Evolutionary Computation Python Packages

pygmo

A Python platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

phylotrackpy

Python phylogeny tracker for in silico evolution experiments

evotorch

Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.

ribs

A bare-bones Python library for quality diversity optimization.

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.

evox

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

asts

Programmatic modification and evaluation of software

evolution-of-algebraic-terms

Evolution of Algebraic Terms

codontrace

CodonTrace Genesis — deterministic research software for digital evolution, causal mechanism auditing, replayable ALife experiments, and evidence-gated AI/evolution studies.

natural-selection

Tools for running evolutionary algorithm experiments

pydmoo

Dynamic Multi-Objective Optimization in Python (pydmoo).

pyribs

A bare-bones Python library for quality diversity optimization.

revolve2-ci-group

A python library for optimization, geared towards modular robots and evolutionary computing.

evomo

EvoMO is a GPU-accelerated library for evolutionary multiobjective optimization (EMO)

pyshgp

Push Genetic Programming in Python.

eckity

EC-KitY: A scikit-learn-compatible Python tool kit for doing evolutionary computation.

evoxbench

Transforming Neural Architecture Search (NAS) into multi-objective optimization problems. A benchmark suite for testing evolutionary algorithms in deep learning.

patternomatic

Finds linguistic patterns effortlessly

intelelm

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

m3gp

An easy-to-use scikit-learn inspired implementation of the Multidimensional Multiclass Genetic Programming with Multidimensional Populations (M3GP) algorithm

geppy

A framework for gene expression programming (an evolutionary algorithm) in Python

abiogenesis

Self-replicating programs emerge from random byte soups through symbiogenesis. No fitness function. No design. Just physics.

revolve2-modular-robot-simulation

Revolve2: Functionality to define scenes with modular robots in a terrain and simulate them.

revolve2-modular-robot

Revolve2: Everything for defining modular robots.