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| <meta charset="UTF-8"> |
| <title>Audio Classification - Hugging Face Transformers.js</title> |
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| <script type="module"> |
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| import { pipeline } from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.5.4'; |
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| window.pipeline = pipeline; |
| </script> |
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| <link rel="stylesheet" href="css/styles.css"> |
| </head> |
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| <body> |
| <div class="container-main"> |
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| <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> |
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| <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> |
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| <div class="container mt-5"> |
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| <div class="text-center"> |
| <h2>Audio</h2> |
| <h4>Audio Classification</h4> |
| </div> |
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| <div id="audio-classification-container" class="container mt-4"> |
| <h5>Perform Audio Classification:</h5> |
| <div class="d-flex align-items-center"> |
| <label for="audioClassificationURLText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter |
| audio URL:</label> |
| <input type="text" class="form-control flex-grow-1" id="audioClassificationURLText" |
| 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="AudioClassificationButton" class="btn btn-primary" |
| onclick="audioClassification()">Classify</button> |
| </div> |
| <div class="mt-4"> |
| <h4>Output:</h4> |
| <pre id="outputArea"></pre> |
| </div> |
| </div> |
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| <hr> |
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| <div id="audio-classification-local-container" class="container mt-4"> |
| <h5>Perform Audio Classification on a Local File:</h5> |
| <div class="d-flex align-items-center"> |
| <label for="audioClassificationLocalFile" class="mb-0 text-nowrap" style="margin-right: 15px;">Select |
| Local Audio:</label> |
| <input type="file" id="audioClassificationLocalFile" accept="audio/*" /> |
| <button id="audioClassificationButtonLocal" class="btn btn-primary" |
| onclick="audioClassificationLocal()">Classify</button> |
| </div> |
| <div class="mt-4"> |
| <h4>Output:</h4> |
| <pre id="outputAreaLocal"></pre> |
| </div> |
| </div> |
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| <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> |
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| <script> |
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| let classifier; |
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| async function initializeModel() { |
| classifier = await pipeline('audio-classification', 'Xenova/wav2vec2-large-xlsr-53-gender-recognition-librispeech'); |
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| } |
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| async function audioClassification() { |
| const textFieldValue = document.getElementById("audioClassificationURLText").value.trim(); |
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| let result = await classifier(textFieldValue); |
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| document.getElementById("outputArea").innerText = JSON.stringify(result, null, 2); |
| } |
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| async function audioClassificationLocal() { |
| const fileInput = document.getElementById("audioClassificationLocalFile"); |
| const file = fileInput.files[0]; |
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| if (!file) { |
| alert('Please select an audio file first.'); |
| return; |
| } |
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| const url = URL.createObjectURL(file); |
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| let result = await classifier(url); |
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| document.getElementById("outputAreaLocal").innerText = JSON.stringify(result, null, 2); |
| } |
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| window.addEventListener("DOMContentLoaded", initializeModel); |
| </script> |
| </body> |
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| </html> |