Global Optimization Python Packages

pyswarms

A research toolkit for particle swarm optimization in Python

egobox

Efficient global optimization toolbox in Rust: bayesian optimization, mixture of gaussian processes, sampling methods

opfunu

A collection of Benchmark functions for numerical optimization problems

pysot

Surrogate Optimization Toolbox for Python

iopt

Framework of intelligent optimization methods iOpt

sambo

🎯 📈 Sequential and Model-Based Optimization in Python, featuring SCE-UA, SMBO, and SHGO algorithms. SOTA perfomance; 0 deps.

gofit

Global Optimization for Fitting Problems

gaft

A Genetic Algorithm Framework in Python (not for production level)

dftfit

Interatomic potential creating using DFT training data.

mutax

🎯 SciPy-like differential evolution optimization in JAX

shgo

Simplicial Homology Global Optimization

porgo

The portable universal library in global optimization.

pygosolnp

Python GOSOLNP implementation based on pysolnp. This algorithm solves Global Optimization problems with optional equality and/or inequality constraints.

tuneup

Comparison of global optimization algorithms, including scipy, optuna, hyperopt, platypus, facebook-ax, pysot and others.

pyde

Differential evolution global optimization in Python.

tgo

Developmental version of tgo

ampgo

Adaptive Memory Programming for Global Optimization

pylates

Dilation Functions in python

simplenlopt

SciPy style API for NLopt

clpso

A research toolkit for particle swarm optimization in Python