Black Box Optimization Python Packages

cmaes

Python library for CMA Evolution Strategy.

670K 518 76

geneticalgorithm

Genetic Algorithm Package for Python

11K 271 78

pypop7

[JMLR (CCF-A)] PyPop7: A Pure-PYthon LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* algorithm variants. In the near future, we will add Learning-Based Optimizers as its extensions. [https://jmlr.org/papers/v25/23-0386.html]

3K 291 41

pysot

Surrogate Optimization Toolbox for Python

3K 217 54

cobyqa

A derivative-free solver for general nonlinear optimization.

2K 58 8

yabox

Yet another black-box optimization library for Python

2K 137 16

dacbench

A benchmark library for Dynamic Algorithm Configuration.

1K 39 19

evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

1K 3K 355

surfaces

Standardized test-functions for optimization algorithms and machine-learning

1K 8 6

entmoot

Multiobjective black-box optimization using gradient-boosted trees

830 64 12

graphfla

A graph-based python framework for fitness landscape analysis

715 177 20

bbobax

Accelerated Black-Box Optimization Benchmark in JAX

419 2 0

kurobako

A Python library to help implement kurobako's solvers and problems

390 9 7

seamaze

Classical, Limited-Memory, and Dynamical Low-Rank CMA-ES Variants for Efficient Black-Box Optimization

374 2 0

shgo

Simplicial Homology Global Optimization

330 54 12

banditry

Python library for contextual bandits and Bayesian optimization over mixed design spaces, featuring GP-UCB, Thompson sampling, Gaussian processes, MCMC, and evolutionary acquisition optimization.

272 6 0