Constrained Optimization Python Packages

unopy

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

28K 494 47

gradient-free-optimizers

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

23K 1K 95

geotorch

Constrained optimization toolkit for PyTorch

23K 712 36

pdfo

Powell's Derivative-Free Optimization solvers.

6K 108 29

greyjack

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

3K 2 1

optiprofiler

Benchmarking optimization solvers.

3K 15 4

put-asunder

A Python package for Constrained Network Structure Detection (Graph Clustering).

3K 1 0

corneto

Unified knowledge-driven network inference from omics data

2K 104 9

pycsp3

A Python Library for modeling combinatorial constrained problems

2K 85 11

neuromancer

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

1K 1K 183

openbox

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

916 443 57

pycddp

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

834 92 17

optiml

Optimizers for/and sklearn compatible Machine Learning models

815 11 4

mdmm

The Modified Differential Multiplier Method (MDMM) for PyTorch

727 64 13

facile

Python constraint programming library

605 25 6

landscapes

A Python library of standardized optimization test functions

468 62 15

modestga

Genetic Algorithm minimization

446 8 1

optymus

Optimization methods for science and engineering.

370 6 1

cooper-optim

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

302 161 14

lite-bo

Efficient and generalized blackbox optimization (BBO) system

295 86 84

psopy

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

278 36 16

pytorch-lattice

A PyTorch implementation of constrained optimization and modeling techniques

261 35 3

moo-gbt

Library for Multi-objective optimization in Gradient Boosted Trees

147 78 16

bboptpy

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

143 9 1