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Demonstrates Moonshine models running in the browser using onnxruntime-web
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node_modules | ||
public/moonshine/base/* | ||
public/moonshine/tiny/* |
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# moonshine-web | ||
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This directory is a self-contained demo of the Moonshine models running directly on a user's device in a web browser using `onnxruntime-web`. You can try this demo out in our [HuggingFace space](https://huggingface.co/spaces/UsefulSensors/moonshine-web) or, alternatively, install and run it on your own device by following the instructions below. If you want to run Moonshine in the browser in your own projects, `src/moonshine.js` provides a bare-bones implementation of inferences using the ONNX models. | ||
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## Installation | ||
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You must have Node.js (or another JavaScript toolkit like [Bun](https://bun.sh/)) installed to get started. Install [Node.js](https://nodejs.org/en) if you don't have it already. | ||
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Once you have your JavaScript toolkit installed, clone the `moonshine` repo and navigate to this directory: | ||
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```shell | ||
git clone [email protected]:usefulsensors/moonshine.git | ||
cd moonshine/moonshine/demo/moonshine-web | ||
``` | ||
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Then install the project's dependencies: | ||
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```shell | ||
npm install | ||
``` | ||
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The demo expects the Moonshine Tiny and Base ONNX models to be available in `public/moonshine/tiny` and `public/moonshine/base`, respectively. To preserve space, they are not included here. However, we've included a helper script that you can run to conveniently download them from HuggingFace: | ||
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```shell | ||
npm run get-models | ||
``` | ||
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This project uses Vite for bundling and development. Run the following to start a development server and open the demo in your web browser: | ||
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```shell | ||
npm run dev | ||
``` |
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// Helper script for downloading Moonshine ONNX models from HuggingFace for local development. | ||
import * as fs from 'fs'; | ||
import * as hub from "@huggingface/hub"; | ||
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const repo = { type: "model", name: "UsefulSensors/moonshine" }; | ||
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var models = [ | ||
"tiny", | ||
"base" | ||
] | ||
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var layers = [ | ||
"preprocess.onnx", | ||
"encode.onnx", | ||
"uncached_decode.onnx", | ||
"cached_decode.onnx" | ||
] | ||
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console.log("Downloading Moonshine ONNX models from HuggingFace...") | ||
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models.forEach(model => { | ||
var dir = "public/moonshine/" + model | ||
if (!fs.existsSync(dir)){ | ||
fs.mkdirSync(dir, { recursive: true }); | ||
} | ||
layers.forEach(layer => { | ||
hub.downloadFile({ repo, path: "onnx/" + model + "/" + layer }).then((file) => { | ||
file.arrayBuffer().then((buffer) => { | ||
fs.writeFile(dir + "/" + layer, Buffer.from(buffer), () => { | ||
console.log("\tDownloaded " + model + "/" + layer + " successfully.") | ||
}); | ||
}) | ||
}) | ||
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}) | ||
}); |
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<!DOCTYPE html> | ||
<html lang="en"> | ||
<head> | ||
<meta charset="UTF-8" /> | ||
<link rel="icon" href="/favicon.png" /> | ||
<link rel="stylesheet" href="/index.css"> | ||
<meta name="viewport" content="width=device-width, initial-scale=1.0" /> | ||
<title>Moonshine – lightweight ASR by Useful Sensors</title> | ||
</head> | ||
<body> | ||
<div id="root"> | ||
<div class="container"> | ||
<div class="logo-container"> | ||
<svg version="1.1" id="logo" xmlns="http://www.w3.org/2000/svg" x="0px" y="0px" viewBox="0 0 800 800" > | ||
<path class="st0" d="M409,760C205.6,760,40,594.4,40,390.9C40,228.5,144.4,88.5,294.8,40C236.6,100.9,203,182.9,203,268.3 | ||
c0,181.7,147.3,329.5,328.3,329.5c85.8,0,168.1-34.2,228.8-93.4C711.9,655.3,571.8,760,409,760L409,760z"/> | ||
<line class="st1" id="l1" x1="310.1" y1="293.8" x2="310.1" y2="325.8"/> | ||
<line class="st1" id="l2" x1="729.8" y1="293.8" x2="729.8" y2="325.8"/> | ||
<line class="st1" id="l3" x1="370" y1="220" x2="370" y2="399.6"/> | ||
<line class="st1" id="l4" x1="430" y1="245.9" x2="430" y2="373.7"/> | ||
<line class="st1" id="l5" x1="489.9" y1="293.8" x2="489.9" y2="325.8"/> | ||
<line class="st1" id="l6" x1="548.1" y1="278.2" x2="548.1" y2="342.1"/> | ||
<line class="st1" id="l7" x1="609.9" y1="220.4" x2="609.9" y2="400"/> | ||
<line class="st1" id="l8" x1="669.8" y1="245.9" x2="669.8" y2="373.7"/> | ||
</svg> | ||
<h1>Moonshine</h1> | ||
fast, accurate, and lightweight speech-to-text models running in your browser | ||
</div> | ||
<div class="justify-center"> | ||
<select name="models" id="models"> | ||
<option value="tiny" selected>moonshine/tiny</option> | ||
<option value="base">moonshine/base</option> | ||
</select> | ||
<input type="file" id="upload" style="display: none;" /> | ||
<button id="browse" onclick="document.getElementById('upload').click();">Browse</button> | ||
<button id="startRecord">Record</button> | ||
<button id="stopRecord" style="display: none;">Stop</button> | ||
</div> | ||
<div id="audioPanel"> | ||
<div class="justify-center"> | ||
<audio id="sound" type="audio/wav" controls></audio> | ||
</div> | ||
<div class="justify-center"> | ||
<button id="transcribe">Transcribe</button> | ||
</div> | ||
</div> | ||
<div class="justify-center"> | ||
<span id="transcription"></span> | ||
</div> | ||
</div> | ||
</div> | ||
<script type="module" src="/src/index.js"></script> | ||
</body> | ||
</html> |
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