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    1.12.1 • Public • Published

    ONNX Runtime Web

    ONNX Runtime Web is a Javascript library for running ONNX models on browsers and on Node.js.

    ONNX Runtime Web has adopted WebAssembly and WebGL technologies for providing an optimized ONNX model inference runtime for both CPUs and GPUs.

    Why ONNX models

    The Open Neural Network Exchange (ONNX) is an open standard for representing machine learning models. The biggest advantage of ONNX is that it allows interoperability across different open source AI frameworks, which itself offers more flexibility for AI frameworks adoption.

    Why ONNX Runtime Web

    With ONNX Runtime Web, web developers can score models directly on browsers with various benefits including reducing server-client communication and protecting user privacy, as well as offering install-free and cross-platform in-browser ML experience.

    ONNX Runtime Web can run on both CPU and GPU. On CPU side, WebAssembly is adopted to execute the model at near-native speed. ONNX Runtime Web complies the native ONNX Runtime CPU engine into WebAssembly backend by using Emscripten, so it supports most functionalities native ONNX Runtime offers, including full ONNX operator coverage, multi-threading, ONNX Runtime Quantization as well as ONNX Runtime Mobile. For performance acceleration with GPUs, ONNX Runtime Web leverages WebGL, a popular standard for accessing GPU capabilities. We are keeping improving op coverage and optimizing performance in WebGL backend.

    See Compatibility and Operators Supported for a list of platforms and operators ONNX Runtime Web currently supports.

    Usage

    Refer to ONNX Runtime JavaScript examples for samples and tutorials.

    Documents

    Developement

    Refer to the following links for development information:

    Compatibility

    OS/Browser Chrome Edge Safari Electron Node.js
    Windows 10 wasm, webgl wasm, webgl - wasm, webgl wasm
    macOS wasm, webgl wasm, webgl wasm, webgl wasm, webgl wasm
    Ubuntu LTS 18.04 wasm, webgl wasm, webgl - wasm, webgl wasm
    iOS wasm, webgl wasm, webgl wasm, webgl - -
    Android wasm, webgl wasm, webgl - - -

    Operators

    WebAssembly backend

    ONNX Runtime Web currently support all operators in ai.onnx and ai.onnx.ml.

    WebGL backend

    ONNX Runtime Web currently supports a subset of operators in ai.onnx operator set. See operators.md for a complete, detailed list of which ONNX operators are supported by WebGL backend.

    License

    License information can be found here.

    Install

    npm i onnxruntime-web

    DownloadsWeekly Downloads

    969

    Version

    1.12.1

    License

    MIT

    Unpacked Size

    59.4 MB

    Total Files

    408

    Last publish

    Collaborators

    • eire
    • onnxruntime
    • zuzhao