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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 { pipeline } from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.5.4'; |
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window.pipeline = pipeline; |
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</script> |
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<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.1.0/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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<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 class="container mt-5"> |
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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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<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> |
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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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<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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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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}); |
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document.getElementById("outputArea2").innerText = JSON.stringify(result, null, 2); |
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} |
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window.addEventListener("DOMContentLoaded", initializeModel); |
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</script> |
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</body> |
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</html> |
