Metaheuristics Python Packages

pyswarms

A research toolkit for particle swarm optimization in Python

mealpy

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

moptipy

Implementation of metaheuristic optimization methods in Python for scientific, industrial, and educational scenarios. Experiments can be executed in parallel or in a distributed fashion. Experimental results can be evaluated in various ways, including diagrams, tables, and export to Excel.

greyjack

GreyJack Solver is a "jack of all trades" constraint metaheuristic solver for Python, built on the robust foundations of Rust and Polars

moptipyapps

Applications of Metaheuristic Optimization in Python

evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

metaheuristic-designer

Framework for designing, testing and evaluating metaheuristic optimization algorithms.

evolopy

An open source nature-inspired optimization toolbox with parallel processing capabilities

tide-feature-selection

Feature selection for real ML pipelines: filters, wrappers, and metaheuristics with cross-validation, reproducibility, and bundled benchmarks.

optapy

An AI constraint solver that optimizes planning and scheduling problems

anmetal

Another Numeric optimization and Metaheuristics Library

digneapy

Diverse Instance Generator with Quality Diversity and Evolutionary Computation

tsp-framework

Framework de algoritmos para resolver el Problema del Vendedor Viajero

antco

Ant-based optimisation framework implemented in Cython/Python for graphs exploration.

customhys

Customising optimisation metaheuristics via hyper-heuristic search (CUSTOMHyS). This framework provides tools for solving, but not limited to, continuous optimisation problems using a hyper-heuristic approach for customising metaheuristics.

metaperceptron

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

optimization-benchmarks

A comprehensive Python package with 50+ benchmark functions for optimization algorithms

neuroptimiser

NeurOptimiser is a neuromorphic optimisation framework in which metaheuristic search emerges from asynchronous spiking dynamics.

graforvfl

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

pymetagen-datalabupo

MetaGen: A framework for metaheuristic development and hyperparameter optimization in machine and deep learning

metaforge

Metaheuristic- and RL-powered production scheduling & optimization toolkit in Python

pyrade

PyRADE is a production-ready optimization library implementing Differential Evolution (DE), a powerful evolutionary algorithm for global optimization. Unlike traditional implementations that sacrifice code quality for performance, PyRADE proves you can have both through intelligent design.

optframe

Python bindings for OptFrame Functional Core

pymhlib

pymhlib - a toolbox for metaheuristics and hybrid optimization methods