#  [](https://www.npmjs.com/package/@thi.ng/random)  [](https://mastodon.thi.ng/@toxi) > [!NOTE] > This is one of 205 standalone projects, maintained as part > of the [@thi.ng/umbrella](https://github.com/thi-ng/umbrella/) monorepo > and anti-framework. > > 🚀 Please help me to work full-time on these projects by [sponsoring me on > GitHub](https://github.com/sponsors/postspectacular). Thank you! ❤️ - [About](#about) - [Random distributions](#random-distributions) - [Other utilities](#other-utilities) - [Status](#status) - [Support packages](#support-packages) - [Related packages](#related-packages) - [Installation](#installation) - [Dependencies](#dependencies) - [Usage examples](#usage-examples) - [API](#api) - [Authors](#authors) - [License](#license) ## About Pseudo-random number generators w/ unified API, distributions, weighted choices, ID generation. > [!IMPORTANT] > In July 2024 this package was restructured and split-up to extract some > features into smaller more focused packages: > > - [@thi.ng/uuid](https://thi.ng/uuid) This package provides the `IRandom` interface and various (mostly seedable) pseudo-random number generator implementations, incl. `IRandom` wrappers for `Math.random()` (or other external PRNGs) and `window.crypto`: - [Crypto](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/crypto.ts) - [SFC32](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/sfc32.ts) - [Smush32](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/smush32.ts) - [System](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/system.ts) - [WrappedRandom](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/wrapped.ts) - [Xoshiro128](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/xoshiro128.ts) - [XorShift128](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/xorshift128.ts) - [XorWow](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/xorwow.ts) - [XsAdd](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/xsadd.ts) Partially ported from C implementations taken from [c.thi.ng](http://c.thi.ng). ### Random distributions - [`exponential()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/distributions/exponential.ts) - [`gaussian()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/distributions/gaussian.ts) - [`geometric()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/distributions/geometric.ts) - [`normal()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/distributions/normal.ts) - [`uniform()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/distributions/uniform.ts) ### Other utilities - [`coin()` / `fairCoin()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/coin.ts) - [`pickRandom()` / `pickRandomKey()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/pick-random.ts) - [`randomBytes()` / `randomBytesFrom()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/random-bytes.ts) - [`randomID()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/random-id.ts) - [`weightedRandom()` / `weightedRandomKey()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/weighted-random.ts) - [`uniqueIndices()` / `uniqueValuesFrom()`](https://github.com/thi-ng/umbrella/tree/develop/packages/random/src/unique-indices.ts) ## Status **STABLE** - used in production [Search or submit any issues for this package](https://github.com/thi-ng/umbrella/issues?q=%5Brandom%5D+in%3Atitle) ## Support packages - [@thi.ng/random-fxhash](https://github.com/thi-ng/umbrella/tree/develop/packages/random-fxhash) - [@thi.ng/random](https://github.com/thi-ng/umbrella/tree/develop/packages/random) compatible wrapper & utilities for fxhash's PRNG ## Related packages - [@thi.ng/ksuid](https://github.com/thi-ng/umbrella/tree/develop/packages/ksuid) - Configurable K-sortable unique IDs, ULIDs, binary & base-N encoded, 32/48/64bit time resolutions ## Installation ```bash yarn add @thi.ng/random ``` ESM import: ```ts import * as rnd from "@thi.ng/random"; ``` Browser ESM import: ```html ``` [JSDelivr documentation](https://www.jsdelivr.com/) For Node.js REPL: ```js const rnd = await import("@thi.ng/random"); ``` Package sizes (brotli'd, pre-treeshake): ESM: 1.93 KB ## Dependencies - [@thi.ng/api](https://github.com/thi-ng/umbrella/tree/develop/packages/api) - [@thi.ng/errors](https://github.com/thi-ng/umbrella/tree/develop/packages/errors) Note: @thi.ng/api is in _most_ cases a type-only import (not used at runtime) ## Usage examples 19 projects in this repo's [/examples](https://github.com/thi-ng/umbrella/tree/develop/examples) directory are using this package: | Screenshot | Description | Live demo | Source | |:-----------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------|:------------------------------------------------------------|:-----------------------------------------------------------------------------------------| | | Self-modifying, animated typographic grid with emergent complex patterns | [Demo](https://demo.thi.ng/umbrella/canvas-recorder/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/canvas-recorder) | | | Probabilistic color theme generator | [Demo](https://demo.thi.ng/umbrella/color-themes/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/color-themes) | | | Interactive inverse FFT toy synth | [Demo](https://demo.thi.ng/umbrella/fft-synth/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/fft-synth) | | | 2D Bezier curve-guided particle system | [Demo](https://demo.thi.ng/umbrella/hdom-canvas-particles/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/hdom-canvas-particles) | | | Basic hiccup-based canvas drawing | [Demo](https://demo.thi.ng/umbrella/hiccup-canvas-basics/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/hiccup-canvas-basics) | | | Barnsley fern IFS fractal renderer | [Demo](https://demo.thi.ng/umbrella/ifs-fractal/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/ifs-fractal) | | | k-means clustering visualization | [Demo](https://demo.thi.ng/umbrella/kmeans-viz/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/kmeans-viz) | | | Randomized space-filling, nested grid layout generator | [Demo](https://demo.thi.ng/umbrella/layout-gridgen/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/layout-gridgen) | | | Randomized 4-point 2D color gradient image generator | [Demo](https://demo.thi.ng/umbrella/pixel-gradients/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/pixel-gradients) | | | Interactive pixel sorting tool using thi.ng/color & thi.ng/pixel | [Demo](https://demo.thi.ng/umbrella/pixel-sorting/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/pixel-sorting) | | | Animated, iterative polygon subdivisions & visualization | [Demo](https://demo.thi.ng/umbrella/poly-subdiv/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/poly-subdiv) | | | Procedural stochastic text generation via custom DSL, parse grammar & AST transformation | [Demo](https://demo.thi.ng/umbrella/procedural-text/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/procedural-text) | | | Basic usage of thi.ng/rdom keyed list component wrapper | [Demo](https://demo.thi.ng/umbrella/rdom-klist/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/rdom-klist) | | | Generative audio synth offline renderer and WAV file export | [Demo](https://demo.thi.ng/umbrella/render-audio/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/render-audio) | | | Evolutionary shader generation using genetic programming | [Demo](https://demo.thi.ng/umbrella/shader-ast-evo/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/shader-ast-evo) | | | Responsive & reactively computed stacked column layout | [Demo](https://demo.thi.ng/umbrella/stacked-layout/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/stacked-layout) | | | thi.ng/rdom & thi.ng/rstream based quiz to guess thi.ng package names | [Demo](https://demo.thi.ng/umbrella/thing-packages-quiz/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/thing-packages-quiz) | | | Animated t-SNE visualization of 4D data | [Demo](https://demo.thi.ng/umbrella/tsne-colors/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/tsne-colors) | | | Game of Life implemented as WebGL2 multi-pass shader pipeline | [Demo](https://demo.thi.ng/umbrella/webgl-game-of-life/) | [Source](https://github.com/thi-ng/umbrella/tree/develop/examples/webgl-game-of-life) | ## API [Generated API docs](https://docs.thi.ng/umbrella/random/) ```ts import { Smush32 } from "@thi.ng/random"; const rnd = new Smush32(0xdecafbad); // the following methods are available for all generators // next uint (0 .. 2^32-1) rnd.int() // 4022849029 // next float [0.0 .. 1.0) rnd.float() // 0.2698542904737066 // next normalized float (w/ opt scale) // [-scale .. +scale) rnd.norm(100) // 57.70723665079737 // next float in given interval [min .. max) rnd.minmax(10, 20) // 15.295951807707537 rnd.minmaxInt(10, 20) ``` ## Authors - [Karsten Schmidt](https://thi.ng) If this project contributes to an academic publication, please cite it as: ```bibtex @misc{thing-random, title = "@thi.ng/random", author = "Karsten Schmidt", note = "https://thi.ng/random", year = 2015 } ``` ## License © 2015 - 2025 Karsten Schmidt // Apache License 2.0