"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 & topic based search of packages relevant to your use cases...

Mono-repository for 151+ thi.ng TypeScript/ES6 projects, a wide collection of largely data transformation oriented packages and building blocks for (non-exhaustive list of topics):

• Functional programming (composition, memoization, transducers, multi-methods)
• Data structures & data transformations for wide range of use cases (list, sets, maps, joins, spatial indexing, clocks)
• ES6 iterators/generators
• Immutable data handling, state containers, transacted state updates, Undo-Redo history
• Vector & matrix implementations with optional support for strided layouts, SIMD etc.
• Value-based equivalence
• Data driven UI component toolkits (multiple approaches)
• Reactive programming, stream / transducer based dataflow graphs / pipelines
• WebWorker workflow abstractions
• DSP building blocks: oscillators, noise generators, filters, 1D FFT/IFFT, muxers, rate converters
• 2D geometry generation, shape primitives, processing, conversion & visualization
• Canvas abstractions & SVG conversion
• Semi-declarative WebGL 1/2 abstraction layer
• DSL for shader functions defined in TypeScript and cross-compilation to GLSL, JS, VEX etc.
• Date/time iterators, formatters, math
• PEG-style parser combinators, FSM primitives
• Forth-style pointfree DSL for functional composition
• S-expression parser & runtime infrastructure for custom DSL creation
• Multi-format pixel buffers, conversions, Porter-Duff alpha-blending operators
• Color space/format conversions, matrix based color manipulation, cosine gradients
• Canvas-based Immediate mode GUI components
• Low-level tooling for binary data, shared memory/WASM/WebGL interop
• etc. (see package overview below)

...all with a keen eye on simplicity, re-use & minimalism without sacrificing flexibility.

This project is NOT a framework, provides no turn-key, one-size-fits-all approach and instead encourages a mix & match philosophy for various key aspects of application design (in & outside the browser). Most customization points only expect certain interfaces/type signatures rather than concrete implementations.

All packages:

• are versioned independently
• distributed in ES2017 syntax and multiple formats (ESM, CommonJS, UMD) with TypeScript typings & change logs
• highly modular with largely only a few closely related functions or single function / class per file to help w/ tree shaking
• provide re-exports of all their publics for full library imports
• have either none or only @thi.ng internal runtime dependencies
• declare public interfaces, enums & types in an api.ts and/or constants.ts file (larger packages only)
• have auto-generated online documentation at docs.thi.ng
• licensed under Apache Software License 2.0

Most packages:

• have been used in production
• have detailed, individual README files w/ small usage examples

There's a steadily growing number (100+) of standalone examples (different complexities, often combining functionality from several packages) in the examples directory.

Example screenshots	(small selection)

• How to UI in 2018

• "Of umbrellas, transducers, reactive streams & mushrooms" (ongoing series):

  • Part 1 - Project & series overview
  • Part 2 - HOFs, Transducers, Reducers
  • Part 3 - Convolution, 1D/2D Cellular automata
  • Part 4 - Disjoint Sets, Graph analysis, Signed Distance Fields

Join our little community on our Discord server or get in touch via Twitter or the issue tracker. If you'd like to contribute, 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 fairly detailed overview for contributors here: CONTRIBUTING.md.

Note: The default branch for this repo is develop. As of 2020-12-08, we've also renamed master to the more suitable main branch. If you have local clones, please follow the advice & short instructions in this article to update your local version.

Also please be sure to check the wiki for other project-wide information, tidbits, useful snippets etc.

Project	Version	Changelog	Description
@thi.ng/date		changelog	Date/time iterators, formatters, rounding
@thi.ng/distance		changelog	n-D distance metrics & K-nearest neighborhoods
@thi.ng/k-means		changelog	K-means clustering of n-D data
@thi.ng/lowdisc		changelog	n-D Low discrepancy sequence generators
@thi.ng/math		changelog	Assorted common math functions & utilities
@thi.ng/mime		changelog	File extension to MIME type mappings
@thi.ng/pixel		changelog	Multi-format pixel buffers
@thi.ng/transducers		changelog	Composable data transformations
@thi.ng/vectors		changelog	Fixed & arbitrary-length vector ops

Project	Version	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/hex		changelog	Hex value formatters for U4-64 words
@thi.ng/memoize		changelog	Function memoization w/ customizable caching
@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

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		changelog	Assorted common math functions & utilities
@thi.ng/matrices		changelog	Matrix operations
@thi.ng/sparse		changelog	Sparse matrix & vector impls
@thi.ng/vectors		changelog	Fixed & arbitrary-length vector ops

Project	Version	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

Project	Version	Changelog	Description
@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/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-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/mime		changelog	File extension to MIME type mappings
@thi.ng/pixel-io-netpbm		changelog	1/8/16/24bit NetPBM image format reader/writer
@thi.ng/prefixes		changelog	Linked Data, RDF & xmlns prefixes/URLs
@thi.ng/sax		changelog	SAX-like XML parser / transducer

Project	Version	Changelog	Description
@thi.ng/csp		changelog	Channel based async ops
@thi.ng/fsm		changelog	FSM / parser primitives
@thi.ng/grid-iterators		changelog	2D grid iterator strategies
@thi.ng/iterators		changelog	ES6 generators / iterators
@thi.ng/seq		changelog	Lisp/Clojure-style sequence abstraction
@thi.ng/transducers		changelog	Composable data transformations
@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

Project	Version	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

Project	Version	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/cache		changelog	In-memory caches / strategies
@thi.ng/dcons		changelog	Doubly-linked list
@thi.ng/diff		changelog	Array & object diffing
@thi.ng/dgraph		changelog	Dependency graph
@thi.ng/ecs		changelog	Entity-Component System
@thi.ng/egf		changelog	Extensible Graph Format
@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/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/vclock		changelog	Vector clock functions / comparators
@thi.ng/zipper		changelog	Immutable tree editing / navigation

Project	Version	Changelog	Description
@thi.ng/adapt-dpi		changelog	HDPI canvas adaptation / styling util
@thi.ng/dl-asset		changelog	Asset download trigger helper
@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/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/router		changelog	Customizable browser & non-browser router
@thi.ng/text-canvas		changelog	Text-mode canvas, drawing, tables, charts

Project	Version	Changelog	Description
@thi.ng/color		changelog	Color conversions, gradients
@thi.ng/dgraph-dot		changelog	Dependency graph -> Graphviz
@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-api		changelog	Shared types & interfaces
@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-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-voronoi		changelog	2D iterative delaunay/voronoi
@thi.ng/lsys		changelog	Extensible L-System architecture
@thi.ng/pixel		changelog	Multi-format pixel buffers
@thi.ng/poisson		changelog	nD Poisson disk sampling
@thi.ng/porter-duff		changelog	Alpha blending / compositing ops
@thi.ng/scenegraph		changelog	Extensible 2D/3D scenegraph
@thi.ng/simd		changelog	WebAssembly SIMD vector batch processing
@thi.ng/viz		changelog	Declarative & functional data visualization toolkit

Project	Version	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-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

Project	Version	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

Project	Version	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/sexpr		changelog	S-Expression parser & runtime infrastructure

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:

lerna run build --scope @thi.ng/transducers

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

(most, but not all packages have tests)

yarn test

# or individually
lerna run test --scope @thi.ng/rstream

The resulting reports will be saved under /packages/*/coverage/lcov-report/.

yarn cover

Autogenerated documentation (using TypeDoc) will be saved under /packages/*/doc/ and is also available at docs.thi.ng.

yarn doc

Furthermore, an experimental tsdoc-based documentation repo provides an alternative markdown output including cross-references between all packages, but currently isn't frequently updated (only every few months):

https://github.com/thi-ng/umbrella-docs-temp

© 2015 - 2021 Karsten Schmidt // Apache Software License 2.0

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 🐛

This project follows the all-contributors specification. Contributions of any kind welcome!