp

Constrained Differential Dynamic Programming Solver for Trajectory Optimization and Model Predictive Control

4K 90 16
CameleoGrey
greyjack

GreyJack Solver is a constraint metaheuristic solver for Python, built on the robust foundations of Rust and Polars. It empowers you to tackle a wide array of constraint optimization problems, including continuous, integer, and mixed-integer challenges with ease and efficiency.

4K 2 1
xcsp3team
pycsp3

A Python Library for modeling combinatorial constrained problems

3K 82 11
saezlab
corneto

Unified knowledge-driven network inference from omics data

2K 100 9
pnnl
neuromancer

Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.

2K 1K 172
crowsonkb
mdmm

The Modified Differential Multiplier Method (MDMM) for PyTorch.

1K 63 13
PKU-DAIR
openbox

Efficient and generalized blackbox optimization (BBO) system

1K 438 57
krzysztofarendt
modestga

Optimized and benchmarked parallel Genetic Algorithm with inequality constraints, and a scipy-like interface

752 8 1
nathanrooy
landscapes

A dependency free library of standardized optimization test functions written in pure Python.

642 62 15
xoolive
facile

Python constraint programming library

576 24 6
cooper-org
cooper-optim

A general-purpose, deep learning-first library for constrained optimization in PyTorch

437 159 14
quant-sci
optymus

Optimization methods for science and engineering.

420 6 1
thomas-young-2013
lite-bo

Efficient and generalized blackbox optimization (BBO) system

412 85 84
jerrytheo
psopy

A SciPy compatible super fast Python implementation for Particle Swarm Optimization.

404 36 16
optiprofiler
optiprofiler

Benchmarking optimization solvers.

305 14 4
willbakst
pytorch-lattice

A PyTorch implementation of constrained optimization and modeling techniques

282 35 3
fabian-sp
ncopt

Constrained optimization for Pytorch using the SQP-GS algorithm

110 39 5
Swiggy
moo-gbt

Library for Multi-objective optimization in Gradient Boosted Trees

101 79 16
mike-gimelfarb
bboptpy

Powerful and scalable black-box optimization algorithms for Python and C++.

86 9 1
adeyemiadeoye
pbalm

Proximal augmented Lagrangian method for solving nonconvex structured optimization problems.

79 1 0
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