derivative-free-optimization 开源项目推荐（80 个）

SciML /Optimization.jl

《Julia中的数学优化》。局部、全局、基于梯度且无导数。线性、二次、凸、混合整数和非线性优化，集成在一个简单、快速且可微的界面中。

libprima /prima

PRIMA is a package for solving general nonlinear optimization problems without using derivatives. It provides the reference implementation for Powell's derivative-free optimization methods, i.e., COBYLA, UOBYQA, NEWUOA, BOBYQA, and LINCOA. PRIMA means Reference Implementation for Powell's methods with Modernization and Amelioration, P for Powell.

Evolutionary-Intelligence /pypop

[JMLR (CCF-A)] PyPop7：一个纯 Python 库，用于基于种群的黒盒优化（BBO），尤其是*大规模*算法变体。在不久的将来，我们将添加基于学习的优化器作为其扩展。[https://jmlr.org/papers/v25/23-0386.html]

bbopt /nomad

NOMAD - A blackbox optimization software

microprediction /humpday

SOTA Black-box optimization (Python and JS) without the baggage

CliMA /EnsembleKalmanProcesses.jl

Derivative-free parameter calibration and uncertainty quantification for expensive models using ensemble Kalman methods

JuliaNonconvex /Nonconvex.jl

Toolbox for gradient-based and derivative-free non-convex constrained optimization with continuous and/or discrete variables.

pdfo /pdfo

Powell's Derivative-Free Optimization solvers.

ossamaAhmed /blackbox_mpc

Sampling based Model Predictive Control package for Model-Based RL research

SimpleArt /spsa

A simple implementation of SPSA with automatic learning rate tuning

jbrea /CMAEvolutionStrategy.jl

A julia implementation of the CMA Evolution Strategy for derivative-free optimization of potentially non-linear, non-convex or noisy functions over continuous domains.

relf /cobyla

COBYLA optimizer for Rust

KonstantinRiedl /CBOGlobalConvergenceAnalysis

Numerical illustration of a novel analysis framework for consensus-based optimization (CBO) and numerical experiments demonstrating the practicability of the method

SMTorg /smt-optim

smt-optim: The Surrogate-Based Optimization software based on SMT

inikishev /torchzero

Modular optimization library for PyTorch (work-in-progress).

SimpleArt /pyroot

Python library for root-finding in one dimension

optiprofiler /optiprofiler

Benchmarking optimization solvers.

caesarcai /ZORO

Zeroth-Order Regularized Optimization (ZORO): Approximately Sparse Gradients and Adaptive Sampling

bbopt /sgtelib

Surrogate model library for Derivative-Free Optimization

Ahmed-Bayoumy /OMADS

OMADS - A blackbox optimization python package