| | <!DOCTYPE html> |
| | <html lang="en"> |
| |
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| | <head> |
| | <meta charset="UTF-8"> |
| | <title>Text-to-text Generation - Hugging Face Transformers.js</title> |
| |
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| | <script type="module"> |
| | |
| | import { pipeline } from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.5.4'; |
| | |
| | window.pipeline = pipeline; |
| | </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"> |
| | </head> |
| |
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| | <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> |
| |
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| | |
| | <div class="container mt-5"> |
| | |
| | <div class="text-center"> |
| | <h2>Natural Language Processing</h2> |
| | <h4>Text-to-text Generation</h4> |
| | </div> |
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| | |
| | <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> |
| |
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| | <hr> |
| |
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| | <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> |
| |
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| | |
| | <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; |
| | |
| | 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, |
| | |
| | |
| | }); |
| | document.getElementById("outputArea2").innerText = JSON.stringify(result, null, 2); |
| | } |
| | |
| | window.addEventListener("DOMContentLoaded", initializeModel); |
| | </script> |
| | </body> |
| |
|
| | </html> |