@thi.ng/gp

@thi.ng/gp

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[!NOTE] This is one of 190 standalone projects, maintained as part of the @thi.ng/umbrella monorepo and anti-framework.

🚀 Please help me to work full-time on these projects by sponsoring me on GitHub. Thank you! ❤️

About

Genetic programming helpers & strategies (tree based & multi-expression programming).

This package does not (yet) provide a complete GP framework and is largely focused on the following operations:

  • General GP setup configuration
  • Genotype / chromosome / AST generation
  • Phenotype / chromosome translation
  • Offspring generation
    • Crossover (single-point, uniform)
    • Mutation

Does not specifically deal with:

  • Population management
  • AST evaluation
  • Fitness computation

References:

Status

ALPHA - bleeding edge / work-in-progress

Search or submit any issues for this package

Related packages

  • @thi.ng/defmulti - Dynamic, extensible multiple dispatch via user supplied dispatch function.
  • @thi.ng/pointfree - Pointfree functional composition / Forth style stack execution engine
  • @thi.ng/sexpr - Extensible S-Expression parser & runtime infrastructure
  • @thi.ng/shader-ast - DSL to define shader code in TypeScript and cross-compile to GLSL, JS and other targets
  • @thi.ng/zipper - Functional tree editing, manipulation & navigation

Blog posts

Installation

yarn add @thi.ng/gp

ES module import:

<script type="module" src="https://cdn.skypack.dev/@thi.ng/gp"></script>

Skypack documentation

For Node.js REPL:

const gp = await import("@thi.ng/gp");

Package sizes (brotli'd, pre-treeshake): ESM: 1.29 KB

Dependencies

Usage examples

One project in this repo's /examples directory is using this package:

ScreenshotDescriptionLive demoSource
Evolutionary shader generation using genetic programmingDemoSource

API

Generated API docs

TODO

Authors

If this project contributes to an academic publication, please cite it as:

@misc{thing-gp,
title = "@thi.ng/gp",
author = "Karsten Schmidt",
note = "https://thi.ng/gp",
year = 2019
}

License

© 2019 - 2024 Karsten Schmidt // Apache License 2.0

Generated using TypeDoc