Particle Swarm Optimization Python Packages

pyswarms

A research toolkit for particle swarm optimization in Python

fst-pso

A settings-free global optimization method based on PSO and fuzzy logic

gradient-free-optimizers

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

mealpy

A Collection Of The State-of-the-art Metaheuristic Algorithms In Python (Metaheuristic/Optimizer/Nature-inspired/Biology)

pypop7

[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]

mgsurve

Python package to optimize mosquito traps' positioning in field trials.

swarming

Swarming is a Python3 library that features both parallel and serial implementation of the Particle Swarm Optimization (PSO) algorithm.

metacluster

MetaCluster: An Open-Source Python Library for Metaheuristic-based Clustering Problems

pylinkage

Complete pipeline to design, optimize and view 2D kinematic mechanisms in Python

swarmlib

Implementation and visualization of different swarm optimization algorithms.

sko

Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman)

intelelm

IntelELM: A Python Framework for Intelligent Metaheuristic-based Extreme Learning Machine

zoofs

zoofs is a Python library for performing feature selection using an variety of nature inspired wrapper algorithms..

swing-opt

An implementation of the particle swarm optimization and the artifical bee colony algorithm.

metaperceptron

MetaPerceptron: A Standardized Framework For Metaheuristic-Driven Multi-layer Perceptron Optimization

graph-stitcher

Graph algorithms to merge two graphs based on stitching.

graforvfl

GrafoRVFL: A Gradient-Free Optimization Framework for Boosting Random Vector Functional Link Network

evorbf

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

psopy

A SciPy compatible super fast Python implementation for Particle Swarm Optimization.

waveletml

WaveletML: A Scalable and Extensible Wavelet Neural Network Framework

tsne-pso

t-Distributed Stochastic Neighbor Embedding with Particle Swarm Optimization (TSNE-PSO) is an enhanced version of t-SNE that uses Particle Swarm Optimization instead of gradient descent for the optimization step. This implementation is based on the research paper by Allaoui et al. (2025).

nia

Nature Inspired Optimization Algorithms

ki

Reinforcment Learning Inspired by Earth

vpso

Vectorized Particle Swarm Optimization