Hugging Face's logo

Spaces:
oceankim
/
xformjs
Running

App Files Community
xformjs
File size: 4,858 Bytes 
72fa064
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
 
<!DOCTYPE html>
<html lang="en">

<head>
    <meta charset="UTF-8">
    <title>Text-to-text Generation - 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>Text-to-text Generation</h4>
            </div>

            <!-- Actual Content of this page -->
            <div id="text-to-text-generation-container" class="container mt-4">
                <h5>Text-to-text generation w/ Xenova/LaMini-Flan-T5-783M:</h5>
                <div class="d-flex align-items-center">
                    <label for="text-to-textGenerationText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter
                        input text sequence:</label>
                    <input type="text" class="form-control flex-grow-1" id="text-to-textGenerationText"
                        value="how can I become more healthy?" placeholder="Enter text"
                        style="margin-right: 15px; margin-left: 15px;">
                    <button id="generateButton" class="btn btn-primary" onclick="generateText()">Generate</button>
                </div>
                <div class="mt-4">
                    <h4>Output:</h4>
                    <pre id="outputArea"></pre>
                </div>
            </div>

            <hr> <!-- Line Separator -->

            <div id="text-to-text-generation-container2" class="container mt-4">
                <h5>Generate a Poem Using LaMini-Flan-T5-783M:</h5>
                <div class="d-flex align-items-center">
                    <label for="text-to-textGenerationText2" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter
                        Poem to
                        Generate:</label>
                    <input type="text" class="form-control flex-grow-1" id="text-to-textGenerationText2"
                        value="Write me a love poem about cheese." placeholder="Enter text"
                        style="margin-right: 15px; margin-left: 15px;">
                    <button id="generateButton2" class="btn btn-primary" onclick="generateText2()">Generate</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 generator;
        // Initialize the sentiment analysis model
        async function initializeModel() {
            generator = await pipeline('text2text-generation', 'Xenova/LaMini-Flan-T5-783M');
        }
        async function generateText() {
            const textFieldValue = document.getElementById("text-to-textGenerationText").value.trim();
            const result = await generator(textFieldValue, {
                max_new_tokens: 100,
            });
            document.getElementById("outputArea").innerText = JSON.stringify(result, null, 2);
        }
        async function generateText2() {
            const textFieldValue = document.getElementById("text-to-textGenerationText2").value.trim();
            const result = await generator(textFieldValue, {
                max_new_tokens: 200,
                temperature: 0.9,
                repetition_penalty: 2.0,
                no_repeat_ngram_size: 3,
                // top_k: 20,
                // do_sample: true,
            });
            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>