Black Box Optimization Python Packages

cmaes

Python library for CMA Evolution Strategy.

geneticalgorithm

Genetic Algorithm Package for Python

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]

pysot

Surrogate Optimization Toolbox for Python

entmoot

Multiobjective black-box optimization using gradient-boosted trees

surfaces

Standardized test-functions for optimization algorithms and machine-learning

evox

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

cobyqa

A derivative-free solver for general nonlinear optimization.

yabox

Yet another black-box optimization library for Python

shgo

Simplicial Homology Global Optimization

dacbench

A benchmark library for Dynamic Algorithm Configuration.

surfaces-cec-data

Standardized test-functions for optimization algorithms and machine-learning

kurobako

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

crfmnes

(CEC2022) Fast Moving Natural Evolution Strategy for High-Dimensional Problems

surfaces-onnx-files

Standardized test-functions for optimization algorithms and machine-learning

dxnesici

DX-NES-ICI for numerical optimization in Python

soogo

Surrogate-based 0-th Order Global Optimization for black-box problems

blackboxoptim

Solve black-box optimization problems using surrogate-based algorithms

seamaze

A python library for classical and dynamical low-rank CMA-ES.

metaevobox

MetaBox: Benchmarking Platform for Meta-Black-Box Optimization

surfaces-dashboard

Standardized test-functions for optimization algorithms and machine-learning

bbobax

Accelerated Black-Box Optimization Benchmark in JAX

gradient-free-objective-functions

Standardized test-functions for optimization algorithms and machine-learning

alpypeopt

An open source library for connecting AnyLogic models with python-based black box optimization packages