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_tgen.html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<title>Text-to-text Generation - Hugging Face Transformers.js</title>
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<script type="module">
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// Import the library
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import { pipeline } from 'https://cdn.jsdelivr.net/npm/@xenova/[email protected]';
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// Make it available globally
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window.pipeline = pipeline;
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</script>
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<link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" rel="stylesheet">
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<link rel="stylesheet" href="css/styles.css">
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</head>
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<body>
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<div class="container-main">
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<!-- Back to Home button -->
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<div class="row mt-5">
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<div class="col-md-12 text-center">
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<a href="index.html" class="btn btn-outline-secondary"
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style="color: #3c650b; border-color: #3c650b;">Back to Main Page</a>
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</div>
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</div>
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<!-- Content -->
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<div class="container mt-5">
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<!-- Centered Titles -->
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<div class="text-center">
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<h2>Natural Language Processing</h2>
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<h4>Text-to-text Generation</h4>
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</div>
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<!-- Actual Content of this page -->
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<div id="text-to-text-generation-container" class="container mt-4">
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<h5>Text-to-text generation w/ Xenova/LaMini-Flan-T5-783M:</h5>
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<div class="d-flex align-items-center">
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<label for="text-to-textGenerationText" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter
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input text sequence:</label>
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<input type="text" class="form-control flex-grow-1" id="text-to-textGenerationText"
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value="how can I become more healthy?" placeholder="Enter text"
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style="margin-right: 15px; margin-left: 15px;">
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<button id="generateButton" class="btn btn-primary" onclick="generateText()">Generate</button>
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</div>
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<div class="mt-4">
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<h4>Output:</h4>
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<pre id="outputArea"></pre>
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</div>
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</div>
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<hr> <!-- Line Separator -->
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<div id="text-to-text-generation-container2" class="container mt-4">
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<h5>Generate a Poem Using LaMini-Flan-T5-783M:</h5>
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<div class="d-flex align-items-center">
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<label for="text-to-textGenerationText2" class="mb-0 text-nowrap" style="margin-right: 15px;">Enter
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Poem to
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Generate:</label>
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<input type="text" class="form-control flex-grow-1" id="text-to-textGenerationText2"
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value="Write me a love poem about cheese." placeholder="Enter text"
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style="margin-right: 15px; margin-left: 15px;">
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<button id="generateButton2" class="btn btn-primary" onclick="generateText2()">Generate</button>
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</div>
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<div class="mt-4">
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<h4>Output:</h4>
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<pre id="outputArea2"></pre>
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</div>
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</div>
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<!-- Back to Home button -->
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<div class="row mt-5">
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<div class="col-md-12 text-center">
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<a href="index.html" class="btn btn-outline-secondary"
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style="color: #3c650b; border-color: #3c650b;">Back to Main Page</a>
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</div>
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</div>
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</div>
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</div>
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<script>
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let generator;
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// Initialize the sentiment analysis model
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async function initializeModel() {
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generator = await pipeline('text2text-generation', 'Xenova/LaMini-Flan-T5-783M');
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}
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async function generateText() {
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const textFieldValue = document.getElementById("text-to-textGenerationText").value.trim();
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const result = await generator(textFieldValue, {
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max_new_tokens: 100,
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});
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document.getElementById("outputArea").innerText = JSON.stringify(result, null, 2);
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}
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async function generateText2() {
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const textFieldValue = document.getElementById("text-to-textGenerationText2").value.trim();
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const result = await generator(textFieldValue, {
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max_new_tokens: 200,
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temperature: 0.9,
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repetition_penalty: 2.0,
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no_repeat_ngram_size: 3,
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// top_k: 20,
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// do_sample: true,
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});
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document.getElementById("outputArea2").innerText = JSON.stringify(result, null, 2);
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}
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// Initialize the model after the DOM is completely loaded
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window.addEventListener("DOMContentLoaded", initializeModel);
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</script>
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</body>
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</html>
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