intel / webml-polyfill

Deprecated, the Web Neural Network Polyfill project has been moved to https://github.com/webmachinelearning/webnn-polyfill
Apache License 2.0
161 stars 42 forks source link
ai cnn computer-vision deep-learning machine-learning neural-network nlp webml webnn

Deprecated

W3C Launched the Web Machine Learning Working Group in April 2021, the Web Neural Network Polyfill project has been moved to https://github.com/webmachinelearning/webnn-polyfill. You can also get latest updates for the Web Neural Network API and other relevant projects in github.com/webmachinelearning.

Web Machine Learning

Web Neural Network (WebNN) API polyfill and examples

A polyfill for Web Neural Network (WebNN) API with computer vision and natural language processing examples.

The Web Neural Network (WebNN) API is a dedicated low-level API for neural network inference hardware acceleration. It is worked on in the W3C Machine Learning for the Web Community Group.

Project Build Status

MacOS Linux Windows
Build Status CircleCI Build status

Examples

WebNN API Examples QR Code

Supported Backends

Run example with hardware accelerated WebNN backend

If you are interested, please refer to WebNN Chromium build repo and WIKI:

Benchmarks

Building & Testing

Install

$ npm install

Start

$ npm start

# Start an HTTPS server
$ HTTPS=true npm start

Build

$ npm run build

# Production build
$ NODE_ENV=production npm run build

# WASM backend build:
$ npm run build-wasm

Test

$ npm start

Open browser and navigate to http://localhost:8080/test

Watch

$ npm run watch

License

This project is following Apache License Version 2.0.

Documents in test/wpt/resources are licensed by the W3C 3-clause BSD License.