| <!DOCTYPE html> |
| <html lang="en"> |
|
|
| <head> |
| <meta charset="UTF-8"> |
| <title>Fill Mask - Hugging Face Transformers.js</title> |
|
|
| <script type="module"> |
| |
| import { pipeline } from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.5.4'; |
| |
| |
| 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"> |
| |
| <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> |
|
|
| |
| <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 class="container mt-5"> |
| |
| <div class="text-center"> |
| <h2>Natural Language Processing</h2> |
| <h4>Fill Mask</h4> |
| </div> |
|
|
| |
| <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> |
|
|
| <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> |
| |
| |
| <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; |
| |
| |
| 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); |
| } |
| |
| |
| window.addEventListener("DOMContentLoaded", initializeModel); |
| </script> |
| </body> |
|
|
| </html> |
