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| title | parent | toc | nav_order |
|---|---|---|---|
| JavaScript | Get Started | true | 6 |
Get started with ORT for JavaScript
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ONNX Runtime JavaScript API is the unified interface used by ONNX Runtime Node.js binding, ONNX Runtime Web, and ONNX Runtime for React Native.
Contents
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ONNX Runtime Node.js binding
ONNX Runtime Node.js binding can be achieved by installing and importing.
Install
# install latest release version
npm install onnxruntime-node
Import
// use ES6 style import syntax (recommended)
import * as ort from 'onnxruntime-node';
// or use CommonJS style import syntax
const ort = require('onnxruntime-node');
Examples
- Follow the Quick Start instructions for ONNX Runtime Node.js binding.
Supported Versions
ONNX Runtime Node.js binding supports Node.js v12.x+ or Electron v5.x+
ONNX Runtime Web
You can install and import ONNX Runtime Web.
Install
# install latest release version
npm install onnxruntime-web
# install nightly build dev version
npm install onnxruntime-web@dev
Import
// use ES6 style import syntax (recommended)
import * as ort from 'onnxruntime-web';
// or use CommonJS style import syntax
const ort = require('onnxruntime-web');
Examples
ONNX Runtime Web can also be imported via a script tag in a HTML file, from a CDN server. Here are some examples:
- Quick Start (using bundler)
- Quick Start (using script tag)
- ONNX Runtime Web for In Browser Inference
- Inference in Javascript with ONNX Runtime Web
Supported Versions
ONNX Runtime supports mainstream modern browsers/OS on Windows, Ubuntu, macOS, Android, and iOS. You can check the compatibility of ONNX Runtime with modern browsers and operating systems for your desktop and mobile platforms. In-browser inference is possible with ONNX Runtime Web JavaScript that can enable cross-platform portability for web-applications.
ONNX Runtime for React Native
You can install and import ONNX Runtime Web for React Native.
Install
# install latest release version
npm install onnxruntime-react-native
Import
// use ES6 style import syntax (recommended)
import * as ort from 'onnxruntime-react-native';
// or use CommonJS style import syntax
const ort = require('onnxruntime-react-native');
Builds
Builds are published to npm and can be installed using npm install
| Package | Artifact | Description | Supported Platforms |
|---|---|---|---|
| Node.js binding | onnxruntime-node | CPU (Release) | Windows x64 CPU NAPI_v3, Linux x64 CPU NAPI_v3, MacOS x64 CPU NAPI_v3 |
| Web | onnxruntime-web | CPU and GPU | Browsers (wasm, webgl), Node.js (wasm) |
| React Native | onnxruntime-react-native | CPU | Android, iOS |
- For Node.js binding, to use on platforms without pre-built binaries, you can build Node.js binding from source and consume using
npm install <onnxruntime_repo_root>/js/node/. - Consider the options and considerations for building a Web app with ONNX Runtime Web using JavaScript.
- Explore a simple web application to classify images with ONNX Runtime Web.
API Reference
See ONNX Runtime JavaScript API{:target="_blank"} for API reference. Check out the ONNX Runtime Web demos! for image recognition, handwriting analysis, real-time emotion detection, object detection, and so on.
See also:
-
Typescript declarations for Inference Session, Tensor, and Environment Flags for reference.