umbrella

About

“A collection of functional programming libraries that can be composed together. Unlike a framework, thi.ng is a suite of instruments and you (the user) must be the composer of. Geared towards versatility, not any specific type of music.” — @loganpowell via Twitter

Please visit thi.ng for additional information. You might also find the following tools useful to find & explore projects in this vast ecosystem:

thi.ng tag browser

tag-based search on the thi.ng website

repo-wide doc string search

generated API docs

This project is NOT a framework and all packages can be used in isolation.

Not including deprecations, this mono-repository is home to 204 individual TypeScript libraries/packages/tools and ~185 example projects illustrating their usage, currently totalling ~226k SLOC and ~4100 source files… Some of the projects have been in regular development since 2015. The monorepo exists in its current form since January 2018.

Unlike most other large mono-repos, this one is not for a single project, but a broad collection of jointly developed, yet independent libraries, tools and general purpose building blocks for the following non-exhaustive list of topics (see package overview below):

Functional programming (ES6 iterators/generators, composition, memoization, transducers, multi-methods)
Reactive programming, stream / transducer based dataflow graphs / pipelines / DOM
Fiber process tree abstraction for ES6 generators (co-routines / cooperative multitasking)
Data structures & data transformations for wide range of use cases (maps, sets, heaps, queues, graphs etc.)
WebAssembly bridge APIs & data structure bindings code generators for multiple target languages (primarily aimed at Zig & C11)
PEG-style functional parser combinators w/ (optional) custom grammar definition language
Customizable HTML & Markdown parsers
2D/3D geometry generation, shape primitives, math, manipulation, intersections, conversions & visualizations
Canvas abstractions, pixel buffers & SVG serialization/conversion
Comprehensive function collection (900+) for nD-vectors and matrices (dense & sparse)
ECS implementations with optional support for strided memory layouts
Semi-declarative WebGL 1/2 abstraction layer
DSL for shader functions defined in TypeScript and cross-compilation to GLSL, JS, VEX etc.
Value-based equivalence (vs. native object identity) and associative data structures (sets, maps)
DSP building blocks: oscillators, noise generators, filters, 1D FFT/IFFT, muxers, rate converters
Immutable data handling, state containers, transacted state updates, Undo-Redo history
Reactive UI component toolkits (DOM-based, canvas-based, immediate-mode, multiple approaches…)
Multi-format, multi-channel pixel buffers (int & float based), conversions, dithering, Porter-Duff alpha-blending operators
Color space/format conversions, matrix based color manipulation, gradient generators, color palettes, dominant color extraction
Date-time abstraction, relative dates, iterators, formatters, math
WebWorker workflow abstractions
Forth-style pointfree DSL for functional composition and DSL development/extension
S-expression parser & runtime (interpreter) infrastructure for custom DSL creation
WASM-based SIMD batch-processing of vector data
Pen-plotter (AxiDraw) toolchain & geometry conversions
Interpolations, math helpers, automatic differentiation (Dual numbers)
etc.

Once more, this project is NOT a framework. There’s no turn-key, one-size-fits-all approach and instead the overall design philosophy encourages a mix & match philosophy for key aspects of application design (inside & outside the browser). Customization points are provided wherever useful and only expect certain interfaces/type signatures rather than hard-coded concrete implementations. In many cases presets are provided too.

All packages:

are versioned independently
have auto-generated online documentation at docs.thi.ng
built via esbuild and tested via bun.sh
released via thi.ng/monopub publishing toolchain
distributed as ESM modules (ES2022 syntax) with export maps, TypeScript typings & change logs
highly modular with often only a single function / class (incl. closely related functions) per file to help w/ selective imports and tree shaking
provide re-exports of all their publics for full library imports
have either none or only @thi.ng internal runtime dependencies (w/ very few exceptions! All dependencies are listed in each package readme)
declare public interfaces, enums & types in an api.ts file
licensed under Apache Software License 2.0

Getting started

A common misconception is to think of this repo as single project. It is not! The sheer number and varied nature & purpose of these packages makes it impossible to provide traditional “Getting started” tutorials — there would have to be dozens of them… To compensate, this repo provides ~180 example projects, detailed package readmes (at the very least for all the larger and/or more important ones), as well as hundreds of small usage examples/snippets in doc strings & readme files.

Documentation

If you’re unsure about something, please reach out! Any constructive feedback is always highly appreciated!

Project templates

You might find one of the following template repos an useful starting point (only updated sporadically, make sure to update dependencies manually):

tpl-umbrella-basic: Bare-bones template repo for browser-based projects
tpl-umbrella-fxhash: Project template repo for generative art projects on the fx(hash) platform
tpl-umbrella-zig: Minimal browser project template for hybrid TypeScript & Zig (WebAssembly) apps

#HowToThing

Between August-November 2023, #HowToThing was a series of short posts & mini-tutorials on Mastodon, demonstrating a range of different techniques, patterns and use cases from across the thi.ng/umbrella ecosystem. These are not necessarily intro examples, but each one comes with heavily commented code (and often with visual outputs/results).

Blog posts

“Of umbrellas, transducers, reactive streams & mushrooms” (ongoing series):
How to UI in 2018
The Jacob’s Ladder of coding

Videos

The following videos have been migrated from YouTube to their new home at makertube.net (more to come):

Examples & Showcase

There’s a steadily growing number (~180) of standalone examples of different complexities (often combining functionality from several packages) in the examples directory.

Example screenshots	(small selection)

awesome.thi.ng

Due to other priorities still very much in its infancy & planning stage, but please help to document your own usage of these packages by contributing project information to the awesome.thi.ng repo, which will be used to build a showcase site… Thank you!

Generative art projects

Several generative art projects by Karsten Schmidt on fx(hash) were created exclusively with libraries from this collection.

De/Frag series

Quasiflock	C-SCAPE	ASCII-SCAPE

Bubblemania	Danza (unreleased)	S-TRACE (unreleased)

Community, contributing, getting help

[!NOTE] My Mastodon account is the best place to learn about ongoing developments. This is a multi-purpose account, but you can view #ThingUmbrella tagged posts only and/or subscribe to those via RSS.

Join the discussions here on Github, get in touch via Mastodon or use the issue tracker. If you’d like to contribute in other ways, please first read this document.

In general, we welcome contributions of all kinds (docs, examples, bug fixes, feature requests, financial contributions etc.). You can find a detailed overview for contributors here: CONTRIBUTING.md.

Note: The default branch for this repo is develop and all PRs should be based on this branch. This too means, the README files on this branch might refer to yet-unreleased features or packages. Please use the main branch for viewing the most recently released version(s)!.

Wiki

To date, the wiki has only been updated sporadically, but please be sure to check it out for project-wide glossary, information, cookbooks, useful snippets etc.

Projects

Latest updates

As of: 2025-04-06

Status	Package	Version	Changelog
	`@thi.ng/block-fs`		changelog
	`@thi.ng/wasm-api-canvas`		changelog

Algorithms & data structures

Project	Changelog	Description
`@thi.ng/adjacency`	changelog	Adjacency matrices & graph algorithms
`@thi.ng/arrays`	changelog	Array utilities
`@thi.ng/associative`	changelog	Alt Set & Map implementations
`@thi.ng/atom`	changelog	Immutable value wrappers, views, history
`@thi.ng/bitfield`	changelog	1D/2D bit field implementations
`@thi.ng/bidir-index`	changelog	Bi-directional key-value map/index
`@thi.ng/buffers`	changelog	Generic read/write buffers w/ diff. behaviors
`@thi.ng/cache`	changelog	In-memory caches / strategies
`@thi.ng/cellular`	changelog	Highly configurable 1D Cellular automata
`@thi.ng/dcons`	changelog	Doubly-linked list
`@thi.ng/diff`	changelog	Array & object diffing
`@thi.ng/disjoint-set`	changelog	Disjoint Set data structure
`@thi.ng/dgraph`	changelog	Dependency graph
`@thi.ng/ecs`	changelog	Entity-Component System
`@thi.ng/gp`	changelog	Genetic programming helpers / AST gen
`@thi.ng/heaps`	changelog	Binary & d-ary heap impls
`@thi.ng/idgen`	changelog	Versioned ID generation / free-list
`@thi.ng/k-means`	changelog	K-means clustering of n-D data
`@thi.ng/leaky-bucket`	changelog	Counter-based Leaky Bucket implementation
`@thi.ng/ramp`	changelog	Parametric, interpolated lookup tables
`@thi.ng/quad-edge`	changelog	Quad-edge, dual-graph data structure
`@thi.ng/resolve-map`	changelog	DAG computations & value resolution
`@thi.ng/sorted-map`	changelog	Sorted map & set datastructure
`@thi.ng/sparse-set`	changelog	Sparse set datastructure
`@thi.ng/trie`	changelog	Trie-based map datastructure w/ prefix queries
`@thi.ng/vclock`	changelog	Vector clock functions / comparators
`@thi.ng/zipper`	changelog	Immutable tree editing / navigation

DSLs

Project	Changelog	Description
`@thi.ng/pointfree`	changelog	Stack-based DSL & functional composition
`@thi.ng/pointfree-lang`	changelog	Forth-like syntax layer for @thi.ng/pointfree
`@thi.ng/proctext`	changelog	Procedural text generation engine
`@thi.ng/sexpr`	changelog	S-Expression parser & runtime infrastructure

File / file format / hardware support

Project	Changelog	Description
`@thi.ng/axidraw`	changelog	Minimal, declarative AxiDraw plotter controller
`@thi.ng/bencode`	changelog	Bencode binary format encoding
`@thi.ng/csv`	changelog	Customizable CSV parser/object mapper
`@thi.ng/dot`	changelog	Graphviz DOM & export
`@thi.ng/dsp-io-wav`	changelog	WAV file format exporter
`@thi.ng/egf`	changelog	Extensible Graph Format
`@thi.ng/file-io`	changelog	Assorted file I/O utils for NodeJS
`@thi.ng/geom-io-obj`	changelog	Wavefront OBJ model parser
`@thi.ng/hiccup-css`	changelog	CSS from nested JS data structures
`@thi.ng/hiccup-html`	changelog	Type-checked HTML5 element wrappers for hiccup
`@thi.ng/hiccup-html-parse`	changelog	HTML parsing & transformation to hiccup format
`@thi.ng/hiccup-markdown`	changelog	Hiccup-to-Markdown serialization
`@thi.ng/hiccup-svg`	changelog	hiccup based SVG vocab
`@thi.ng/iges`	changelog	IGES format geometry serialization
`@thi.ng/markdown-table`	changelog	Markdown table generator / formatter
`@thi.ng/mime`	changelog	File extension to MIME type mappings
`@thi.ng/msgpack`	changelog	Msgpack serialization/deserialization
`@thi.ng/pixel-io-geotiff`	changelog	GeoTIFF reader support for thi.ng/pixel
`@thi.ng/pixel-io-netpbm`	changelog	1/8/16/24bit NetPBM image format reader/writer
`@thi.ng/pixel-io-pfm`	changelog	Portable FloatMap image format reader/writer
`@thi.ng/prefixes`	changelog	Linked Data, RDF & xmlns prefixes/URLs
`@thi.ng/sax`	changelog	SAX-like XML parser / transducer
`@thi.ng/tangle`	changelog	Literate programming utilities

Frontend / UI

Project	Changelog	Description
`@thi.ng/blurhash`	changelog	Fast image blurhash encoder/decoder
`@thi.ng/canvas`	changelog	Canvas creation & HDPI support helpers
`@thi.ng/dl-asset`	changelog	Asset/canvas/file download helpers
`@thi.ng/emoji`	changelog	Bi-directional emoji lookup tables (names/chars)
`@thi.ng/hdiff`	changelog	String diffing w/ hiccup output (includes CLI)
`@thi.ng/hdom`	changelog	Hiccup based VDOM & diffing
`@thi.ng/hdom-canvas`	changelog	hdom adapter for hiccup-canvas
`@thi.ng/hdom-components`	changelog	hdom based UI components
`@thi.ng/hdom-mock`	changelog	hdom mock implementation (testing / prototyping)
`@thi.ng/hiccup`	changelog	S-expression based HTML/XML serialization
`@thi.ng/hiccup-canvas`	changelog	hiccup interpreter for canvas api
`@thi.ng/hiccup-carbon-icons`	changelog	IBM Carbon icons in hiccup format
`@thi.ng/imgui`	changelog	Immediate mode GUI
`@thi.ng/interceptors`	changelog	Composable event handlers & processor
`@thi.ng/meta-css`	changelog	CSS framework codegen, transpiler, bundler
`@thi.ng/rdom`	changelog	Reactive, diff-less, async UI components
`@thi.ng/rdom-canvas`	changelog	rdom component wrapper for thi.ng/hiccup-canvas
`@thi.ng/rdom-components`	changelog	Unstyled, customizable component collection
`@thi.ng/rdom-forms`	changelog	Datadriven HTML form generation
`@thi.ng/router`	changelog	Customizable browser & non-browser router
`@thi.ng/text-canvas`	changelog	Text-mode canvas, drawing, tables, charts
`@thi.ng/text-format`	changelog	Color text formatting w/ ANSI & HTML presets

Fundamentals

Project	Changelog	Description
`@thi.ng/args`	changelog	Declarative & functional CLI arg parsing & coercions
`@thi.ng/api`	changelog	Common types, decorators, mixins
`@thi.ng/bench`	changelog	Basic benchmarking helpers
`@thi.ng/checks`	changelog	Type & value checks
`@thi.ng/compare`	changelog	Comparators
`@thi.ng/compose`	changelog	Functional composition helpers
`@thi.ng/date`	changelog	Date/time iterators, formatters, rounding
`@thi.ng/defmulti`	changelog	Dynamic multiple dispatch
`@thi.ng/distance`	changelog	n-D distance metrics & K-nearest neighborhoods
`@thi.ng/equiv`	changelog	Deep value equivalence checking
`@thi.ng/errors`	changelog	Custom error types
`@thi.ng/expose`	changelog	Conditional global variable exposition
`@thi.ng/fibers`	changelog	Process hierarchies & ops for cooperative multitasking
`@thi.ng/hex`	changelog	Hex value formatters for U4-64 words
`@thi.ng/logger`	changelog	Basis infrastructure for arbitrary logging
`@thi.ng/memoize`	changelog	Function memoization w/ customizable caching
`@thi.ng/object-utils`	changelog	Plain JS object & map manipulation
`@thi.ng/oquery`	changelog	Pattern based query engine for JS objects
`@thi.ng/parse`	changelog	Parser combinators & AST generator/transformer
`@thi.ng/paths`	changelog	Immutable nested object accessors
`@thi.ng/strings`	changelog	Higher-order string formatting utils
`@thi.ng/system`	changelog	Minimal life cycle container for stateful app components
`@thi.ng/timestamp`	changelog	Timestamp abstraction/wrapper
`@thi.ng/transclude`	changelog	Template engine for text document generation
`@thi.ng/units`	changelog	Extensible SI unit conversions

Geometry, image & visualization

Project	Changelog	Description
`@thi.ng/boids`	changelog	Configurable n-dimensional boids simulation
`@thi.ng/color`	changelog	Color conversions, gradients
`@thi.ng/color-palettes`	changelog	Collection of image-based color palettes
`@thi.ng/dgraph-dot`	changelog	Dependency graph -> Graphviz
`@thi.ng/distance-transform`	changelog	Image based distance field generation
`@thi.ng/fuzzy-viz`	changelog	Visualization, instrumentation for @thi.ng/fuzzy
`@thi.ng/geom`	changelog	2D only geometry types & ops
`@thi.ng/geom-accel`	changelog	Spatial indexing data structures
`@thi.ng/geom-axidraw`	changelog	Shape conversions for AxiDraw pen plotter
`@thi.ng/geom-arc`	changelog	2D elliptic arc utils
`@thi.ng/geom-clip-line`	changelog	2D line clipping
`@thi.ng/geom-clip-poly`	changelog	2D convex polygon clipping
`@thi.ng/geom-closest-point`	changelog	Closest point helpers
`@thi.ng/geom-fuzz`	changelog	Fuzzy 2D shape drawing / filling
`@thi.ng/geom-hull`	changelog	2D convex hull (Graham scan)
`@thi.ng/geom-isec`	changelog	Point & shape intersection tests
`@thi.ng/geom-isoline`	changelog	2D contour line extraction
`@thi.ng/geom-poly-utils`	changelog	2D polygon helpers
`@thi.ng/geom-resample`	changelog	nD polyline / curve resampling
`@thi.ng/geom-sdf`	changelog	2D SDF creation, conversions, operators, utilities
`@thi.ng/geom-splines`	changelog	nD cubic / quadratic spline ops
`@thi.ng/geom-subdiv-curve`	changelog	nD iterative subdivision curves
`@thi.ng/geom-tessellate`	changelog	nD convex polygon tessellators
`@thi.ng/geom-trace-bitmap`	changelog	bitmap image to vector conversion
`@thi.ng/geom-voronoi`	changelog	2D iterative delaunay/voronoi
`@thi.ng/geom-webgl`	changelog	thi.ng/geom / WebGL shape conversion & interop
`@thi.ng/imago`	changelog	Declarative & extensible image processing pipelines
`@thi.ng/lsys`	changelog	Extensible L-System architecture
`@thi.ng/pixel`	changelog	Multi-format pixel buffers
`@thi.ng/pixel-convolve`	changelog	Extensible image convolution & kernel presets
`@thi.ng/pixel-dominant-colors`	changelog	k-means based dominant colors extraction
`@thi.ng/pixel-dither`	changelog	Image dithering w/ various algorithm presets
`@thi.ng/poisson`	changelog	nD Poisson disk sampling
`@thi.ng/porter-duff`	changelog	Alpha blending / compositing ops
`@thi.ng/rasterize`	changelog	Shape drawing, filling & rasterization
`@thi.ng/scenegraph`	changelog	Extensible 2D/3D scenegraph
`@thi.ng/simd`	changelog	WebAssembly SIMD vector batch processing
`@thi.ng/tsne`	changelog	Configurable t-SNE visualization solver
`@thi.ng/viz`	changelog	Declarative & functional data visualization toolkit

Iterator, stream & sequence processing

Project	Changelog	Description
`@thi.ng/csp`	changelog	Channel based async ops
`@thi.ng/grid-iterators`	changelog	2D grid iterator strategies
`@thi.ng/seq`	changelog	Lisp/Clojure-style sequence abstraction
`@thi.ng/transducers`	changelog	Composable data transformations
`@thi.ng/transducers-async`	changelog	Async transducers, reducers & iterators
`@thi.ng/transducers-binary`	changelog	Binary data related transducers
`@thi.ng/transducers-fsm`	changelog	Finite state transducer
`@thi.ng/transducers-hdom`	changelog	Transducer based hdom UI updates
`@thi.ng/transducers-patch`	changelog	Patch-based, array & object editing
`@thi.ng/transducers-stats`	changelog	Technical / statistical analysis

Low-level, binary, memory management, interop

Project	Changelog	Description
`@thi.ng/base-n`	changelog	Arbitrary base-n encoding/decoding with presets
`@thi.ng/binary`	changelog	Assorted binary / bitwise ops, utilities
`@thi.ng/bitstream`	changelog	Bitwise input / output streams
`@thi.ng/dlogic`	changelog	Digital logic ops / constructs
`@thi.ng/leb128`	changelog	WASM based LEB128 varint encoder / decoder
`@thi.ng/malloc`	changelog	Raw & typed array memory pool & allocator
`@thi.ng/morton`	changelog	Z-order-curve / Morton coding
`@thi.ng/range-coder`	changelog	Binary data Range encoder / decoder
`@thi.ng/rle-pack`	changelog	Run-length encoding data compression
`@thi.ng/soa`	changelog	Memory mapped data structures & serialization
`@thi.ng/unionstruct`	changelog	Wrapper for C-like structs / unions
`@thi.ng/vector-pools`	changelog	Data structures for memory mapped vectors
`@thi.ng/wasm-api`	changelog	Modular, extensible JS/WebAssembly bridge API
`@thi.ng/wasm-api-bindgen`	changelog	Polyglot bindings code generator for C/Zig/TS
`@thi.ng/wasm-api-canvas`	changelog	WASM-side Canvas2D API bindings
`@thi.ng/wasm-api-dom`	changelog	WASM-side DOM manipulation
`@thi.ng/wasm-api-schedule`	changelog	WASM-side delayed code execution/scheduling

Maths

Project	Version	Changelog	Description
`@thi.ng/dual-algebra`		changelog	Dual number algebra / automatic differentiation
`@thi.ng/dsp`		changelog	DSP utils, composable signal gens/processors
`@thi.ng/fuzzy`		changelog	Fuzzy logic primitives & rule inference engine
`@thi.ng/intervals`		changelog	Open/closed intervals, queries, set ops
`@thi.ng/math`	$version$	changelog	Assorted common math functions & utilities
`@thi.ng/matrices`		changelog	Matrix operations
`@thi.ng/sparse`		changelog	Sparse matrix & vector impls
`@thi.ng/timestep`		changelog	Fixed timestep simulation updates with state interpolation
`@thi.ng/vectors`		changelog	Fixed & arbitrary-length vector ops

Network

Project	Version	Changelog	Description
`@thi.ng/server`		changelog	Minimal, extensible, interceptor-based HTTP server

Randomness

Project	Changelog	Description
`@thi.ng/colored-noise`	changelog	1D colored noise generators
`@thi.ng/ksuid`	changelog	K-sortable unique identifiers, binary & base-N encoded
`@thi.ng/lowdisc`	changelog	n-D Low discrepancy sequence generators
`@thi.ng/random`	changelog	Seedable PRNG implementations, distributions & utilities
`@thi.ng/random-fxhash`	changelog	PRNG impl & utilities for fxhash projects
`@thi.ng/uuid`	changelog	Binary & string-based UUID v4 generator

Reactive programming

Project	Changelog	Description
`@thi.ng/rstream`	changelog	Push-based, reactive event stream primitves
`@thi.ng/rstream-csp`	changelog	Adapter bridge CSP -> rstream
`@thi.ng/rstream-dot`	changelog	Graphviz visualization of rstream topologies
`@thi.ng/rstream-gestures`	changelog	Mouse & touch event stream abstraction
`@thi.ng/rstream-graph`	changelog	Declarative dataflow graph construction
`@thi.ng/rstream-log`	changelog	Hierarchical structured data logging
`@thi.ng/rstream-log-file`	changelog	Log-file output handler
`@thi.ng/rstream-query`	changelog	Triple store & query engine

WebGL / GPGPU

Project	Changelog	Description
`@thi.ng/shader-ast`	changelog	AST DSL for x-platform shader code
`@thi.ng/shader-ast-glsl`	changelog	GLSL code generator
`@thi.ng/shader-ast-js`	changelog	JS code generator
`@thi.ng/shader-ast-optimize`	changelog	AST code optimization strategies
`@thi.ng/shader-ast-stdlib`	changelog	100+ useful AST shader functions
`@thi.ng/webgl`	changelog	WebGL 1/2 / GPGPU facilities
`@thi.ng/webgl-msdf`	changelog	MSDF font rendering
`@thi.ng/webgl-shadertoy`	changelog	Shadertoy-like WebGL setup

Deprecated packages

The following packages have been deprecated. Their readmes describe reasons and alternatives:

Project	Changelog	Description
`@thi.ng/fsm`	changelog	FSM / parser primitives
`@thi.ng/geom-api`	changelog	Shared types for thi.ng/geom packages
`@thi.ng/iterators`	changelog	ES6 generators / iterators
`@thi.ng/testament`	changelog	Minimal test runner

Building

git clone https://github.com/thi-ng/umbrella.git
cd umbrella

yarn install
yarn build

Once the entire mono-repo has been fully built at least once before, individual packages can then be (re)built like so:

yarn workspace @thi.ng/transducers run build

# or

(cd packages/transducers && yarn build)

# or

(cd packages/transducers && yarn build:esbuild)

Note: The yarn build script alias will also generate TS type declaration files. This step is only needed once in the beginning or if updating the public API of a package. If you’re confident it’s not needed, using the build:esbuild alias is sufficient and much faster. Also, TS declaration files can be manually rebuilt via build:decl…

Building example projects

Please see the example build instructions in the wiki for further details.

Testing

(Most, but not all packages have tests)

Test for all packages are run via bun.sh.

# build all packages, then run all tests (in one go)
yarn test

# only run all tests
yarn test:only

# or individually
yarn workspace @thi.ng/rstream run test

Building API docs

Autogenerated documentation (using TypeDoc) will be saved under /packages/*/doc/ (more info).

yarn doc

Extracting code examples from readme files & comments

All packages in this repo have prepared infrastructure to extract various code examples & snippets from their README files and from comments in the source code. Altogether, there’re 800-1000 of them in this repo, but only ~420 have been processed thus far (it’s an ongoing time consuming manual process to prepare & check each of them, but work is under way! Please get in touch if you want to help!).

The code extraction is handled via thi.ng/tangle, itself a part of thi.ng/umbrella. You can read more details about this process here:

To extract code blocks as source files from readmes:

# in the repo root (to process all packages)
yarn doc:readme

# for a single package only
(cd packages/<name> && yarn doc:readme)

To extract example code blocks from doc strings (API docs) in source code:

# in the repo root (to process all packages)
yarn tool:tangle

# for a single package only
(cd packages/<name> && yarn tool:tangle)

In all cases, the extracted files will be saved in each package’s /export folder and can then be run directly via bun:

bun packages/arrays/export/topo-sort.ts

Acknowledgements

Maintaining a large monorepo like this requires a lot of infrastructure and I’m grateful for the tooling provided by the following projects to simplify those tasks:

License

Contributors ✨

Thanks goes to these wonderful people (emoji key):

_{Karsten Schmidt} 💻 📖 🚧 💵	_Alberto 💻 💡 🐛 🤔 💵	_{Arthur Carabott} 💻 🤔 💡 📝 💵	_{André Wachter} 💻 🤔 🐛	_{Gavin Cannizzaro} 💻 🐛 🤔	_{Logan Powell} 📖 🐛 🤔 💵	_{Marcin Ignac} 🐛
_arcticnoah 💻	_allforabit 🐛 💻 🤔 💵	_{Yifan Wu} 🐛 📖	_stwind 💻 🐛	_evilive 💻	_{Bnaya Peretz} 💻 🐛 🤔	_oljeger 🐛
_{Nik Shevchenko} 🐛 💻	_{Matei Adriel} 💻 🐛 🤔	_{Pierre Grimaud} 📖	_{Matt Huebert} 💵	_{Raphael Saunier} 💵	_{Eric Ihli} 💵	_{David Pham} 💵
_TBD 🐛 🤔	_{Pedro Henriques dos Santos Teixeira} 💵	_{Jamie Owen} 💻 🐛	_{Robert Kesteson} 🐛 💻	_{Chancy Kennedy} 💵	_{Jarred Sumner} 🐛	_{Jamie Slome} 🐛 🛡️
_d3v53c 🐛 🛡️	_{Jannis Pohlmann} 🐛	_{Shakthi Prasad G S} 🐛 💻	_{Robin Gower} 🐛	_{Michael Latzoni} 🐛	_{Z Yin} 🐛	_{Damien Seguin} 🐛 💻
_{Rui Gil} 🐛	_Ja\|nz 💻 🚇 🚧	_{Tyler Freeman} 🐛 💻	_blackhuman 🐛	_{David Negstad} 💻	_{Muhammad Ridho} 🐛 💻	_{MarcusWagberg} 💻
_{Masashi Yoshikawa} 🐛	_{Guido Schmidt} 🐛 💵	_{tsukamotohideki} 💵	_{Dave Meehan} 💻 🤔	_{Aurélien Bottazini} 🐛	_Alex 🐛 💵	_{Ross Cairns} 💵
_{Ruslan Prakapchuk} 💵	_{Jarrod Davis} 💵	_{Nicolas Lebrun} 💡	_{Dawid Górny} 💵	_{Michael Reitzenstein} 💵	_{Sam Nosenzo} 💵	_{Igor Loskutov} 💻 🤔
_Yury 💻 🤔 💵	_{Jean-Frédéric Faust} 💻 🐛