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The Top 23 Python Metaheuristics Open Source Projects

Open source projects categorized as Python Metaheuristics
Pyswarms ⭐ 1,154
A research toolkit for particle swarm optimization in Python
dependent packages 14total releases 20most recent commit 6 months agopypi pyswarms} Downloads
Gradient Free Optimizers ⭐ 1,072
Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.
dependent packages 7total releases 45most recent commit 4 months agopypi gradient-free-optimizers} Downloads
Pagmo2 ⭐ 759
A C++ platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.
dependent packages 5total releases 24most recent commit 4 months ago
Mealpy ⭐ 638
A Collection Of The State-of-the-art Metaheuristic Algorithms In Python (Metaheuristic/Optimizer/Nature-inspired/Biology)
dependent packages 10total releases 59most recent commit 3 months agopypi mealpy} Downloads
Opytimizer ⭐ 584
🐦 Opytimizer is a Python library consisting of meta-heuristic optimization algorithms.
total releases 20most recent commit 4 months ago
Solid ⭐ 518
🎯 A comprehensive gradient-free optimization framework written in Python
most recent commit 5 years ago
Jmetalpy ⭐ 457
A framework for single/multi-objective optimization with metaheuristics
dependent packages 4total releases 12most recent commit 3 months agopypi jmetalpy} Downloads
Alns ⭐ 297
Adaptive large neighbourhood search (and more!) in Python.
dependent packages 1total releases 39most recent commit 6 months agopypi alns} Downloads
Optapy ⭐ 238
OptaPy is an AI constraint solver for Python to optimize planning and scheduling problems.
total releases 14most recent commit 9 months ago
Pypop ⭐ 148
PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants. https://pypop.rtfd.io/
total releases 76most recent commit 3 months ago
Pyvrp ⭐ 113
Open-source, state-of-the-art VRP solver in an easy-to-use Python package.
total releases 14most recent commit 3 months ago
Evox ⭐ 98
Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.
total releases 10most recent commit 3 months ago
Acopy ⭐ 84
A Python implementation of the Ant Colony Optimization Meta-Heuristic
dependent packages 1total releases 6most recent commit 2 years agopypi acopy} Downloads
Hive ⭐ 59
Artificial Bee Colony Algorithm in Python.
most recent commit 3 years ago
Freelunch ⭐ 46
Meta-heuristic optimisation suite for python
dependent packages 2total releases 13most recent commit a year agopypi freelunch} Downloads
Optimal ⭐ 27
A python metaheuristic optimization library. Currently supports Genetic Algorithms, Gravitational Search, Cross Entropy, and PBIL.
total releases 1most recent commit 3 years ago
Metagen ⭐ 23
MetaGen: A framework for metaheuristic development and hyperparameter optimization in machine and deep learning
most recent commit 6 months ago
Metaheuristic Training Networks ⭐ 21
An implementation of various metaheuristics adapted to train neural networks
most recent commit a year ago
James ⭐ 19
A JAva MEtaheuristics Search framework
total releases 5most recent commit 7 years ago
Customhys ⭐ 17
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. Such an approach is powered by a strategy based on Simulated Annealing. Also, several search operators serve as building blocks for tailoring metaheuristics. They were extracted from ten well-known metaheuristics in the literature.
most recent commit 5 months ago
Tsp Solver ⭐ 15
metaheuristics for traveling salesman problem (TSP)
most recent commit 9 months ago
Moptipy ⭐ 14
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.
dependent packages 1total releases 109most recent commit 4 months agopypi moptipy} Downloads
Pareto Optimal Student Supervisor Allocation ⭐ 14
🎓An AI tool to assist universities with optimal allocation of students to supervisors for their dissertations. Devised a multi-objective genetic algorithm for the task.
most recent commit 2 years ago
The 9 Most Depended On Python Metaheuristics Open Source Projects
Pyswarms ⭐ 1,154
A research toolkit for particle swarm optimization in Python
dependent packages 14total releases 20latest release January 03, 2021most recent commit 6 months agopypi pyswarms} Downloads
Mealpy ⭐ 638
A Collection Of The State-of-the-art Metaheuristic Algorithms In Python (Metaheuristic/Optimizer/Nature-inspired/Biology)
dependent packages 10total releases 59latest release November 05, 2023most recent commit 3 months agopypi mealpy} Downloads
Jmetalpy ⭐ 457
A framework for single/multi-objective optimization with metaheuristics
dependent packages 4total releases 12latest release April 09, 2020most recent commit 3 months agopypi jmetalpy} Downloads
Freelunch ⭐ 46
Meta-heuristic optimisation suite for python
dependent packages 2total releases 13latest release January 10, 2023most recent commit a year agopypi freelunch} Downloads
Acopy ⭐ 84
A Python implementation of the Ant Colony Optimization Meta-Heuristic
dependent packages 1total releases 6latest release April 19, 2020most recent commit 2 years agopypi acopy} Downloads
Alns ⭐ 297
Adaptive large neighbourhood search (and more!) in Python.
dependent packages 1total releases 39latest release October 31, 2023most recent commit 6 months agopypi alns} Downloads
The 10 Latest Releases In Python Metaheuristics Open Source Projects
Pyoptframe Dev ⭐ 8
Python bindings for OptFrame C++ Functional Core
total releases 21latest release December 07, 2023most recent commit 4 months ago
Mealpy ⭐ 638
A Collection Of The State-of-the-art Metaheuristic Algorithms In Python (Metaheuristic/Optimizer/Nature-inspired/Biology)
dependent packages 10total releases 59latest release November 05, 2023most recent commit 3 months agopypi mealpy} Downloads
Alns ⭐ 297
Adaptive large neighbourhood search (and more!) in Python.
dependent packages 1total releases 39latest release October 31, 2023most recent commit 6 months agopypi alns} Downloads
Pyvrp ⭐ 113
Open-source, state-of-the-art VRP solver in an easy-to-use Python package.
total releases 14latest release September 04, 2023most recent commit 3 months ago
Freelunch ⭐ 46
Meta-heuristic optimisation suite for python
dependent packages 2total releases 13latest release January 10, 2023most recent commit a year agopypi freelunch} Downloads
Optapy ⭐ 238
OptaPy is an AI constraint solver for Python to optimize planning and scheduling problems.
total releases 14latest release December 12, 2022most recent commit 9 months ago
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