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| <html lang="en"> | |
| <head> | |
| <meta charset="UTF-8"> | |
| <title>Sentiment Analysis - 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"> | |
| <!-- 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>Sentiment Analysis (Text Classification)</h4> | |
| </div> | |
| <!-- Actual Content of this page --> | |
| <div id="sentiment-analyzer-container" class="container mt-4"> | |
| <h5>Single Input:</h5> | |
| <div class="d-flex align-items-center"> | |
| <label for="sentimentText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text to | |
| Analyze:</label> | |
| <input type="text" class="form-control flex-grow-1" id="sentimentText" value="I love transformers!" | |
| placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;"> | |
| <button id="analyzeButton" class="btn btn-primary" onclick="analyzeSentiment()">Analyze</button> | |
| </div> | |
| <div class="mt-4"> | |
| <h4>Output:</h4> | |
| <pre id="outputArea"></pre> | |
| </div> | |
| </div> | |
| <hr> <!-- Line Separator --> | |
| <div id="sentiment-analyzer-container2" class="container mt-4"> | |
| <h5>Multiple Inputs:</h5> | |
| <div class="d-flex align-items-center mb-2"> | |
| <label for="sentimentText1" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text to | |
| Analyze 1:</label> | |
| <input type="text" class="form-control flex-grow-1" id="sentimentText1" value="I love transformers!" | |
| placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;"> | |
| </div> | |
| <div class="d-flex align-items-center"> | |
| <label for="sentimentText2" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text to | |
| Analyze 2:</label> | |
| <input type="text" class="form-control flex-grow-1" id="sentimentText2" value="I hate transformers!" | |
| placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;"> | |
| <button id="analyzeButton" class="btn btn-primary ml-2" | |
| onclick="analyzeSentimentMulti()">Analyze</button> | |
| </div> | |
| <div class="mt-4"> | |
| <h4>Output:</h4> | |
| <pre id="outputArea2"></pre> | |
| </div> | |
| </div> | |
| <hr> <!-- Line Separator --> | |
| <!-- Reviewer --> | |
| <div id="reviewer-container" class="container mt-4"> | |
| <h5>Load a Specific Model (Xenova/bert-base-multilingual-uncased-sentiment):</h5> | |
| <div class="d-flex align-items-center"> | |
| <label for="reviewText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text to | |
| Review:</label> | |
| <input type="text" class="form-control flex-grow-1" id="reviewText" | |
| value="The Shawshank Redemption is a true masterpiece of cinema." placeholder="Enter text" | |
| style="margin-right: 15px; margin-left: 15px;"> | |
| <button id="reviewButton" class="btn btn-primary" onclick="analyzeReview()">Review</button> | |
| </div> | |
| <div class="mt-4"> | |
| <h4>Output:</h4> | |
| <pre id="reviewOutputArea"></pre> | |
| </div> | |
| </div> | |
| <hr> <!-- Line Separator --> | |
| <!-- Reviewer2 --> | |
| <div id="reviewer-container2" class="container mt-4"> | |
| <h5>Return Top 5 Classes:</h5> | |
| <div class="d-flex align-items-center"> | |
| <label for="reviewText2" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text to | |
| Review:</label> | |
| <input type="text" class="form-control flex-grow-1" id="reviewText2" | |
| value="Le meilleur film de tous les temps." placeholder="Enter text" | |
| style="margin-right: 15px; margin-left: 15px;"> | |
| <button id="reviewButton2" class="btn btn-primary" onclick="analyzeReview2()">Review</button> | |
| </div> | |
| <div class="mt-4"> | |
| <h4>Output:</h4> | |
| <pre id="reviewOutputArea2"></pre> | |
| </div> | |
| </div> | |
| <hr> <!-- Line Separator --> | |
| <!-- Toxic Comment Classification --> | |
| <div id="toxic-container" class="container mt-4"> | |
| <h5>Toxic Comment Classification (Return All Classes):</h5> | |
| <div class="d-flex align-items-center"> | |
| <label for="toxicText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Toxic | |
| Text:</label> | |
| <input type="text" class="form-control flex-grow-1" id="toxicText" value="I hate you!" | |
| placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;"> | |
| <button id="toxicButton" class="btn btn-primary" onclick="toxicReview()">Review</button> | |
| </div> | |
| <div class="mt-4"> | |
| <h4>Output:</h4> | |
| <pre id="toxicOutputArea"></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 sentimentAnalysis; | |
| let reviewer; | |
| let toxic_classifier; | |
| // Initialize the sentiment analysis model | |
| async function initializeModel() { | |
| sentimentAnalysis = await pipeline("sentiment-analysis"); | |
| reviewer = await pipeline('sentiment-analysis', 'Xenova/bert-base-multilingual-uncased-sentiment'); | |
| toxic_classifier = await pipeline('text-classification', 'Xenova/toxic-bert'); | |
| } | |
| async function analyzeSentiment() { | |
| const textFieldValue = document.getElementById("sentimentText").value.trim(); | |
| const result = await sentimentAnalysis(textFieldValue); | |
| document.getElementById("outputArea").innerText = JSON.stringify(result, null, 2); | |
| } | |
| async function analyzeSentimentMulti() { | |
| const textFieldValue1 = document.getElementById("sentimentText1").value.trim(); | |
| const textFieldValue2 = document.getElementById("sentimentText2").value.trim(); | |
| const result = await sentimentAnalysis([textFieldValue1, textFieldValue2]); | |
| document.getElementById("outputArea2").innerText = JSON.stringify(result, null, 2); | |
| } | |
| async function analyzeReview() { | |
| const textFieldValue = document.getElementById("reviewText").value.trim(); | |
| const result = await reviewer(textFieldValue); | |
| document.getElementById("reviewOutputArea").innerText = JSON.stringify(result, null, 2); | |
| } | |
| async function analyzeReview2() { | |
| const textFieldValue = document.getElementById("reviewText2").value.trim(); | |
| const result = await reviewer(textFieldValue, { topk: 5 }); | |
| document.getElementById("reviewOutputArea2").innerText = JSON.stringify(result, null, 2); | |
| } | |
| async function toxicReview() { | |
| const textFieldValue = document.getElementById("toxicText").value.trim(); | |
| const result = await toxic_classifier(textFieldValue, { topk: null }); | |
| document.getElementById("toxicOutputArea").innerText = JSON.stringify(result, null, 2); | |
| } | |
| // Initialize the model after the DOM is completely loaded | |
| window.addEventListener("DOMContentLoaded", initializeModel); | |
| </script> | |
| </body> | |
| </html> |