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Black Box Optimization Python Packages

Python packages with the GitHub topic black-box-optimization. Sorted by relevance, with stars and monthly downloads.
CyberAgentAILab
cmaes

Python library for CMA Evolution Strategy.

1.4M 498 75
rmsolgi
geneticalgorithm

Genetic Algorithm Package for Python

17K 272 78
Evolutionary-Intelligence
pypop7

[JMLR (CCF-A)] PyPop7: A Pure-PYthon LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* algorithm variants (from evolutionary computation, swarm intelligence, statistics, operations research, machine learning, mathematical optimization, meta-heuristics, auto-control etc.). [https://jmlr.org/papers/v25/23-0386.html]

6K 284 42
dme65
pysot

Surrogate Optimization Toolbox for Python

4K 215 52
SimonBlanke
surfaces

Standardized test-functions for optimization algorithms and machine-learning

2K 6 5
cog-imperial
entmoot

Multiobjective black-box optimization using gradient-boosted trees

2K 63 12
EMI-Group
evox

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

2K 2K 322
cobyqa
cobyqa

A derivative-free solver for general nonlinear optimization.

2K 55 9
pablormier
yabox

Yet another black-box optimization library for Python

1K 137 16
pyanno4rt
seamaze

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

1K 1 0
SimonBlanke
surfaces-cec-data

CEC benchmark data files for the surfaces library

1K 6 5
stefan-endres
shgo

Simplicial Homology Global Optimization

849 53 12
SimonBlanke
surfaces-onnx-files

Pre-trained ONNX surrogate models for the surfaces library

834 6 5
sile
kurobako

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

781 9 7
automl
dacbench

A benchmark library for Dynamic Algorithm Configuration.

478 35 16
NREL
soogo

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

248 5 9
nmasahiro
crfmnes

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

230 19 1
ono-lab
dxnesici

(GECCO 2023) Natural Evolution Strategy for Mixed-Integer Black-Box Optimization

224 0 0
NREL
blackboxoptim

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

185 5 9
MetaEvo
metaevobox

MetaBox: Benchmarking Platform for Meta-Black-Box Optimization

175 164 16
SimonBlanke
gradient-free-objective-functions

Standardized test-functions for optimization algorithms and machine-learning

102 6 5
SimonBlanke
surfaces-dashboard

No description available

98 6 5
maxencefaldor
bbobax

Accelerated Black-Box Optimization Benchmark in JAX

96 2 0
MarcEscandell
alpypeopt

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

59 2 0
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