gradient-free-optimization 开源项目推荐（50 个）

gfo-project /Gradient-Free-Optimizers

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

Evolutionary-Intelligence /pypop

[JMLR (CCF-A)] PyPop7: A Pure-PYthon LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* algorithm variants. In the near future, we will add Learning-Based Optimizers as its extensions. [https://jmlr.org/papers/v25/23-0386.html]

dietmarwo /fast-cma-es

Parallel gradient-free optimization for Python: black-box, multi-objective and quality-diversity search.

anabatsh /PROTES

Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.

Hzfinfdu /MPMP

ACL'2023: Multi-Task Pre-Training of Modular Prompt for Few-Shot Learning

AndreiChertkov /ttopt

Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.

anindex /polystep

Training non-differentiable networks via optimal transport.

PdIPS /CBXpy

A python package for consensus-based optimization

gfo-project /optimization-tutorial

Tutorials for the optimization techniques used in Gradient-Free-Optimizers and Hyperactive.

zz1358m /Awesome-Gradient-Free-LLMOpt

A curated collection of evolution strategies and zeroth-order optimization for large language models.

AdaSwarm /AdaSwarm

SwarmLoss: a PyTorch loss that trains through non-convex and non-differentiable objectives by fusing particle-swarm optimisation with gradient-based optimisers like Adam.

inikishev /torchzero

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

dizcza /MCMC_BinaryNet

Markov Chain Monte Carlo binary network optimization

AroMorin /DNNOP

Deep Neural Network Optimization Platform with Gradient-based, Gradient-Free Algorithms

iabs-neuro /mango

🥭 MANGO: Maximization of neural Activation via Non-Gradient Optimization

thieu1995 /EvoRBF

EvoRBF: A Nature-inspired Algorithmic Framework for Evolving Radial Basis Function Networks

surfaces-project /Surfaces

Standardized test-functions for optimization algorithms and machine-learning

blockwise-direct-search /bds

Blockwise Direct Search (MATLAB version)

NatLabRockies /soogo

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

Catastropha /pydemic

Gradient free reinforcement learning for PyTorch