Constrained Optimization Python Packages

unopy

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

38K 482 41

geotorch

Constrained optimization toolkit for PyTorch

17K 709 36

gradient-free-optimizers

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

15K 1K 94

pdfo

Powell's Derivative-Free Optimization solvers.

7K 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

2K 2 1

corneto

Unified knowledge-driven network inference from omics data

2K 101 9

pycsp3

Modeling Constrained Combinatorial Problems in Python

2K 82 11

cooper-optim

A library for Lagrangian-based constrained optimization in PyTorch

1K 160 14

neuromancer

Neural Modules with Adaptive Nonlinear Constraints and Efficient Regularization

1K 1K 172

openbox

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

1K 439 57

pycddp

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

1K 91 16

mdmm

The Modified Differential Multiplier Method (MDMM) for PyTorch

1K 64 13

optiprofiler

Benchmarking optimization solvers.

894 15 4

facile

Python constraint programming library

620 24 6

landscapes

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

606 62 15

modestga

Genetic Algorithm minimization

602 8 1

psopy

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

309 36 16

lite-bo

Efficient and generalized blackbox optimization (BBO) system

265 85 84

optymus

Optimization methods in Python

262 6 1

pytorch-lattice

A PyTorch Implementation Of Lattice Modeling Techniques

253 35 3

moo-gbt

Library for Multi-objective optimization in Gradient Boosted Trees

117 79 16

ncopt

Constrained optimization for Pytorch using the SQP-GS algorithm

109 38 5

bboptpy

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

104 9 1

birm-nm-foo

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

79 1K 172