| --- |
| title: Advanced Text Summarization |
| emoji: 📉 |
| colorFrom: pink |
| colorTo: blue |
| sdk: gradio |
| sdk_version: 4.36.0 |
| app_file: app.py |
| pinned: false |
| license: apache-2.0 |
| --- |
|  |
|
|
| # Text Summarization Tool |
|
|
| This Hugging Face Space hosts a web-based tool for summarizing text using various pre-trained models from Hugging Face. The tool allows users to load different summarization models, set the desired summary length as a percentage of the original text, and generate summaries interactively. |
|
|
| ## Features |
|
|
| - **Model Selection**: Choose from a list of pre-trained summarization models available on Hugging Face. |
| - **Interactive Interface**: Load a model, input text, and get summaries directly from the web interface. |
| - **Customizable Summary Length**: Set the minimum and maximum summary length as a percentage of the original text. |
| - **Error Handling**: Provides error messages if the input text exceeds the model's token limit. |
|
|
| ## Models Supported |
|
|
| - google/bigbird-pegasus-large-arxiv |
| - facebook/bart-large-cnn |
| - google/t5-v1_1-large |
| - sshleifer/distilbart-cnn-12-6 |
| - allenai/led-base-16384 |
| - google/pegasus-xsum |
| - togethercomputer/LLaMA-2-7B-32K |
| |
| ## Usage |
| |
| 1. **Select a Model**: Choose a summarization model from the dropdown menu. |
| 2. **Load the Model**: Click the "Load Model" button to load the selected model. |
| 3. **Set Summary Length**: |
| - Adjust the sliders to set the minimum and maximum summary length as a percentage of the original text. |
| 4. **Enter Text**: Input the text you want to summarize in the provided text box. |
| 5. **Generate Summary**: Click the "Summarize Text" button to generate the summary. |
| |
| ## Code Overview |
| |
| ### `load_model(model_name)` |
| Loads the selected summarization model and its tokenizer, and determines the maximum token length. |
| |
| ### `summarize_text(input, min_length, max_length)` |
| Summarizes the input text using the loaded model, respecting the specified minimum and maximum summary lengths. If the input text exceeds the model's token limit, it returns an error message. |
|
|
| ## Example |
|
|
| 1. Select the model `facebook/bart-large-cnn` from the dropdown menu. |
| 2. Click the "Load Model" button. |
| 3. Set the minimum summary length to 10% and the maximum summary length to 20% using the sliders. |
| 4. Enter the text you want to summarize in the input text box. |
| 5. Click the "Summarize Text" button to see the summarized text in the output box. |
|
|
| ## License |
|
|
| This project is licensed under the MIT License. |
|
|
| ## Created by |
|
|
| This tool was created by **Walid Ahmed**. |
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|
