From b94849b17a9efda4ca0542344b8f999eb1baafbb Mon Sep 17 00:00:00 2001 From: Evan King Date: Wed, 13 Nov 2024 13:39:58 -0600 Subject: [PATCH] Add browser-based demo Demonstrates Moonshine models running in the browser using onnxruntime-web --- README.md | 11 +- moonshine/demo/README.md | 5 + moonshine/demo/moonshine-web/.gitignore | 3 + moonshine/demo/moonshine-web/README.md | 32 + moonshine/demo/moonshine-web/downloader.js | 36 + moonshine/demo/moonshine-web/index.html | 54 + .../demo/moonshine-web/package-lock.json | 989 ++++++++++++++++++ moonshine/demo/moonshine-web/package.json | 23 + .../demo/moonshine-web/public/favicon.png | Bin 0 -> 727 bytes moonshine/demo/moonshine-web/public/index.css | 49 + moonshine/demo/moonshine-web/src/index.js | 127 +++ moonshine/demo/moonshine-web/src/moonshine.js | 97 ++ moonshine/demo/moonshine-web/vite.config.js | 29 + 13 files changed, 1453 insertions(+), 2 deletions(-) create mode 100644 moonshine/demo/moonshine-web/.gitignore create mode 100644 moonshine/demo/moonshine-web/README.md create mode 100644 moonshine/demo/moonshine-web/downloader.js create mode 100644 moonshine/demo/moonshine-web/index.html create mode 100644 moonshine/demo/moonshine-web/package-lock.json create mode 100644 moonshine/demo/moonshine-web/package.json create mode 100644 moonshine/demo/moonshine-web/public/favicon.png create mode 100644 moonshine/demo/moonshine-web/public/index.css create mode 100644 moonshine/demo/moonshine-web/src/index.js create mode 100644 moonshine/demo/moonshine-web/src/moonshine.js create mode 100644 moonshine/demo/moonshine-web/vite.config.js diff --git a/README.md b/README.md index 366a68c..c2d2f95 100644 --- a/README.md +++ b/README.md @@ -51,8 +51,9 @@ This repo hosts inference code and demos for Moonshine. - [2. Install the Moonshine package](#2-install-the-moonshine-package) - [3. Try it out](#3-try-it-out) - [Examples](#examples) - - [Onnx standalone](#onnx-standalone) + - [Onnx Standalone](#onnx-standalone) - [Live Captions](#live-captions) + - [Running in the Browser](#running-in-the-browser) - [CTranslate2](#ctranslate2) - [HuggingFace Transformers](#huggingface-transformers) - [TODO](#todo) @@ -126,7 +127,7 @@ Use the `moonshine.transcribe_with_onnx` function to use the ONNX runtime for in The Moonshine models can be used with a variety of different runtimes and applications, so we've included code samples showing how to use them in different situations. The [`moonshine/demo`](/moonshine/demo/) folder in this repository also has more information on many of them. -### Onnx standalone +### Onnx Standalone The latest versions of the Onnx Moonshine models are available on HuggingFace at [huggingface.co/UsefulSensors/moonshine/tree/main/onnx](https://huggingface.co/UsefulSensors/moonshine/tree/main/onnx). You can find [an example Python script](/moonshine/demo/onnx_standalone.py) and more information about running them [in the demo folder](/moonshine/demo/README.md#demo-standalone-file-transcription-with-onnx). @@ -134,6 +135,10 @@ The latest versions of the Onnx Moonshine models are available on HuggingFace at You can try the Moonshine models with live input from a microphone on many platforms with the [live captions demo](/moonshine/demo/README.md#demo-live-captioning-from-microphone-input). +### Running in the Browser + +You can try out the Moonshine models on your device in a web browser with our [HuggingFace space](https://huggingface.co/spaces/UsefulSensors/moonshine-web). We've included the [source for this demo](/moonshine/demo/moonshine-web/) in this repository; this is a great starting place for those wishing to build web-based applications with Moonshine. + ### CTranslate2 The files for the CTranslate2 versions of Moonshine are available at [huggingface.co/UsefulSensors/moonshine/tree/main/ctranslate2](https://huggingface.co/UsefulSensors/moonshine/tree/main/ctranslate2), but they require [a pull request to be merged](https://github.com/OpenNMT/CTranslate2/pull/1808) before they can be used with the mainline version of the framework. Until then, you should be able to try them with [our branch](https://github.com/njeffrie/CTranslate2/tree/master), with [this example script](https://github.com/OpenNMT/CTranslate2/pull/1808#issuecomment-2439725339). @@ -167,6 +172,8 @@ print(tokenizer.decode(tokens[0], skip_special_tokens=True)) * [x] HF transformers support +* [x] Demo Moonshine running in the browser + * [ ] CTranslate2 support (complete but [awaiting a merge](https://github.com/OpenNMT/CTranslate2/pull/1808)) * [ ] MLX support diff --git a/moonshine/demo/README.md b/moonshine/demo/README.md index 344f97d..3e096f9 100644 --- a/moonshine/demo/README.md +++ b/moonshine/demo/README.md @@ -4,6 +4,7 @@ This directory contains various scripts to demonstrate the capabilities of the Moonshine ASR models. - [Moonshine Demos](#moonshine-demos) +- [Demo: Moonshine running in the browser with ONNX](#demo-moonshine-running-in-the-browser-with-onnx) - [Demo: Standalone file transcription with ONNX](#demo-standalone-file-transcription-with-onnx) - [Demo: Live captioning from microphone input](#demo-live-captioning-from-microphone-input) - [Installation.](#installation) @@ -16,6 +17,10 @@ Moonshine ASR models. - [Metrics](#metrics) - [Citation](#citation) +# Demo: Moonshine running in the browser with ONNX + +The Node.js project in [`moonshine-web`](/moonshine/demo/moonshine-web/) demonstrates how to run the +Moonshine models in the web browser using `onnxruntime-web`. You can try this demo on your own device using our [HuggingFace space](https://huggingface.co/spaces/UsefulSensors/moonshine-web) without having to run the project from the source here. Of note, the [`moonshine.js`](/moonshine/demo/moonshine-web/src/moonshine.js) script contains everything you need to perform inferences with the Moonshine ONNX models in the browser. If you would like to build on the web demo, follow the instructions in the demo directory to get started. # Demo: Standalone file transcription with ONNX diff --git a/moonshine/demo/moonshine-web/.gitignore b/moonshine/demo/moonshine-web/.gitignore new file mode 100644 index 0000000..1495996 --- /dev/null +++ b/moonshine/demo/moonshine-web/.gitignore @@ -0,0 +1,3 @@ +node_modules +public/moonshine/base/* +public/moonshine/tiny/* diff --git a/moonshine/demo/moonshine-web/README.md b/moonshine/demo/moonshine-web/README.md new file mode 100644 index 0000000..1b74078 --- /dev/null +++ b/moonshine/demo/moonshine-web/README.md @@ -0,0 +1,32 @@ +# moonshine-web + +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. + +## Installation + +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. + +Once you have your JavaScript toolkit installed, clone the `moonshine` repo and navigate to this directory: + +```shell +git clone git@github.com:usefulsensors/moonshine.git +cd moonshine/moonshine/demo/moonshine-web +``` + +Then install the project's dependencies: + +```shell +npm install +``` + +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: + +```shell +npm run get-models +``` + +This project uses Vite for bundling and development. Run the following to start a development server and open the demo in your web browser: + +```shell +npm run dev +``` diff --git a/moonshine/demo/moonshine-web/downloader.js b/moonshine/demo/moonshine-web/downloader.js new file mode 100644 index 0000000..76d57ab --- /dev/null +++ b/moonshine/demo/moonshine-web/downloader.js @@ -0,0 +1,36 @@ +// Helper script for downloading Moonshine ONNX models from HuggingFace for local development. +import * as fs from 'fs'; +import * as hub from "@huggingface/hub"; + +const repo = { type: "model", name: "UsefulSensors/moonshine" }; + +var models = [ + "tiny", + "base" +] + +var layers = [ + "preprocess.onnx", + "encode.onnx", + "uncached_decode.onnx", + "cached_decode.onnx" +] + +console.log("Downloading Moonshine ONNX models from HuggingFace...") + +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.") + }); + }) + }) + + }) +}); diff --git a/moonshine/demo/moonshine-web/index.html b/moonshine/demo/moonshine-web/index.html new file mode 100644 index 0000000..de3261b --- /dev/null +++ b/moonshine/demo/moonshine-web/index.html @@ -0,0 +1,54 @@ + + + + + + + + Moonshine – lightweight ASR by Useful Sensors + + +
+
+
+ +

Moonshine

+ fast, accurate, and lightweight speech-to-text models running in your browser +
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+ + + + + +
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+ +
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+ +
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+ + + diff --git a/moonshine/demo/moonshine-web/package-lock.json b/moonshine/demo/moonshine-web/package-lock.json new file mode 100644 index 0000000..6cf10d7 --- /dev/null +++ b/moonshine/demo/moonshine-web/package-lock.json @@ -0,0 +1,989 @@ +{ + "name": "moonshine-web", + "version": "1.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "moonshine-web", + "version": "1.0.0", + "license": "MIT", + "dependencies": { + "llama-tokenizer-js": "^1.2.2", + "onnxruntime-web": "^1.20.0" + }, + "devDependencies": { + "@huggingface/hub": "^0.19.0", + "vite": "^5.4.11" + } + }, + "node_modules/@esbuild/aix-ppc64": { + "version": "0.21.5", + "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.21.5.tgz", + "integrity": "sha512-1SDgH6ZSPTlggy1yI6+Dbkiz8xzpHJEVAlF/AM1tHPLsf5STom9rwtjE4hKAF20FfXXNTFqEYXyJNWh1GiZedQ==", + "cpu": [ + "ppc64" + ], + "dev": true, + "optional": true, + "os": [ + "aix" + ], + "engines": { + "node": ">=12" + } + }, + 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diff --git a/moonshine/demo/moonshine-web/package.json b/moonshine/demo/moonshine-web/package.json new file mode 100644 index 0000000..e05b5b2 --- /dev/null +++ b/moonshine/demo/moonshine-web/package.json @@ -0,0 +1,23 @@ +{ + "name": "moonshine-web", + "version": "1.0.0", + "description": "A demo of the Moonshine ASR model running on-device, in the browser.", + "type": "module", + "scripts": { + "dev": "vite", + "clean": "rm -rf node_modules/ dist/", + "build": "vite build", + "get-models": "node downloader.js", + "preview": "vite preview" + }, + "author": "Evan King, Useful Sensors", + "license": "MIT", + "dependencies": { + "llama-tokenizer-js": "^1.2.2", + "onnxruntime-web": "^1.20.0" + }, + "devDependencies": { + "@huggingface/hub": "^0.19.0", + "vite": "^5.4.11" + } +} diff --git a/moonshine/demo/moonshine-web/public/favicon.png b/moonshine/demo/moonshine-web/public/favicon.png new file mode 100644 index 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Arial, Helvetica, sans-serif; +} +div { + margin-bottom: 1em; +} +button { + height: 3em; + width: 6em; + margin-left: 0.5em; +} +.container { + max-width: 600px; + margin: 0 auto; +} +.justify-center { + display: flex; + justify-content: center; +} +.logo-container { + text-align: center; +} +#logo { + width: 196px; +} +#sound { + width: 100%; +} +#transcription { + color: #447ff7; +} +#audioPanel { + display: none; +} +.st0 { + fill: #ffffff; + stroke: #3a4966; + stroke-width: 20; + stroke-linecap: round; + stroke-linejoin: round; + stroke-miterlimit: 10; +} +.st1 { + fill: none; + stroke: #447ff7; + stroke-width: 30; + stroke-linecap: round; + stroke-miterlimit: 10; +} diff --git a/moonshine/demo/moonshine-web/src/index.js b/moonshine/demo/moonshine-web/src/index.js new file mode 100644 index 0000000..9489941 --- /dev/null +++ b/moonshine/demo/moonshine-web/src/index.js @@ -0,0 +1,127 @@ +import Moonshine from "./moonshine.js" + + +function setTranscription(text) { + document.getElementById("transcription").innerHTML = text +} + +async function getRecordingDevice() { + const stream = await navigator.mediaDevices.getUserMedia({ audio: true }); + return new MediaRecorder(stream); +} + +async function startRecording(mediaRecorder) { + const audioChunks = []; + + mediaRecorder.ondataavailable = event => { + audioChunks.push(event.data); + }; + + mediaRecorder.start(); + console.log("Recording started"); + + return new Promise(resolve => { + mediaRecorder.onstop = () => { + const audioBlob = new Blob(audioChunks, { type: 'audio/wav' }); + console.log("Recording stopped"); + resolve(audioBlob); + }; + // max recording length is 30 seconds + setTimeout(() => mediaRecorder.stop(), 30000); + }); +} + +function toggleAudioPanel(isVisible) { + var display = isVisible ? "inherit" : "none" + document.getElementById("audioPanel").style = "display: " + display + ";" +} + +function toggleControls(isEnabled) { + document.getElementById("transcribe").disabled = !isEnabled + document.getElementById("startRecord").disabled = !isEnabled + document.getElementById("stopRecord").disabled = !isEnabled + document.getElementById("models").disabled = !isEnabled + document.getElementById("browse").disabled = !isEnabled +} + +function setAudio(audioBlob) { + console.log(audioBlob.length) + var sound = document.getElementById("sound") + sound.src = URL.createObjectURL(audioBlob) +} + +window.onload = (event) => { + toggleControls(false) + var model_name = document.getElementById("models").value + setTranscription("Loading " + model_name + "...") + var moonshine = new Moonshine(model_name) + moonshine.loadModel().then(() => { + setTranscription("") + toggleControls(true) + }); + + models.onchange = async function(e) { + var selection = document.getElementById("models").value + if (selection != model_name) { + toggleControls(false) + model_name = selection + setTranscription("Loading " + model_name + "...") + var moonshine = new Moonshine(model_name) + moonshine.loadModel().then(() => { + setTranscription("") + toggleControls(true) + }); + } + } + + upload.onchange = function(e) { + setAudio(this.files[0]) + toggleAudioPanel(true) + } + + transcribe.onclick = async function(e) { + var sound = document.getElementById("sound") + if (sound.src) { + toggleControls(false) + const audioCTX = new AudioContext({ + sampleRate: 16000, + }); + let file = await fetch(sound.src).then(r => r.blob()) + let data = await file.arrayBuffer() + let decoded = await audioCTX.decodeAudioData(data); + let floatArray = new Float32Array(decoded.length) + if (floatArray.length > (16000 * 30)) { + floatArray = floatArray.subarray(0, 16000 * 30) + alert("Your audio is greater than 30 seconds in length. Moonshine will transcribe the first 30 seconds.") + } + decoded.copyFromChannel(floatArray, 0) + moonshine.generate(floatArray).then((r) => { + document.getElementById("transcription").innerText = r + toggleControls(true) + }) + } + } + + var mediaRecorder = undefined + startRecord.onclick = async function(e) { + document.getElementById("startRecord").style = "display: none;" + document.getElementById("stopRecord").style = "display: block;" + + if (!mediaRecorder) { + mediaRecorder = await getRecordingDevice() + } + + // fired when recording hits the time limit or when recording stops + startRecording(mediaRecorder).then(audioBlob => { + document.getElementById("startRecord").style = "display: block;" + document.getElementById("stopRecord").style = "display: none;" + setAudio(audioBlob) + toggleAudioPanel(true) + }); + } + stopRecord.onclick = function(e) { + document.getElementById("startRecord").style = "display: block;" + document.getElementById("stopRecord").style = "display: none;" + mediaRecorder.stop() + } +}; diff --git a/moonshine/demo/moonshine-web/src/moonshine.js b/moonshine/demo/moonshine-web/src/moonshine.js new file mode 100644 index 0000000..f9c9176 --- /dev/null +++ b/moonshine/demo/moonshine-web/src/moonshine.js @@ -0,0 +1,97 @@ +import * as ort from 'onnxruntime-web'; +import llamaTokenizer from 'llama-tokenizer-js' + +function argMax(array) { + return [].map.call(array, (x, i) => [x, i]).reduce((r, a) => (a[0] > r[0] ? a : r))[1]; +} + +export default class Moonshine { + constructor(model_name) { + this.model_name = model_name + this.model = { + preprocess: undefined, + encode: undefined, + uncached_decode: undefined, + cached_decode: undefined + } + } + + async loadModel() { + console.log("loading " + this.model_name + "...") + // const sessionOption = { executionProviders: ['webgpu', 'webgl', 'wasm', 'cpu'] }; + const sessionOption = { executionProviders: ['wasm', 'cpu'] }; + + this.model.preprocess = await ort.InferenceSession.create( + "moonshine/" + this.model_name + "/preprocess.onnx", sessionOption) + console.log("preprocess loaded") + + this.model.encode = await ort.InferenceSession.create( + "moonshine/" + this.model_name + "/encode.onnx", sessionOption) + console.log("encode loaded") + + this.model.uncached_decode = await ort.InferenceSession.create( + "moonshine/" + this.model_name + "/uncached_decode.onnx", sessionOption) + console.log("uncached_decode loaded") + + this.model.cached_decode = await ort.InferenceSession.create( + "moonshine/" + this.model_name + "/cached_decode.onnx", sessionOption) + console.log("cached_decode loaded") + console.log(this.model_name + " loaded") + } + + async generate(audio) { + if (this.model.preprocess && this.model.encode && this.model.uncached_decode + && this.model.cached_decode) { + const max_len = Math.trunc((audio.length / 16000) * 6) + const preprocessed = await this.model.preprocess.run({ + args_0: new ort.Tensor("float32", audio, [1, audio.length]) + }) + const context = await this.model.encode.run({ + args_0: new ort.Tensor("float32", preprocessed["sequential"]["data"], preprocessed["sequential"]["dims"]), + args_1: new ort.Tensor("int32", [preprocessed["sequential"]["dims"][1]], [1]) + }) + var seq_len = 1 + var layer_norm_key = "" + for (const key in context) { + if (key.startsWith("layer_norm")) { + layer_norm_key = key + break + } + } + const uncached_decoded = await this.model.uncached_decode.run({ + args_0: new ort.Tensor("int32", [[1]], [1, 1]), + args_1: new ort.Tensor("float32", context[layer_norm_key]["data"], context[layer_norm_key]["dims"]), + args_2: new ort.Tensor("int32", [seq_len], [1]) + }) + var tokens = [1] + var decode = uncached_decoded + for (var i=0; i { + if (!key.startsWith("reversible")) { + feed["args_" + j] = decode[key]; + j += 1 + } + }); + decode = await this.model.cached_decode.run(feed) + } + return llamaTokenizer.decode(tokens) + } + else { + console.warn("Tried to call Moonshine.generate() before the model was loaded.") + } + } +} diff --git a/moonshine/demo/moonshine-web/vite.config.js b/moonshine/demo/moonshine-web/vite.config.js new file mode 100644 index 0000000..ba4f505 --- /dev/null +++ b/moonshine/demo/moonshine-web/vite.config.js @@ -0,0 +1,29 @@ +import { defineConfig } from 'vite' +import fs from 'fs' +import path from 'path' + +// This plugin is neccessary for .wasm files to be served by the Vite development server with the correct MIME type. +// https://stackoverflow.com/questions/78095780/web-assembly-wasm-errors-in-a-vite-vue-app-using-realm-web-sdk +const wasmMiddleware = () => { + return { + name: 'wasm-middleware', + configureServer(server) { + server.middlewares.use((req, res, next) => { + if (req.url.endsWith('.wasm')) { + const wasmPath = path.join(__dirname, 'node_modules/onnxruntime-web/dist', path.basename(req.url)); + const wasmFile = fs.readFileSync(wasmPath); + res.setHeader('Content-Type', 'application/wasm'); + res.end(wasmFile); + return; + } + next(); + }); + }, + }; +}; + +export default defineConfig({ + plugins: [ + wasmMiddleware() + ] +})