mirror of
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[doc] Update "Get Started" page for ORT web (#19568)
### Description This PR re-arranges documentation of ORT web. Current doc: https://onnxruntime.ai/docs/ Change preview: https://fs-eire.github.io/onnxruntime/docs/ - split `Doc -> Get Started -> JavaScript` from single page into multiple pages, to make it easier to split from web, node and react-native - remove `Doc -> Get Started -> with Web`. The page was a few links and now they are moved to other places - add a few contents into `Doc -> Get Started -> JavaScript -> Web`. Now this is the main page for ORT web doc. - rename `Tutorials -> deploy on Web` to `Tutorials -> Web`. "deploy" is confusing as it's not the accurate term to describe the content. ================================================================= ### Discussions: TBD ================================================================= ### ORT web documentation work item list: - [ ] Update `Get Started` page for ORT web at onnxruntime.ai **( this PR )** - to make it easier for users to navigate - [ ] Update `Tutorials` page for ORT web at onnxruntime.ai - The purpose of this page is unclear. It contains descriptive information and step-by-step instructions on an E2E examples. It can be a good Blog, but not good for documentation, which usually has a well-structured content. - The [index page](https://fs-eire.github.io/onnxruntime/docs/tutorials/web/) has duplicated contents with its child page ["Build a web application with ONNX Runtime"](https://fs-eire.github.io/onnxruntime/docs/tutorials/web/build-web-app.html) - Some contents are out-of-dated. - [ ] Update [`API Usage - SessionOptions`](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/api-usage_session-options) on onnxruntime-inference-examples repo. - Add explaination and examples if necessary for all new WebGPU session options. - [ ] Update [`API usage - ort.env flags`](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/api-usage_ort-env-flags) on onnxruntime-inference-examples repo. - Add all newly introduced flags.
This commit is contained in:
Yulong Wang
GitHub
parent
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11 changed files with 228 additions and 179 deletions
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@ -1,7 +1,7 @@
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---
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title: On-Device Training
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parent: Get Started
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nav_order: 12
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nav_order: 11
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---
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# On-Device Training with ONNX Runtime
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@ -1,152 +0,0 @@
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---
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title: JavaScript
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parent: Get Started
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toc: true
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nav_order: 6
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---
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# Get started with ORT for JavaScript
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{: .no_toc }
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ONNX Runtime JavaScript API is the unified interface used by [ONNX Runtime Node.js binding](https://github.com/microsoft/onnxruntime/tree/main/js/node), [ONNX Runtime Web](https://github.com/microsoft/onnxruntime/tree/main/js/web), and [ONNX Runtime for React Native](https://github.com/microsoft/onnxruntime/tree/main/js/react_native).
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## Contents
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{: .no_toc }
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* TOC placeholder
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{:toc}
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## ONNX Runtime Node.js binding
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ONNX Runtime Node.js binding can be achieved by installing and importing.
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### Install
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```bash
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# install latest release version
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npm install onnxruntime-node
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```
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### Import
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```js
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// use ES6 style import syntax (recommended)
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import * as ort from 'onnxruntime-node';
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```
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```js
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// or use CommonJS style import syntax
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const ort = require('onnxruntime-node');
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```
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### Examples
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- Follow the [Quick Start](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/quick-start_onnxruntime-node) instructions for ONNX Runtime Node.js binding.
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### Supported Versions
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ONNX Runtime Node.js binding supports Node.js v12.x+ or Electron v5.x+
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## ONNX Runtime Web
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You can install and import ONNX Runtime Web.
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### Install
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```bash
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# install latest release version
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npm install onnxruntime-web
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# install nightly build dev version
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npm install onnxruntime-web@dev
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```
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### Import
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```js
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// use ES6 style import syntax (recommended)
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import * as ort from 'onnxruntime-web';
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```
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```js
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// or use CommonJS style import syntax
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const ort = require('onnxruntime-web');
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```
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If you want to use ONNX Runtime Web with WebGPU support (experimental feature), you need to import as below:
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```js
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// use ES6 style import syntax (recommended)
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import * as ort from 'onnxruntime-web/webgpu';
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```
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```js
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// or use CommonJS style import syntax
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const ort = require('onnxruntime-web/webgpu');
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```
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### Examples
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ONNX Runtime Web can also be imported via a script tag in a HTML file, from a CDN server. Here are some examples:
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- [Quick Start (using bundler)](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/quick-start_onnxruntime-web-bundler)
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- [Quick Start (using script tag)](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/quick-start_onnxruntime-web-script-tag)
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- [ONNX Runtime Web for In Browser Inference](https://youtu.be/0dskvE4IvGM)
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- [Inference in Javascript with ONNX Runtime Web](https://youtu.be/vYzWrT3A7wQ)
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### Supported Versions
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ONNX Runtime supports mainstream modern browsers/OS on Windows, Ubuntu, macOS, Android, and iOS. You can check the [compatibility](https://github.com/Microsoft/onnxjs#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](https://cloudblogs.microsoft.com/opensource/2021/09/02/onnx-runtime-web-running-your-machine-learning-model-in-browser/) that can enable cross-platform portability for web-applications.
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## ONNX Runtime for React Native
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You can install and import ONNX Runtime Web for React Native.
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### Install
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```bash
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# install latest release version
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npm install onnxruntime-react-native
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```
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### Import
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```js
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// use ES6 style import syntax (recommended)
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import * as ort from 'onnxruntime-react-native';
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```
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```js
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// or use CommonJS style import syntax
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const ort = require('onnxruntime-react-native');
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```
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#### Enable ONNX Runtime Extensions for React Native
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To enable support for [ONNX Runtime Extensions](https://github.com/microsoft/onnxruntime-extensions) in your React Native app,
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you need to specify the following configuration as a top-level entry (note: usually where the package `name`and `version`fields are) in your project's root directory `package.json` file.
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```js
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"onnxruntimeExtensionsEnabled": "true"
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```
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## Builds
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[Builds](https://onnxruntime.ai/docs/build/web.html) are published to **npm** and can be installed using `npm install`
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| Package | Artifact | Description | Supported Platforms |
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|---------|-----------|-------------|---------------------|
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|Node.js binding|[onnxruntime-node](https://www.npmjs.com/package/onnxruntime-node)|CPU (Release)| Windows x64 CPU NAPI_v3, Linux x64 CPU NAPI_v3, MacOS x64 CPU NAPI_v3|
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|Web|[onnxruntime-web](https://www.npmjs.com/package/onnxruntime-web)|CPU and GPU|Browsers (wasm, webgl), Node.js (wasm)|
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|React Native|[onnxruntime-react-native](https://www.npmjs.com/package/onnxruntime-react-native)|CPU|Android, iOS|
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- For Node.js binding, to use on platforms without pre-built binaries, you can [build Node.js binding from source](../build/inferencing.md#apis-and-language-bindings) and consume using `npm install <onnxruntime_repo_root>/js/node/`.
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- Consider the [options and considerations](https://onnxruntime.ai/docs/reference/build-web-app.html) for building a Web app with ONNX Runtime Web using JavaScript.
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- Explore a simple web application to [classify images with ONNX Runtime Web](https://onnxruntime.ai/docs/tutorials/web/classify-images-nextjs-github-template.html).
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## API Reference
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See [ONNX Runtime JavaScript API](../api/js/index.html){:target="_blank"} for API reference. Check out the [ONNX Runtime Web demos!](https://microsoft.github.io/onnxruntime-web-demo/#/) for image recognition, handwriting analysis, real-time emotion detection, object detection, and so on.
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See also:
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- [ONNX Runtime JavaScript examples and API Usage](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js).
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- Typescript declarations for [Inference Session](https://github.com/microsoft/onnxruntime/blob/main/js/common/lib/inference-session.ts), [Tensor](https://github.com/microsoft/onnxruntime/blob/main/js/common/lib/tensor.ts), and [Environment Flags](https://github.com/microsoft/onnxruntime/blob/main/js/common/lib/env.ts) for reference.
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21
docs/get-started/with-javascript/index.md
Normal file
21
docs/get-started/with-javascript/index.md
Normal file
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@ -0,0 +1,21 @@
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---
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title: JavaScript
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parent: Get Started
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has_children: true
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toc: false
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nav_order: 6
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---
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# Get started with ORT for JavaScript
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{: .no_toc }
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ONNX Runtime JavaScript API is the unified interface used by [ONNX Runtime Node.js binding](https://github.com/microsoft/onnxruntime/tree/main/js/node), [ONNX Runtime Web](https://github.com/microsoft/onnxruntime/tree/main/js/web), and [ONNX Runtime for React Native](https://github.com/microsoft/onnxruntime/tree/main/js/react_native).
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See [how to choose the right package](../../tutorials/web/build-web-app#options-for-deployment-target) for your JavaScript application.
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## Contents
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{: .no_toc }
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* Get Started with [ONNX Runtime Web](web.md)
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* Get Started with [ONNX Runtime Node.js binding](node.md)
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* Get Started with [ONNX Runtime for React Native](react-native.md)
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54
docs/get-started/with-javascript/node.md
Normal file
54
docs/get-started/with-javascript/node.md
Normal file
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@ -0,0 +1,54 @@
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---
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title: Node.js binding
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parent: JavaScript
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grand_parent: Get Started
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has_children: false
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nav_order: 2
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---
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# Get started with ONNX Runtime Node.js binding
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## Contents
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{: .no_toc }
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* TOC placeholder
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{:toc}
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## Install
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```bash
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# install latest release version
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npm install onnxruntime-node
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```
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## Import
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```js
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// use ES6 style import syntax (recommended)
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import * as ort from 'onnxruntime-node';
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```
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```js
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// or use CommonJS style import syntax
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const ort = require('onnxruntime-node');
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```
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## Examples
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- Follow the [Quick Start](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/quick-start_onnxruntime-node) instructions for ONNX Runtime Node.js binding.
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## Supported Versions
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The following table lists the supported versions of ONNX Runtime Node.js binding provided with pre-built binaries.
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| EPs/Platforms | Windows x64 | Windows arm64 | Linux x64 | Linux arm64 | MacOS x64 | MacOS arm64 |
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|--------------|--------|---------|--------|------|---|----|
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| CPU | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ |
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| DirectML | ✔️ | ✔️ | ❌ | ❌ | ❌ | ❌ |
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| CUDA | ❌ | ❌ | ✔️<sup>\[1]</sup> | ❌ | ❌ | ❌ |
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- \[1]: CUDA v11.8.
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For platforms not on the list or want a custom build, you can [build Node.js binding from source](../../build/inferencing.md#apis-and-language-bindings) and consume using `npm install <onnxruntime_repo_root>/js/node/`.
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46
docs/get-started/with-javascript/react-native.md
Normal file
46
docs/get-started/with-javascript/react-native.md
Normal file
|
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@ -0,0 +1,46 @@
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---
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title: React Native
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parent: JavaScript
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grand_parent: Get Started
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has_children: false
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nav_order: 3
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---
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# Get started with ONNX Runtime for React Native
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## Contents
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{: .no_toc }
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* TOC placeholder
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{:toc}
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## Install
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|
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```bash
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# install latest release version
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npm install onnxruntime-react-native
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```
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## Import
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```js
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// use ES6 style import syntax (recommended)
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import * as ort from 'onnxruntime-react-native';
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```
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```js
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// or use CommonJS style import syntax
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const ort = require('onnxruntime-react-native');
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```
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### Enable ONNX Runtime Extensions for React Native
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To enable support for [ONNX Runtime Extensions](https://github.com/microsoft/onnxruntime-extensions) in your React Native app,
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you need to specify the following configuration as a top-level entry (note: usually where the package `name`and `version`fields are) in your project's root directory `package.json` file.
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```js
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"onnxruntimeExtensionsEnabled": "true"
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```
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101
docs/get-started/with-javascript/web.md
Normal file
101
docs/get-started/with-javascript/web.md
Normal file
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@ -0,0 +1,101 @@
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---
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title: Web
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parent: JavaScript
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grand_parent: Get Started
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has_children: false
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nav_order: 1
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---
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# Get started with ONNX Runtime Web
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## Contents
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{: .no_toc }
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* TOC placeholder
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{:toc}
|
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## Install
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Use the following command in shell to install ONNX Runtime Web:
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```bash
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# install latest release version
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npm install onnxruntime-web
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# install nightly build dev version
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npm install onnxruntime-web@dev
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```
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## Import
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Use the following JavaScript code to import ONNX Runtime Web:
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|
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```js
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// use ES6 style import syntax (recommended)
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import * as ort from 'onnxruntime-web';
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```
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```js
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// or use CommonJS style import syntax
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const ort = require('onnxruntime-web');
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```
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|
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If you want to use ONNX Runtime Web with WebGPU support (experimental feature), you need to import as below:
|
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|
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```js
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// use ES6 style import syntax (recommended)
|
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import * as ort from 'onnxruntime-web/webgpu';
|
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```
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```js
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// or use CommonJS style import syntax
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const ort = require('onnxruntime-web/webgpu');
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```
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For a complete table for importing, see [Conditional Importing](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/importing_onnxruntime-web#conditional-importing).
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## Documentation
|
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|
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See [ONNX Runtime JavaScript API](../../api/js/index.html){:target="_blank"} for API reference. Please also check the following links for API usage examples:
|
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- [Tensor](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/api-usage_tensor) - a demonstration of basic usage of Tensor.
|
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- [Tensor <--> Image conversion](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/api-usage-tensor-image) - a demonstration of conversions from Image elements to and from Tensor.
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- [InferenceSession](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/api-usage_inference-session) - a demonstration of basic usage of InferenceSession.
|
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- [SessionOptions](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/api-usage_session-options) - a demonstration of how to configure creation of an InferenceSession instance.
|
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- [ort.env flags](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/api-usage_ort-env-flags) - a demonstration of how to configure a set of global flags.
|
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|
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- See also: Typescript declarations for [Inference Session](https://github.com/microsoft/onnxruntime/blob/main/js/common/lib/inference-session.ts), [Tensor](https://github.com/microsoft/onnxruntime/blob/main/js/common/lib/tensor.ts), and [Environment Flags](https://github.com/microsoft/onnxruntime/blob/main/js/common/lib/env.ts) for reference.
|
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|
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See [Tutorial: Web](../../tutorials/web/index.md) for tutorials.
|
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|
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See [Training on web demo](https://github.com/microsoft/onnxruntime-training-examples/tree/master/on_device_training/web) for training using onnxruntime-web.
|
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|
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## Examples
|
||||
|
||||
The following examples describe how to use ONNX Runtime Web in your web applications for model inferencing:
|
||||
- [Quick Start (using bundler)](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/quick-start_onnxruntime-web-bundler)
|
||||
- [Quick Start (using script tag)](https://github.com/microsoft/onnxruntime-inference-examples/tree/main/js/quick-start_onnxruntime-web-script-tag)
|
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|
||||
The following are E2E examples that uses ONNX Runtime Web in web applications:
|
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- [Classify images with ONNX Runtime Web](https://onnxruntime.ai/docs/tutorials/web/classify-images-nextjs-github-template.html) - a simple web application using Next.js for image classifying.
|
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- [ONNX Runtime Web demos](https://microsoft.github.io/onnxruntime-web-demo/#/) for image recognition, handwriting analysis, real-time emotion detection, object detection, and so on.
|
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- [OpenAI Whisper](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/ort-whisper) - demonstrates how to run [whisper tiny.en](https://github.com/openai/whisper) in your browser using onnxruntime-web and the browser's audio interfaces.
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- [Facebook Segment-Anything](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/segment-anything) - demonstrates how to run [segment-anything](https://github.com/facebookresearch/segment-anything) in your browser using onnxruntime-web with webgpu.
|
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|
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|
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The following are video tutorials that use ONNX Runtime Web in web applications:
|
||||
- [ONNX Runtime Web for In Browser Inference](https://youtu.be/0dskvE4IvGM)
|
||||
- [Inference in Javascript with ONNX Runtime Web](https://youtu.be/vYzWrT3A7wQ)
|
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|
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|
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## Supported Versions
|
||||
|
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| EPs/Browsers | Chrome/Edge (Windows) | Chrome/Edge (Android) | Chrome/Edge (MacOS) | Chrome/Edge (iOS) | Safari (MacOS) | Safari (iOS) | Firefox (Windows) | Node.js |
|
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|--------------|--------|---------|--------|------|---|----|------|-----|
|
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| WebAssembly (CPU) | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ | ✔️ | ✔️<sup>\[1]</sup> |
|
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| WebGPU | ✔️<sup>\[2]</sup> | ✔️<sup>\[3]</sup> | ✔️ | ❌ | ❌ | ❌ | ❌ | ❌ |
|
||||
| WebGL | ✔️<sup>\[4]</sup> | ✔️<sup>\[4]</sup> | ✔️<sup>\[4]</sup> | ✔️<sup>\[4]</sup> | ✔️<sup>\[4]</sup> | ✔️<sup>\[4]</sup> | ✔️<sup>\[4]</sup> | ❌ |
|
||||
| WebNN | ✔️<sup>\[5]</sup> | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
|
||||
|
||||
- \[1]: Node.js only support single-threaded `wasm` EP.
|
||||
- \[2]: WebGPU requires Chromium v113 or later on Windows. Float16 support requires Chrome v121 or later, and Edge v122 or later.
|
||||
- \[3]: WebGPU requires Chromium v121 or later on Windows.
|
||||
- \[4]: WebGL support is in maintenance mode. It is recommended to use WebGPU for better performance.
|
||||
- \[5]: Requires to launch browser with commandline flag `--enable-experimental-web-platform-features`.
|
||||
|
|
@ -1,21 +0,0 @@
|
|||
---
|
||||
title: Web
|
||||
description: ONNX Runtime for web-based deployments and considerations and options for building a web application with ONNX Runtime
|
||||
has_toc: false
|
||||
nav_order: 11
|
||||
parent: Get Started
|
||||
redirect_from: /docs/reference/build-web-app
|
||||
|
||||
---
|
||||
|
||||
# Get started with ONNX Runtime Web
|
||||
ORT Web can be used in your web applications for model inferencing.
|
||||
|
||||
{: .no_toc}
|
||||
|
||||
## Reference
|
||||
* [Install ONNX Runtime Web](./../install/index.md#install-on-web-and-mobile)
|
||||
* [Build from source](./../build/web.md)
|
||||
* [Tutorials: Deploy on web](./../tutorials/web/index.md)
|
||||
* [Guide: Build a web application with ONNX Runtime](./../tutorials/web/build-web-app)
|
||||
* [Training on web demo](https://github.com/microsoft/onnxruntime-training-examples/tree/master/on_device_training/web)
|
||||
|
|
@ -1,7 +1,7 @@
|
|||
---
|
||||
title: Build a web app with ONNX Runtime
|
||||
description: Considerations and options for building a web application with ONNX Runtime
|
||||
parent: Deploy on web
|
||||
parent: Web
|
||||
grand_parent: Tutorials
|
||||
nav_order: 3
|
||||
redirect_from: /reference/build-web-app
|
||||
|
|
@ -79,7 +79,7 @@ Add "@dev" to the package name to use the nightly build (eg. npm install onnxrun
|
|||
## Consume onnxruntime-web in your code
|
||||
|
||||
1. Import onnxruntime-web
|
||||
See [import onnxruntime-web](../../get-started/with-javascript.md#import-1)
|
||||
See [import onnxruntime-web](../../get-started/with-javascript/web.md#import)
|
||||
|
||||
2. Initialize the inference session
|
||||
See [InferenceSession.create](https://github.com/microsoft/onnxruntime-inference-examples/blob/main/js/quick-start_onnxruntime-web-bundler/main.js#L14)
|
||||
|
|
|
|||
|
|
@ -1,7 +1,7 @@
|
|||
---
|
||||
title: Classify images with ONNX Runtime and Next.js
|
||||
description: Classify images in a NextJS web application built from a GitHub template repo
|
||||
parent: Deploy on web
|
||||
parent: Web
|
||||
grand_parent: Tutorials
|
||||
has_children: false
|
||||
nav_order: 1
|
||||
|
|
|
|||
|
|
@ -1,7 +1,7 @@
|
|||
---
|
||||
title: Custom Excel Functions for BERT Tasks in JavaScript
|
||||
description: Custom Excel Functions for BERT Tasks in JavaScript
|
||||
parent: Deploy on web
|
||||
parent: Web
|
||||
grand_parent: Tutorials
|
||||
has_children: false
|
||||
nav_order: 2
|
||||
|
|
|
|||
|
|
@ -1,5 +1,5 @@
|
|||
---
|
||||
title: Deploy on web
|
||||
title: Web
|
||||
parent: Tutorials
|
||||
has_children: true
|
||||
nav_order: 7
|
||||
|
|
|
|||
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Reference in a new issue