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<html lang="en"> | |
<head> | |
<meta charset="UTF-8"> | |
<title>Automatic Speech Recognition - Hugging Face Transformers.js</title> | |
<script type="module"> | |
// Import the library | |
import { pipeline } from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.5.4'; | |
// Make it available globally | |
window.pipeline = pipeline; | |
</script> | |
<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.1.0/dist/css/bootstrap.min.css" rel="stylesheet"> | |
<link rel="stylesheet" href="css/styles.css"> | |
</head> | |
<body> | |
<div class="container-main"> | |
<!-- Page Header --> | |
<div class="header"> | |
<div class="header-logo"> | |
<img src="images/logo.png" alt="logo"> | |
</div> | |
<div class="header-main-text"> | |
<h1>Hugging Face Transformers.js</h1> | |
</div> | |
<div class="header-sub-text"> | |
<h3>Free AI Models for JavaScript Web Development</h3> | |
</div> | |
</div> | |
<hr> <!-- Separator --> | |
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<div class="row mt-5"> | |
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style="color: #3c650b; border-color: #3c650b;">Back to Main Page</a> | |
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</div> | |
<!-- Content --> | |
<div class="container mt-5"> | |
<!-- Centered Titles --> | |
<div class="text-center"> | |
<h2>Audio</h2> | |
<h4>Automatic Speech Recognition - English</h4> | |
</div> | |
<!-- Actual Content of this page --> | |
<div id="transcribe-english-container" class="container mt-4"> | |
<h5>Transcribe English:</h5> | |
<div class="d-flex align-items-center"> | |
<label for="transcribeEnglishURLText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter | |
audio URL:</label> | |
<input type="text" class="form-control flex-grow-1" id="transcribeEnglishURLText" | |
value="https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/jfk.wav" | |
placeholder="Enter audio" style="margin-right: 15px; margin-left: 15px;"> | |
<button id="TranscribeEnglishButton" class="btn btn-primary" | |
onclick="transcribeEnglish()">Transcribe</button> | |
</div> | |
<div class="mt-4"> | |
<h4>Output:</h4> | |
<pre id="outputArea"></pre> | |
</div> | |
</div> | |
<hr> <!-- Line Separator --> | |
<div id="transcribe-english-local-container" class="container mt-4"> | |
<h5>Transcribe English a Local File:</h5> | |
<div class="d-flex align-items-center"> | |
<label for="transcribeEnglishLocalFile" class="mb-0 text-nowrap" style="margin-right: 15px;">Select | |
Local Audio:</label> | |
<input type="file" id="transcribeEnglishLocalFile" accept="audio/*" /> | |
<button id="TranscribeEnglishButtonLocal" class="btn btn-primary" | |
onclick="transcribeEnglishLocal()">Transcribe</button> | |
</div> | |
<div class="mt-4"> | |
<h4>Output:</h4> | |
<pre id="outputAreaLocal"></pre> | |
</div> | |
</div> | |
<hr> <!-- Line Separator --> | |
<div id="transcribe-english-timestamps-container" class="container mt-4"> | |
<h5>Transcribe English with Timestamps:</h5> | |
<div class="d-flex align-items-center"> | |
<label for="transcribeEnglishTimestampsURLText" class="mb-0 text-nowrap" | |
style="margin-right: 15px;">Enter | |
audio URL:</label> | |
<input type="text" class="form-control flex-grow-1" id="transcribeEnglishTimestampsURLText" | |
value="https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/jfk.wav" | |
placeholder="Enter audio" style="margin-right: 15px; margin-left: 15px;"> | |
<button id="TranscribeEnglishTimestampsButton" class="btn btn-primary" | |
onclick="transcribeEnglishTimestamps()">Transcribe</button> | |
</div> | |
<div class="mt-4"> | |
<h4>Output:</h4> | |
<pre id="outputAreaTimestamps"></pre> | |
</div> | |
</div> | |
<hr> <!-- Line Separator --> | |
<div id="transcribe-english-word-level-timestamps-container" class="container mt-4"> | |
<h5>Transcribe English with Word-level Timestamps:</h5> | |
<div class="d-flex align-items-center"> | |
<label for="transcribeEnglishWordlevelTimestampsURLText" class="mb-0 text-nowrap" | |
style="margin-right: 15px;">Enter | |
audio URL:</label> | |
<input type="text" class="form-control flex-grow-1" id="transcribeEnglishWordlevelTimestampsURLText" | |
value="https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/jfk.wav" | |
placeholder="Enter audio" style="margin-right: 15px; margin-left: 15px;"> | |
<button id="TranscribeEnglishWord-levelTimestampsButton" class="btn btn-primary" | |
onclick="transcribeEnglishWordlevelTimestamps()">Transcribe</button> | |
</div> | |
<div class="mt-4"> | |
<h4>Output:</h4> | |
<pre id="outputAreaWordlevelTimestamps"></pre> | |
</div> | |
</div> | |
<hr> <!-- Line Separator --> | |
<div id="transcribe-english-30-container" class="container mt-4"> | |
<h5>Transcribe/Translate Audio Longer Than 30 Seconds:</h5> | |
<div class="d-flex align-items-center"> | |
<label for="transcribeEnglish30URLText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter | |
audio URL:</label> | |
<input type="text" class="form-control flex-grow-1" id="transcribeEnglish30URLText" | |
value="https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/ted_60.wav" | |
placeholder="Enter audio" style="margin-right: 15px; margin-left: 15px;"> | |
<button id="TranscribeEnglish30Button" class="btn btn-primary" | |
onclick="transcribeEnglish30()">Transcribe</button> | |
</div> | |
<div class="mt-4"> | |
<h4>Output:</h4> | |
<pre id="outputArea30"></pre> | |
</div> | |
</div> | |
<!-- Back to Home button --> | |
<div class="row mt-5"> | |
<div class="col-md-12 text-center"> | |
<a href="index.html" class="btn btn-outline-secondary" | |
style="color: #3c650b; border-color: #3c650b;">Back to Main Page</a> | |
</div> | |
</div> | |
</div> | |
</div> | |
<script> | |
let transcriber; | |
// Initialize the sentiment analysis model | |
async function initializeModel() { | |
transcriber = await pipeline('automatic-speech-recognition', 'Xenova/whisper-tiny.en'); | |
} | |
async function transcribeEnglish() { | |
const textFieldValue = document.getElementById("transcribeEnglishURLText").value.trim(); | |
let result = await transcriber(textFieldValue); | |
document.getElementById("outputArea").innerText = JSON.stringify(result, null, 2); | |
} | |
async function transcribeEnglishLocal() { | |
const fileInput = document.getElementById("transcribeEnglishLocalFile"); | |
const file = fileInput.files[0]; | |
if (!file) { | |
alert('Please select an audio file first.'); | |
return; | |
} | |
// Create a Blob URL from the file | |
const url = URL.createObjectURL(file); | |
let result = await transcriber(url); | |
document.getElementById("outputAreaLocal").innerText = JSON.stringify(result, null, 2); | |
} | |
async function transcribeEnglishTimestamps() { | |
const textFieldValue = document.getElementById("transcribeEnglishTimestampsURLText").value.trim(); | |
let result = await transcriber(textFieldValue, { return_timestamps: true }); | |
document.getElementById("outputAreaTimestamps").innerText = JSON.stringify(result, null, 2); | |
} | |
async function transcribeEnglishWordlevelTimestamps() { | |
const textFieldValue = document.getElementById("transcribeEnglishWordlevelTimestampsURLText").value.trim(); | |
let result = await transcriber(textFieldValue, { return_timestamps: 'word' }); | |
document.getElementById("outputAreaWordlevelTimestamps").innerText = JSON.stringify(result, null, 2); | |
} | |
async function transcribeEnglish30() { | |
const textFieldValue = document.getElementById("transcribeEnglish30URLText").value.trim(); | |
let result = await transcriber(textFieldValue, { chunk_length_s: 30, stride_length_s: 5 }); | |
document.getElementById("outputArea30").innerText = JSON.stringify(result, null, 2); | |
} | |
// Initialize the model after the DOM is completely loaded | |
window.addEventListener("DOMContentLoaded", initializeModel); | |
</script> | |
</body> | |
</html> |