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Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.
gym
jax
ray
brax
pytorch
metaheuristics
neuroevolution
gpu-acceleration
black-box-optimization
evolutionary-algorithms
evolutionary-strategies
evolutionary-computation
evolutionary-optimization
gradient-free-optimization
derivative-free-optimization
multi-objective-optimization
population-based-optimization
evolutionary-reinforcement-learinig
Created
2022-07-27
2,160 commits to main branch, last one 23 hours ago
Python library for CMA Evolution Strategy.
Created
2020-01-30
503 commits to main branch, last one 3 days ago
ICML'2022: Black-Box Tuning for Language-Model-as-a-Service & EMNLP'2022: BBTv2: Towards a Gradient-Free Future with Large Language Models
Created
2022-01-07
101 commits to main branch, last one 2 years ago
Genetic Algorithm Package for Python
Created
2020-05-01
90 commits to master branch, last one 4 years ago
[JMLR (CCF-A)] PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (including evolutionary algorithms, swarm-based randomized optimizers,...
direct-search
random-search
genetic-algorithms
global-optimization
evolution-strategies
black-box-optimization
differential-evolution
nonlinear-optimization
numerical-optimization
continuous-optimization
evolutionary-algorithms
optimization-algorithms
large-scale-optimization
zeroth-order-optimization
gradient-free-optimization
particle-swarm-optimization
consensus-based-optimization
derivative-free-optimization
population-based-optimization
estimation-of-distribution-algorithms
Created
2021-01-26
8,322 commits to main branch, last one 14 hours ago
Surrogate Optimization Toolbox for Python
Created
2015-06-03
321 commits to master branch, last one 3 years ago
Official Implementation of InstructZero; the first framework to optimize bad prompts of ChatGPT(API LLMs) and finally obtain good prompts!
Created
2023-05-29
93 commits to main branch, last one 9 months ago
Toolbox for Bayesian Optimization and Model-Based Optimization in R
Created
2013-10-23
1,648 commits to main branch, last one 2 years ago
Derivative-Free Global Optimization Algorithm (C++, Python binding) - Continuous, Discrete, TSP, NLS, MINLP
optimization
meta-heuristic
metaheuristics
genetic-algorithm
optimization-tools
global-optimization
integer-programming
optimization-methods
discrete-optimization
stochastic-optimizers
black-box-optimization
constraint-programming
differential-evolution
evolutionary-algorithms
optimization-algorithms
mathematical-programming
mathematical-optimization
mixed-integer-programming
hyperparameter-optimization
global-optimization-algorithms
Created
2016-07-13
410 commits to master branch, last one 2 months ago
Yet another black-box optimization library for Python
Created
2017-07-14
74 commits to master branch, last one 2 years ago
Toolbox for gradient-based and derivative-free non-convex constrained optimization with continuous and/or discrete variables.
optimization
metaheuristics
global-optimization
bayesian-optimization
discrete-optimization
nonlinear-programming
black-box-optimization
nonlinear-optimization
evolutionary-algorithms
implicit-differentiation
interior-point-optimizer
semidefinite-programming
automatic-differentiation
augmented-lagrangian-method
gradient-based-optimisation
method-of-moving-asymptotes
derivative-free-optimization
surrogate-assisted-optimization
mixed-integer-nonlinear-programming
Created
2021-02-14
246 commits to master branch, last one about a year ago
MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning (https://proceedings.neurips.cc/paper_files/paper/2023/hash/232eee8ef411a0a316efa298d7be3c2b-Abstract-Datasets...
Created
2023-03-26
334 commits to v1.0.0 branch, last one a day ago
Official implementation for CVPR'23 paper "BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning"
Created
2023-02-27
15 commits to main branch, last one about a year ago
A black-box optimization benchmark tool
Created
2019-03-12
589 commits to master branch, last one 10 months ago
Multiobjective black-box optimization using gradient-boosted trees
Created
2020-08-26
649 commits to master branch, last one about a month ago
Simplicial Homology Global Optimization
Created
2017-06-14
604 commits to master branch, last one 24 days ago
This is the official implementation for the paper: Use Your INSTINCT: INSTruction optimization usIng Neural bandits Coupled with Transformers
Created
2023-10-03
12 commits to main branch, last one 10 months ago
A collection of MetaBBO papers and code sources
Created
2024-10-06
137 commits to main branch, last one 2 months ago
A derivative-free solver for general nonlinear optimization.
cobyqa
python
optimisation
blackbox-optimizer
zeroth-order-method
optimization-library
black-box-optimisation
black-box-optimization
optimisation-framework
optimization-framework
constrained-optimisation
unconstrained-optimisation
derivative-free-optimisation
numerical-optimization-library
numerical-optimization-methods
Created
2021-09-02
766 commits to main branch, last one 3 months ago