@petamoriken/float16
half precision floating point for JavaScript
See the archive of the ES Discuss Float16Array topic for details
Install
npm install @petamoriken/float16yarn add @petamoriken/float16Import
Node.js or Bundler (webpack, rollup.js, esbuild, etc)
// ES Modules
import {
Float16Array, isFloat16Array,
getFloat16, setFloat16,
hfround,
} from "@petamoriken/float16";// CommonJS
const {
Float16Array, isFloat16Array,
getFloat16, setFloat16,
hfround,
} = require("@petamoriken/float16");Deno
You can get modules from the deno.land/x hosting service.
import {
Float16Array, isFloat16Array,
getFloat16, setFloat16,
hfround,
} from "https://deno.land/x/float16/mod.ts";Browser
Deliver a browser/float16.mjs or browser/float16.js file in the npm package from your Web server with the JavaScript Content-Type HTTP header.
<!-- Module Scripts -->
<script type="module">
import {
Float16Array, isFloat16Array,
getFloat16, setFloat16,
hfround,
} from "DEST/TO/float16.mjs";
</script><!-- Classic Scripts -->
<script src="DEST/TO/float16.js"></script>
<script>
const {
Float16Array, isFloat16Array,
getFloat16, setFloat16,
hfround,
} = float16;
</script>Or, you can use jsDelivr CDN.
<!-- Module Scripts -->
<script type="module">
import {
Float16Array, isFloat16Array,
getFloat16, setFloat16,
hfround,
} from "https://cdn.jsdelivr.net/npm/@petamoriken/float16/+esm";
</script><!-- Classic Scripts -->
<script src="https://cdn.jsdelivr.net/npm/@petamoriken/float16/browser/float16.min.js"></script>
<script>
const {
Float16Array, isFloat16Array,
getFloat16, setFloat16,
hfround,
} = float16;
</script>Support engines
This package only uses up to ES2015 features and does not use environment-dependent features (except for inspect/), so you can use it without any problems. It works fine with the current officially supported versions of Node.js.
Float16Array implemented by the Proxy, so IE11 is never supported.
Pre-transpiled JavaScript files (CommonJS, IIFE)
lib/ and browser/ directories in the npm package have JavaScript files already transpiled, and they have been tested automatically in the following environments:
- Node.js: Active LTS
- Firefox: last 2 versions and ESR
- Chrome: last 2 versions
- Edge: last 2 versions
- Safari: last 2 versions
API
Float16Array
Float16Array is similar to TypedArray such as Float32Array (MDN).
const array = new Float16Array([1.0, 1.1, 1.2]);
for (const val of array) {
console.log(val); // => 1, 1.099609375, 1.19921875
}
array.reduce((prev, current) => prev + current); // 3.298828125isFloat16Array
isFloat16Array is a utility function to check whether the value given as an argument is an instance of Float16Array or not.
declare function isFloat16Array(value: unknown): value is Float16Array;isFloat16Array(new Float16Array(10)); // true
isFloat16Array(new Float32Array(10)); // false
isFloat16Array(new Uint16Array(10)); // falseDataView
getFloat16 and setFloat16 are similar to DataView methods such as DataView#getFloat32 (MDN) and DataView#setFloat32 (MDN).
declare function getFloat16(view: DataView, byteOffset: number, littleEndian?: boolean): number;
declare function setFloat16(view: DataView, byteOffset: number, value: number, littleEndian?: boolean): void;const buffer = new ArrayBuffer(10);
const view = new DataView(buffer);
view.setUint16(0, 0x1234);
getFloat16(view, 0); // 0.0007572174072265625
// You can append methods to DataView instance
view.getFloat16 = (...args) => getFloat16(view, ...args);
view.setFloat16 = (...args) => setFloat16(view, ...args);
view.getFloat16(0); // 0.0007572174072265625
view.setFloat16(0, Math.PI, true);
view.getFloat16(0, true); // 3.140625hfround
hfround is similar to Math.fround (MDN).
This function returns nearest half precision float representation of a number.
declare function hfround(x: number): number;Math.fround(1.337); // 1.3370000123977661
hfround(1.337); // 1.3369140625Float16Array limitations (edge cases)
Float16Array has some limitations, because it is impossible to completely reproduce the behavior of TypedArray. Be careful when checking which TypedArray it is, and when using Web standards such as structuredClone and WebGL.
The instanceof operator
Since Float16Array is made by inheriting from Uint16Array, so you canât use the instanceof operator to check if it is a Uint16Array or not.
new Uint16Array(10) instanceof Uint16Array; // true
new Float16Array(10) instanceof Uint16Array; // true Actually, I could use Proxyâs getPrototypeOf handler to trap it, but that would be too complex and have some limitations.
In addition, it is a bad idea to use instanceof to detect the type of TypedArray, because it canât be used to detect the type of objects from other Realms, such as iframe and vm. It is recommended to use Object#toString or @@toStringTag for this purpose.
function isUint16Array(target) {
if (target === null || typeof target !== "object") {
return false;
}
return target[Symbol.toStringTag] === "Uint16Array";
} For Node.js, you can use util.types (document) instead. Want to do a more solid TypedArray check for other environments? Then you can use this code.
Built-in functions
Built-in TypedArray objects use âinternal slotsâ for built-in methods. Some limitations exist because the Proxy object canât trap internal slots (explanation).
This package isnât polyfill, in other words, it doesnât change native global functions and static/prototype methods.
E.g. ArrayBuffer.isView is the butlt-in method that checks if it has the [[ViewedArrayBuffer]] internal slot. It returns false for Proxy object such as Float16Array instance.
ArrayBuffer.isView(new Float32Array(10)); // true
ArrayBuffer.isView(new Float16Array(10)); // falseThe structured clone algorithm (Web Workers, IndexedDB, etc)
The structured clone algorithm copies complex JavaScript objects. It is used internally when invoking structuredClone(), to transfer data between Web Workers via postMessage(), storing objects with IndexedDB, or copying objects for other APIs (MDN).
It canât clone Proxy object such as Float16Array instance, you need to convert it to Uint16Array or deal with ArrayBuffer directly.
const array = new Float16Array([1.0, 1.1, 1.2]);
const cloned = structuredClone({ buffer: array.buffer });WebGL
WebGL requires Uint16Array for buffer or texture data whose types are gl.HALF_FLOAT (WebGL 2) or ext.HALF_FLOAT_OES (WebGL 1 extension). Do not apply the Float16Array object directly to gl.bufferData or gl.texImage2D etc.
// WebGL 2 example
const vertices = new Float16Array([
-0.5, -0.5, 0,
0.5, -0.5, 0,
0.5, 0.5, 0,
]);
const buffer = gl.createBuffer();
gl.bindBuffer(gl.ARRAY_BUFFER, buffer);
// wrap in Uint16Array
gl.bufferData(gl.ARRAY_BUFFER, new Uint16Array(vertices.buffer), gl.STATIC_DRAW);
gl.vertexAttribPointer(location, 3, gl.HALF_FLOAT, false, 0, 0);
gl.bindBuffer(gl.ARRAY_BUFFER, null);
gl.enableVertexAttribArray(location);Others
See JSDoc comments in src/Float16Array.mjs for details. If you donât write hacky code, you shouldnât have any problems.
Float16Array custom inspection
Provides custom inspection for Node.js and Deno, which makes the results of console.log more readable.
Node.js
// ES Modules
import { Float16Array } from "@petamoriken/float16";
import { customInspect } from "@petamoriken/float16/inspect";
Float16Array.prototype[Symbol.for("nodejs.util.inspect.custom")] = customInspect;// CommonJS
const { Float16Array } = require("@petamoriken/float16");
const { customInspect } = require("@petamoriken/float16/inspect");
Float16Array.prototype[Symbol.for("nodejs.util.inspect.custom")] = customInspect;Deno
import { Float16Array } from "https://deno.land/x/float16/mod.ts";
import { customInspect } from "https://deno.land/x/float16/inspect.ts";
// deno-lint-ignore no-explicit-any
(Float16Array.prototype as any)[Symbol.for("Deno.customInspect")] = customInspect;Development
Manual build and test:
Manual build
First, download devDependencies.
yarn Build lib/, browser/ files.
yarn run build Build docs/ files (for browser test).
yarn run docsTest
First, download devDependencies.
yarnNode.js test
NODE_ENV=test yarn build:lib
yarn testBrowser test
NODE_ENV=test yarn build:browser
yarn docs Access docs/test/index.html with browsers.
You can access current test page (power-assert version) in master branch.
License
MIT License
This software contains productions that are distributed under the Apache 2.0 License. Specifically, index.d.ts is modified from the original TypeScript lib files.