black-box-optimization

There are 5 repositories under black-box-optimization topic.

CyberAgentAILab / cmaes
Python library for CMA Evolution Strategy.
black-box-optimization cma-es evolution-strategies evolution-strategy hyperparameter-optimization optuna
Language:Python 310
txsun1997 / Black-Box-Tuning
ICML'2022: Black-Box Tuning for Language-Model-as-a-Service & EMNLP'2022: BBTv2: Towards a Gradient-Free Future with Large Language Models
black-box-optimization deep-learning few-shot-learning language-model natural-language-processing pytorch
Language:Python 253
rmsolgi / geneticalgorithm
Genetic Algorithm Package for Python
black-box-optimization evolutionary-algorithms genetic-algorithm optimization python
Language:Python 232
dme65 / pySOT
Surrogate Optimization Toolbox for Python
optimization asynchronous global-optimization global-optimization-algorithms bayesian-optimization surrogate-based-optimization surrogate-models radial-basis-function gaussian-processes black-box-optimization
Language:Jupyter Notebook 202
mlr-org / mlrMBO
Toolbox for Bayesian Optimization and Model-Based Optimization in R
bayesian-optimization black-box-optimization hyperparameter-optimization mlr mlrmbo model-based-optimization optimization r r-package
Language:R 185
Lichang-Chen / InstructZero
Official Implementation of InstructZero; the first framework to optimize bad prompts of ChatGPT(API LLMs) and finally obtain good prompts!
black-box-optimization black-box-tuning chatgpt large-language-model vicuna instruction-optimization
Language:Python 162
Evolutionary-Intelligence / pypop
PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants. https://pypop.rtfd.io/
global-optimization black-box-optimization large-scale-optimization population-based-optimization evolutionary-algorithms random-search zeroth-order-optimization gradient-free-optimization derivative-free-optimization continuous-optimization direct-search optimization-algorithms numerical-optimization stochastic-search evolution-strategies metaheuristics nonlinear-optimization nature-inspired-optimization bio-inspired-optimization optimization
Language:Python 160
EMI-Group / evox
Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.
evolutionary-algorithms neuroevolution gpu-acceleration ray brax derivative-free-optimization evolutionary-optimization evolutionary-reinforcement-learinig gradient-free-optimization jax metaheuristics multi-objective-optimization population-based-optimization gym black-box-optimization evolutionary-computation evolutionary-strategies
Language:Python 138
pablormier / yabox
Yet another black-box optimization library for Python
optimization algorithms evolutionary-algorithms data-science python3 differential-evolution parallel black-box black-box-optimization minimization python stochastic-algorithms
Language:Jupyter Notebook 133
JuliaNonconvex / Nonconvex.jl
Toolbox for gradient-based and derivative-free non-convex constrained optimization with continuous and/or discrete variables.
augmented-lagrangian-method automatic-differentiation bayesian-optimization black-box-optimization derivative-free-optimization discrete-optimization evolutionary-algorithms global-optimization implicit-differentiation interior-point-optimizer metaheuristics method-of-moving-asymptotes mixed-integer-nonlinear-programming nonlinear-optimization nonlinear-programming optimization semidefinite-programming surrogate-assisted-optimization gradient-based-optimisation
Language:Julia 108
changdaeoh / BlackVIP
Official implementation for CVPR'23 paper "BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning"
black-box-optimization foundation-models parameter-efficient-tuning prompt-tuning transfer-learning visual-prompting
Language:Python 95
Eric-Bradford / TS-EMO
This repository contains the source code for “Thompson sampling efficient multiobjective optimization” (TSEMO).
bayesian-optimization machine-learning black-box-optimization gaussian-processes matlab expensive-to-evaluate-functions kriging surrogate-based-optimization thompson-sampling spectral-sampling genetic-algorithms multi-objective-optimization
Language:MATLAB 84
optuna / kurobako
A black-box optimization benchmark tool
black-box-benchmarking black-box-optimization rust
Language:Rust 79
cog-imperial / entmoot
Multiobjective black-box optimization using gradient-boosted trees
black-box-optimization gradient-boosted-trees hyperparameter-optimization optimization python multiobjective-optimization mixed-integer-programming bayesian-optimization
Language:Python 48
Stefan-Endres / shgo
Simplicial Homology Global Optimization
global-optimization clustering-algorithm science mathematics optimization black-box-optimization black-box black-box-model nonlinear-optimization nonlinear
Language:Python 44
GMC-DRL / MetaBox
MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning (https://arxiv.org/abs/2310.08252)
black-box-optimization deep-reinforcement-learning benchmark-platform meta-black-box-optimization real-parameter-optimization evolutionary-algorithms hyperparameter-optimization learning-to-optimize protein-protein-docking
Language:Python 43
hackingmaterials / rocketsled
plug-n-play black box optimizer for high-throughput computing
black-box-optimization high-performance-computing optimization
Language:Python 41
yunyuntsai / Black-box-Adversarial-Reprogramming
Code for "Transfer Learning without Knowing: Reprogramming Black-box Machine Learning Models with Scarce Data and Limited Resources". (ICML 2020)
icml-2020 black-box-optimization machine-learning limited-transfer-learning medical-imaging-classification robust-learning social-good
Language:Python 34
cobyqa / cobyqa
A derivative-free solver for general nonlinear optimization.
black-box-optimisation black-box-optimization blackbox-optimizer derivative-free-optimisation numerical-optimization-library numerical-optimization-methods optimisation optimisation-framework optimization-framework optimization-library python unconstrained-optimisation zeroth-order-method cobyqa constrained-optimisation
Language:Python 27
automl / DACBench
A benchmark library for Dynamic Algorithm Configuration.
algorithm-configuration automl benchmark black-box-optimization reinforcement-learning reinforcement-learning-environments
Language:PDDL 26
sile / tpe
A TPE (Tree-structured Parzen Estimator) implementation in Rust
tpe rust black-box-optimization hyperparameter-optimization
Language:Rust 25
mlr3mbo
mlr-org / mlr3mbo
Flexible Bayesian Optimization in R
machine-learning r optimization bayesian-optimization model-based-optimization bbotk mlr3 r-package automl gaussian-process hyperparameter-optimization hyperparameter-tuning optimizer random-forest cran black-box-optimization hyperparameter tuning hpo
Language:R 23
aryandeshwal / HyBO
hybrid-spaces expensive-to-evaluate-functions black-box-optimization bayesian-optimization gaussian-processes icml-2021
Language:Python 22
Evolutionary-Intelligence / dpop7
A ray-based library of Distributed POPulation-based OPtimization for Large-Scale Black-Box Optimization.
black-box-optimization distributed-evolution-strategies distributed-evolutionary-algorithms distributed-optimization large-scale-optimization parallel-evolutionary-algorithms parallel-optimization population-based-optimization distributed-evolutionary-computation distributed-swarm-intelligence parallel-evolutionary-computation meta-heuristics nature-inspired-optimization
Language:Python 19
giuse / machine_learning_workbench
Workbench for practical machine learning in Ruby.
black-box-optimization evolution-strategies evolutionary-algorithm evolutionary-algorithms evolutionary-computation evolutionary-strategy machine-learning machine-learning-algorithms machine-learning-workbench modeling natural-evolution-strategies neural-network neural-networks neuroevolution optimization optimization-algorithms reinforcement-learning rubyml
Language:Ruby 19
mlr-org / bbotk
Black-box optimization framework for R.
machine-learning data-science black-box-optimization optimization hyperparameter-tuning r mlr3 bbotk r-package hyperparameter-optimization
Language:R 19
OfirKP / CamelsOptimizer
Yes, it's a camel case.
bayesian-optimization hyperparameter-optimization black-box-optimization python3 camels
Language:Jupyter Notebook 17
nomuramasahir0 / crfmnes
(CEC2022) Fast Moving Natural Evolution Strategy for High-Dimensional Problems
cma-es evolution-strategies evolution-strategy natural-gradients natural-evolution-strategies black-box-optimization
Language:Python 16
owruby / nelder_mead
A Python easy implementation of the Nelder-Mead method
python nelder-mead optimization black-box-optimization
Language:Python 16
aryandeshwal / BOPS
Python implementation of Bayesian optimization over permutation spaces.
bayesian-optimization permutation black-box-optimization aaai-2022 combinatorial-optimization python machine-learning
Language:MATLAB 14
ALFA-group / bayesopt-nash-eq
black-box-optimization nash-equilibrium game-theoretic-algorithms game-theory bayesian-optimization robust-optimization gp python algorithm
Language:Jupyter Notebook 12
phrsampaio / deft-funnel
DEFT-FUNNEL: An open-source global optimization solver for constrained grey-box and black-box problems in Matlab.
global-optimization black-box-optimization constrained-optimization surrogate-based-optimization optimization solver matlab open-source
Language:MATLAB 11
aryandeshwal / MerCBO
Python implementation of Mercer Features for Efficient Combinatorial Bayesian Optimization
combinatorial-optimization bayesian-optimization discrete-optimization python bayesian gaussian-processes network-flows machine-learning graph-cuts black-box-optimization expensive-to-evaluate-functions aaai2021
Language:Python 9
sile / yamakan
A collection of Black-Box Optimization algorithms for Rust
rust black-box-optimization
Language:Rust 9
BY571 / GARNE-Genetic-Algorithm-with-Recurrent-Network-and-Novelty-Exploration
GARNE: Genetic-Algorithm-with-Recurrent-Network-and-Novelty-Exploration
genetic-algorithm novelty-exploration crossover reinforcement-learning-algorithms evolutionary-algorithms black-box-optimization mutation lstm algorithm population cnn machine-learning-algorithms machine-learning
Language:Python 8
optuna / kurobako-py
A Python library to help implement kurobako's solvers and problems
black-box-benchmarking black-box-optimization python-library
Language:Python 8