Hugging Face's logo

Spaces:
MJ106
/
xformjs
Running

App Files Community
boazchung commited on
Commit
4743ba2
•
1 Parent(s): bf7fd75

Create _se.html

Browse files
Files changed (1) hide show
  1. _se.html +153 -0
_se.html ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html lang="en">
3
+
4
+ <head>
5
+ <meta charset="UTF-8">
6
+ <title>Sentiment Analysis - Hugging Face Transformers.js</title>
7
+
8
+ <script type="module">
9
+ // Import the library
10
+ import { pipeline } from 'https://cdn.jsdelivr.net/npm/@xenova/[email protected]';
11
+
12
+ // Make it available globally
13
+ window.pipeline = pipeline;
14
+ </script>
15
+
16
+ <link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" rel="stylesheet">
17
+
18
+ <link rel="stylesheet" href="css/styles.css">
19
+ </head>
20
+
21
+ <body>
22
+ <div class="container-main">
23
+
24
+ <!-- Back to Home button -->
25
+ <div class="row mt-5">
26
+ <div class="col-md-12 text-center">
27
+ <a href="index.html" class="btn btn-outline-secondary"
28
+ style="color: #3c650b; border-color: #3c650b;">Back to Main Page</a>
29
+ </div>
30
+ </div>
31
+
32
+ <!-- Content -->
33
+ <div class="container mt-5">
34
+ <!-- Centered Titles -->
35
+ <div class="text-center">
36
+ <h2>Natural Language Processing</h2>
37
+ <h4>Sentiment Analysis (Text Classification)</h4>
38
+ </div>
39
+
40
+ <!-- Actual Content of this page -->
41
+ <div id="sentiment-analyzer-container" class="container mt-4">
42
+ <h5>Single Input:</h5>
43
+ <div class="d-flex align-items-center">
44
+ <label for="sentimentText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text to
45
+ Analyze:</label>
46
+ <input type="text" class="form-control flex-grow-1" id="sentimentText" value="I love transformers!"
47
+ placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;">
48
+ <button id="analyzeButton" class="btn btn-primary" onclick="analyzeSentiment()">Analyze</button>
49
+ </div>
50
+ <div class="mt-4">
51
+ <h4>Output:</h4>
52
+ <pre id="outputArea"></pre>
53
+ </div>
54
+ </div>
55
+
56
+ <hr> <!-- Line Separator -->
57
+
58
+ <div id="sentiment-analyzer-container2" class="container mt-4">
59
+ <h5>Multiple Inputs:</h5>
60
+ <div class="d-flex align-items-center mb-2">
61
+ <label for="sentimentText1" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text to
62
+ Analyze 1:</label>
63
+ <input type="text" class="form-control flex-grow-1" id="sentimentText1" value="I love transformers!"
64
+ placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;">
65
+ </div>
66
+ <div class="d-flex align-items-center">
67
+ <label for="sentimentText2" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Text to
68
+ Analyze 2:</label>
69
+ <input type="text" class="form-control flex-grow-1" id="sentimentText2" value="I hate transformers!"
70
+ placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;">
71
+ <button id="analyzeButton" class="btn btn-primary ml-2"
72
+ onclick="analyzeSentimentMulti()">Analyze</button>
73
+ </div>
74
+ <div class="mt-4">
75
+ <h4>Output:</h4>
76
+ <pre id="outputArea2"></pre>
77
+ </div>
78
+ </div>
79
+
80
+ <hr> <!-- Line Separator -->
81
+
82
+ <!-- Toxic Comment Classification -->
83
+ <div id="toxic-container" class="container mt-4">
84
+ <h5>Toxic Comment Classification (Return All Classes):</h5>
85
+ <div class="d-flex align-items-center">
86
+ <label for="toxicText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter Toxic
87
+ Text:</label>
88
+ <input type="text" class="form-control flex-grow-1" id="toxicText" value="I hate you!"
89
+ placeholder="Enter text" style="margin-right: 15px; margin-left: 15px;">
90
+ <button id="toxicButton" class="btn btn-primary" onclick="toxicReview()">Review</button>
91
+ </div>
92
+ <div class="mt-4">
93
+ <h4>Output:</h4>
94
+ <pre id="toxicOutputArea"></pre>
95
+ </div>
96
+ </div>
97
+
98
+ <!-- Back to Home button -->
99
+ <div class="row mt-5">
100
+ <div class="col-md-12 text-center">
101
+ <a href="index.html" class="btn btn-outline-secondary"
102
+ style="color: #3c650b; border-color: #3c650b;">Back to Main Page</a>
103
+ </div>
104
+ </div>
105
+ </div>
106
+ </div>
107
+
108
+ <script>
109
+
110
+ let sentimentAnalysis;
111
+ let reviewer;
112
+ let toxic_classifier;
113
+
114
+ // Initialize the sentiment analysis model
115
+ async function initializeModel() {
116
+ sentimentAnalysis = await pipeline('sentiment-analysis', 'Xenova/distilbert-base-uncased-finetuned-sst-2-english');
117
+ toxic_classifier = await pipeline('text-classification', 'Xenova/toxic-bert');
118
+ }
119
+
120
+ async function analyzeSentiment() {
121
+ const textFieldValue = document.getElementById("sentimentText").value.trim();
122
+
123
+ const result = await sentimentAnalysis(textFieldValue);
124
+
125
+ document.getElementById("outputArea").innerText = JSON.stringify(result, null, 2);
126
+ }
127
+
128
+ async function analyzeSentimentMulti() {
129
+ const textFieldValue1 = document.getElementById("sentimentText1").value.trim();
130
+ const textFieldValue2 = document.getElementById("sentimentText2").value.trim();
131
+
132
+ const result = await sentimentAnalysis([textFieldValue1, textFieldValue2]);
133
+
134
+ document.getElementById("outputArea2").innerText = JSON.stringify(result, null, 2);
135
+ }
136
+
137
+
138
+ async function toxicReview() {
139
+
140
+ const textFieldValue = document.getElementById("toxicText").value.trim();
141
+
142
+ const result = await toxic_classifier(textFieldValue, { topk: null });
143
+
144
+ document.getElementById("toxicOutputArea").innerText = JSON.stringify(result, null, 2);
145
+
146
+ }
147
+
148
+ // Initialize the model after the DOM is completely loaded
149
+ window.addEventListener("DOMContentLoaded", initializeModel);
150
+ </script>
151
+ </body>
152
+
153
+ </html>