# @thi.ng/random > Pseudo-random number generators w/ unified API, distributions, weighted choices, ID generation Latest version **4.1.54** (published 2026-08-25) · Apache-2.0 license · 0 weekly downloads ## Install ```sh npm install @thi.ng/random pnpm add @thi.ng/random yarn add @thi.ng/random bun add @thi.ng/random ``` ## Health **Score 70/100 (B)** — status: active. Positive: has types; esm support; no vulnerabilities; recently updated; high maintenance score; high quality score. Warnings: low downloads. ## Facts | | | |---|---| | Version | 4.1.54 | | Published | 2026-08-25 | | First published | 2018-11-24 | | Weekly downloads | 0 | | License | Apache-2.0 | | TypeScript types | bundled | | Module format | ESM | | Node | >=18 | | Dependencies | 2 | | Unpacked size | 61 KB | | Known vulnerabilities | 0 | | Install scripts | no | | Author | Karsten Schmidt | | Maintainers | thi.ng | | Keywords | binary, crypto, datastructure, distribution, exponential, gaussian, generator, geometric, normal, prng, random, typedarray, typescript, uniform, weighted | ## Links - npm: https://www.npmjs.com/package/@thi.ng/random - Repository: https://codeberg.org/thi.ng/umbrella - Homepage: https://thi.ng/random - Funding: https://github.com/sponsors/postspectacular - npm.io page: https://npm.io/package/@thi.ng/random ## Dependencies (2) - [@thi.ng/api](https://npm.io/package/@thi.ng/api.md) ^8.12.28 - [@thi.ng/errors](https://npm.io/package/@thi.ng/errors.md) ^2.6.17 ## Alternatives - [@openai/codex-sdk](https://npm.io/package/@openai/codex-sdk.md) — 731.4K weekly downloads - [babel-plugin-transform-react-jsx](https://npm.io/package/babel-plugin-transform-react-jsx.md) — 565.0K weekly downloads - [babel-helper-remove-or-void](https://npm.io/package/babel-helper-remove-or-void.md) — 508.5K weekly downloads - [@pnpm/store-controller-types](https://npm.io/package/@pnpm/store-controller-types.md) — 186.9K weekly downloads - [react-native-signature-canvas](https://npm.io/package/react-native-signature-canvas.md) — 155.6K weekly downloads ## Recent versions - 4.1.54 (latest) — 2026-08-25 - 4.1.53 — 2026-07-02 - 4.1.52 — 2026-06-05 - 4.1.51 — 2026-05-23 - 4.1.50 — 2026-05-20 - 4.1.48 — 2026-05-11 - 4.1.47 — 2026-05-08 - 4.1.45 — 2026-04-26 - 4.1.44 — 2026-04-18 - 4.1.43 — 2026-04-02 - 4.1.42 — 2026-03-19 - 4.1.41 — 2026-03-07 - 4.1.40 — 2026-03-07 - 4.1.39 — 2026-02-07 - 4.1.38 — 2026-01-23 - … 216 more at https://npm.io/package/@thi.ng/random/versions ## README # ![@thi.ng/random](https://codeberg.org/thi.ng/umbrella/media/branch/develop/assets/banners/thing-random.svg?58fd6345) [![npm version](https://img.shields.io/npm/v/@thi.ng/random.svg)](https://www.npmjs.com/package/@thi.ng/random) ![npm downloads](https://img.shields.io/npm/dm/@thi.ng/random.svg) [![Mastodon Follow](https://img.shields.io/mastodon/follow/109331703950160316?domain=https%3A%2F%2Fmastodon.thi.ng&style=social)](https://mastodon.thi.ng/@toxi) > [!NOTE] > This is one of 217 standalone projects. LLM-free, human-made and > cared for software, maintained as part of the > [@thi.ng/umbrella](https://codeberg.org/thi.ng/umbrella/) ecosystem and > anti-framework. > > 🚀 Please help me to work full-time on these projects by [sponsoring > me](https://codeberg.org/thi.ng/umbrella/src/branch/develop/CONTRIBUTING.md#donations). > 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://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/crypto.ts) - [SFC32](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/sfc32.ts) - [Smush32](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/smush32.ts) - [System](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/system.ts) - [WrappedRandom](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/wrapped.ts) - [Xoshiro128](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/xoshiro128.ts) - [XorShift128](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/xorshift128.ts) - [XorWow](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/xorwow.ts) - [XsAdd](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/xsadd.ts) Partially ported from C implementations taken from [c.thi.ng](http://c.thi.ng). ### Random distributions - [`exponential()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/distributions/exponential.ts) - [`gaussian()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/distributions/gaussian.ts) - [`geometric()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/distributions/geometric.ts) - [`normal()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/distributions/normal.ts) - [`uniform()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/distributions/uniform.ts) ### Other utilities - [`coin()` / `fairCoin()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/coin.ts) - [`pickRandom()` / `pickRandomKey()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/pick-random.ts) - [`randomBytes()` / `randomBytesFrom()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/random-bytes.ts) - [`randomID()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/random-id.ts) - [`weightedRandom()` / `weightedRandomKey()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/weighted-random.ts) - [`uniqueIndices()` / `uniqueValuesFrom()`](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random/src/unique-indices.ts) ## Status **STABLE** - used in production [Search or submit any issues for this package](https://codeberg.org/thi.ng/umbrella/issues?q=%5Brandom%5D) ## Support packages - [@thi.ng/random-fxhash](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random-fxhash) - [@thi.ng/random](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/random) compatible wrapper & utilities for fxhash's PRNG ## Related packages - [@thi.ng/ksuid](https://codeberg.org/thi.ng/umbrella/src/branch/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: 1.95 KB ## Dependencies - [@thi.ng/api](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/api) - [@thi.ng/errors](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/errors) Note: @thi.ng/api is in _most_ cases a type-only import (not used at runtime) ## Usage examples 20 projects in this repo's [/examples](https://codeberg.org/thi.ng/umbrella/src/branch/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://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/canvas-recorder) | | | Probabilistic color theme generator | [Demo](https://demo.thi.ng/umbrella/color-themes/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/color-themes) | | | Interactive inverse FFT toy synth | [Demo](https://demo.thi.ng/umbrella/fft-synth/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/fft-synth) | | | 2D Bezier curve-guided particle system | [Demo](https://demo.thi.ng/umbrella/hdom-canvas-particles/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/hdom-canvas-particles) | | | Basic hiccup-based canvas drawing | [Demo](https://demo.thi.ng/umbrella/hiccup-canvas-basics/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/hiccup-canvas-basics) | | | Barnsley fern IFS fractal renderer | [Demo](https://demo.thi.ng/umbrella/ifs-fractal/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/ifs-fractal) | | | k-means clustering visualization | [Demo](https://demo.thi.ng/umbrella/kmeans-viz/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/kmeans-viz) | | | Randomized space-filling, nested grid layout generator | [Demo](https://demo.thi.ng/umbrella/layout-gridgen/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/layout-gridgen) | | | Randomized 4-point 2D color gradient image generator | [Demo](https://demo.thi.ng/umbrella/pixel-gradients/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/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://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/pixel-sorting) | | | Animated, iterative polygon subdivisions & visualization | [Demo](https://demo.thi.ng/umbrella/poly-subdiv/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/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://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/procedural-text) | | | Basic usage of rdom bare list components in multiple scenarios | [Demo](https://demo.thi.ng/umbrella/rdom-bare-lists/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/rdom-bare-lists) | | | Basic usage of thi.ng/rdom keyed list component wrapper | [Demo](https://demo.thi.ng/umbrella/rdom-klist/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/rdom-klist) | | | Generative audio synth offline renderer and WAV file export | [Demo](https://demo.thi.ng/umbrella/render-audio/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/render-audio) | | | Evolutionary shader generation using genetic programming | [Demo](https://demo.thi.ng/umbrella/shader-ast-evo/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/shader-ast-evo) | | | Responsive & reactively computed stacked column layout | [Demo](https://demo.thi.ng/umbrella/stacked-layout/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/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://codeberg.org/thi.ng/umbrella/src/branch/develop/examples/thing-packages-quiz) | | | Animated t-SNE visualization of 4D data | [Demo](https://demo.thi.ng/umbrella/tsne-colors/) | [Source](https://codeberg.org/thi.ng/umbrella/src/branch/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://codeberg.org/thi.ng/umbrella/src/branch/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 - 2026 Karsten Schmidt // Apache License 2.0 --- _Source: https://npm.io/package/@thi.ng/random · Machine-readable twin of the npm.io package page. Health data is recomputed on every publish._