<!DOCTYPE html> <html lang="en"> <head> <meta charset="UTF-8"> <title>Fill Mask - 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 --> <!-- 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> <!-- Content --> <div class="container mt-5"> <!-- Centered Titles --> <div class="text-center"> <h2>Natural Language Processing</h2> <h4>Fill Mask</h4> </div> <!-- Actual Content of this page --> <div id="fill-mask-container" class="container mt-4"> <h5>Unmask with bert-base-uncased:</h5> <div class="d-flex align-items-center"> <label for="fillMaskText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text with Mask:</label> <input type="text" class="form-control flex-grow-1" id="fillMaskText" value="The goal of life is [MASK]." placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;"> <button id="fillMaskButton" class="btn btn-primary" onclick="fillMask()">Unmask</button> </div> <div class="mt-4"> <h4>Output:</h4> <pre id="outputArea"></pre> </div> </div> <hr> <!-- Line Separator --> <div id="fill-mask-container2" class="container mt-4"> <h5>Unmask with bert-base-cased (Return Top Result):</h5> <div class="d-flex align-items-center"> <label for="fillMaskText2" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text with Mask:</label> <input type="text" class="form-control flex-grow-1" id="fillMaskText2" value="The Milky Way is a [MASK] galaxy" placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;"> <button id="fillMaskButton2" class="btn btn-primary" onclick="fillMaskTopResult()">Unmask</button> </div> <div class="mt-4"> <h4>Output:</h4> <pre id="outputArea2"></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 unmaskeruncased; let unmaskerncased; // Initialize the sentiment analysis model async function initializeModel() { unmaskeruncased = await pipeline('fill-mask', 'Xenova/bert-base-uncased'); unmaskerncased = await pipeline('fill-mask', 'Xenova/bert-base-cased'); } async function fillMask() { const textFieldValue = document.getElementById("fillMaskText").value.trim(); const result = await unmaskeruncased(textFieldValue); document.getElementById("outputArea").innerText = JSON.stringify(result, null, 2); } async function fillMaskTopResult() { const textFieldValue = document.getElementById("fillMaskText2").value.trim(); const result = await unmaskerncased(textFieldValue, { topk: 1 }); document.getElementById("outputArea2").innerText = JSON.stringify(result, null, 2); } // Initialize the model after the DOM is completely loaded window.addEventListener("DOMContentLoaded", initializeModel); </script> </body> </html>