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Blackbox Optimization Python Packages

Python packages with the GitHub topic blackbox-optimization. Sorted by relevance, with stars and monthly downloads.
ARM-software
arm-mango

Parallel Hyperparameter Tuning in Python

43K 417 48
google
google-vizier

Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.

21K 2K 110
SimonBlanke
gradient-free-optimizers

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

15K 1K 94
pdfo
pdfo

Powell's Derivative-Free Optimization solvers.

7K 108 29
boschresearch
blackboxopt

A common interface for blackbox optimization algorithms along with useful helpers like parallel optimization loops, analysis and visualization scripts.

6K 33 2
bbopt
pynomadbbo

Python interface to Nomad 4

4K 153 26
sambo-optimization
sambo

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

3K 31 0
google
google-vizier-dev

Open Source Vizier: Distributed service framework for blackbox optimization and research.

3K 2K 110
evhub
bbopt

Black box hyperparameter optimization made easy.

3K 76 8
WilliamLwj
pyxab

PyXAB - A Python Library for X-Armed Bandit and Online Blackbox Optimization Algorithms.

1K 127 30
Ahmed-Bayoumy
omads

OMADS - A blackbox optimization python package

1K 6 0
PKU-DAIR
openbox

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

1K 439 57
optiprofiler
optiprofiler

Benchmarking optimization solvers.

894 15 4
jan-provaznik
nomadlad

NOMAD interface for Python.

864 0 0
mlojek
optilab

Simple framework for optimization functions and metamodels

601 1 0
microprediction
humpday

Elo ratings for global black box derivative-free optimizers

560 143 21
logicalclocks
maggy

Distribution transparent Machine Learning experiments on Apache Spark

450 91 13
parmoo
parmoo

Python library for parallel multiobjective simulation optimization

273 88 11
thomas-young-2013
lite-bo

Efficient and generalized blackbox optimization (BBO) system

265 85 84
Ahmed-Bayoumy
statlml

Statistical Learning Models Library

262 1 0
lucidfrontier45
optuna-async-helper

A Helper Library for Optuna Async Optimization

219 1 0
rajcscw
pytorch-optimize

Package to train pytorch models for non-differentiable objectives

215 11 3
sibirbil
marsopt

Mixed Adaptive Random Search (MARS) for Optimization

107 30 1
mike-gimelfarb
bboptpy

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

104 9 1
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