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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

38K 482 41
Lezcano
geotorch

Constrained optimization toolkit for PyTorch

17K 709 36
SimonBlanke
gradient-free-optimizers

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

15K 1K 94
pdfo
pdfo

Powell's Derivative-Free Optimization solvers.

7K 108 29
CameleoGrey
greyjack

GreyJack Solver is a "jack of all trades" constraint metaheuristic solver for Python, built on the robust foundations of Rust and Polars

2K 2 1
saezlab
corneto

Unified knowledge-driven network inference from omics data

2K 101 9
xcsp3team
pycsp3

Modeling Constrained Combinatorial Problems in Python

2K 82 11
cooper-org
cooper-optim

A library for Lagrangian-based constrained optimization in PyTorch

1K 160 14
pnnl
neuromancer

Neural Modules with Adaptive Nonlinear Constraints and Efficient Regularization

1K 1K 172
PKU-DAIR
openbox

Towards Generalized and Efficient Blackbox Optimization System/Package (KDD 2021 & JMLR 2024)

1K 439 57
astomodynamics
pycddp

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

1K 91 16
crowsonkb
mdmm

The Modified Differential Multiplier Method (MDMM) for PyTorch

1K 64 13
optiprofiler
optiprofiler

Benchmarking optimization solvers.

894 15 4
xoolive
facile

Python constraint programming library

620 24 6
nathanrooy
landscapes

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

606 62 15
krzysztofarendt
modestga

Genetic Algorithm minimization

602 8 1
jerrytheo
psopy

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

309 36 16
thomas-young-2013
lite-bo

Efficient and generalized blackbox optimization (BBO) system

265 85 84
quant-sci
optymus

Optimization methods in Python

262 6 1
willbakst
pytorch-lattice

A PyTorch Implementation Of Lattice Modeling Techniques

253 35 3
Swiggy
moo-gbt

Library for Multi-objective optimization in Gradient Boosted Trees

117 79 16
fabian-sp
ncopt

Constrained optimization for Pytorch using the SQP-GS algorithm

109 38 5
mike-gimelfarb
bboptpy

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

104 9 1
pnnl
birm-nm-foo

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

79 1K 172
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