Evolutionary Computation Python Packages

pygmo

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

genoxide

Optimization for Rust and Python: genetic algorithms, CMA-ES, differential evolution, multi-objective, L-BFGS-B, Adam, MMA and more. The same results on every platform.

ribs

A bare-bones Python library for quality diversity optimization.

wickra-darwin

Evolutionary strategy search at hundreds of thousands of backtests per second — mutates and crosses JSON strategy specs to brute-force alpha across the whole indicator registry.

evotorch

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

codontrace

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

phylotrackpy

Python phylogeny tracker for in silico evolution experiments

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.

llm4ad-next

A next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use

evox

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

evomo

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

darwin-memo

Self-curating memory for LLM agents: MeMo-style external memory kept honest by survival-based selection. No reward models, no judges.

asts

Programmatic modification and evaluation of software

evolution-of-algebraic-terms

Evolution of Algebraic Terms

revolve2-ci-group

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

eckity

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

natural-selection

A library for pure Evolutionary Algorithm tools

geppy

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

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

pyshgp

Push Genetic Programming in Python.

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

pydmoo

Dynamic Multi-Objective Optimization.