| | <!DOCTYPE html> |
| | <html lang="en"> |
| |
|
| | <head> |
| | <meta charset="UTF-8"> |
| | <title>Sentiment Analysis - Hugging Face Transformers.js</title> |
| |
|
| | <script type="module"> |
| | |
| | |
| | |
| | |
| | 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="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>Sentiment Analysis (Text Classification)</h4> |
| | </div> |
| |
|
| | |
| | <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> |
| |
|
| | <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> |
| |
|
| | |
| | <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> |
| |
|
| | |
| | <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; |
| | |
| | |
| | async function initializeModel() { |
| | |
| | |
| | |
| | } |
| | |
| | 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("sentimentText1sentimentText").value.trim(); |
| | const textFieldValue2 = document.getElementById("sentimentText2").value.trim(); |
| | |
| | |
| | |
| | |
| | document.getElementById("outputArea2").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); |
| | |
| | } |
| | |
| | |
| | window.addEventListener("DOMContentLoaded", initializeModel); |
| | </script> |
| | </body> |
| |
|
| | </html> |