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@thi.ng/gp

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Note

This is one of 199 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

ESM import:

import * as gp from "@thi.ng/gp";

Browser ESM import:

<script type="module" src="https://esm.run/@thi.ng/gp"></script>

JSDelivr documentation

For Node.js REPL:

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

Package sizes (brotli'd, pre-treeshake): ESM: 1.28 KB

Dependencies

Note: @thi.ng/api is in most cases a type-only import (not used at runtime)

Usage examples

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

Screenshot Description Live demo Source
Evolutionary shader generation using genetic programming Demo Source

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