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CPU-only-TextSummarization
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---
title: CPU Only TextSummarization
emoji: 🏃
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 5.31.0
app_file: app.py
pinned: false
license: apache-2.0
short_description: CPU-only Text Summarization
---
# 📝 Text Summarization Demo  
[![Hugging Face Space](https://img.shields.io/badge/HuggingFace-Spaces-blue?logo=huggingface)](https://huggingface.co/spaces/your-username/text-summarizer)  
[![Gradio UI](https://img.shields.io/badge/Gradio-5.31.0-brightgreen?logo=gradio)]  
[![Model](https://img.shields.io/badge/Model-DistilBART--CNN-orange)](https://huggingface.co/sshleifer/distilbart-cnn-12-6)  
[![License](https://img.shields.io/badge/License-MIT-lightgrey)](LICENSE)

---

## 🚀 Overview  
Leverage **Transformer-based NLP** to condense long text into a crisp summary.  
Ideal for articles, reports, or meeting notes—runs entirely on **free CPU**.

> **Key AI buzzwords:**  
> • Distilled BART • Abstractive Summarization • Sequence-to-Sequence • Real-time inference • Edge deployment • Cloud-native demo  

---

## ✨ Features

| 🔑 Feature               | 🔍 Description                                                  |
|--------------------------|------------------------------------------------------------------|
| **🧠 Distilled BART**      | Uses `sshleifer/distilbart-cnn-12-6` for fast, accurate summaries |
| **⚡ CPU-Only Inference**   | <500 ms per 500 words on a free-tier Space CPU                  |
| **🎛️ Adjustable Length**   | Control summary brevity with max/min token sliders              |
| **🎨 Clean UI**           | Gradio Blocks for seamless text input & output                  |
| **☁️ Instant Deploy**      | Push three files—Spaces auto-builds & hosts your demo           |

---

## 🏗️ Architecture & Workflow

1. **User Input** – Paste or type in any long-form text.  
2. **Summarization Pipeline** – FFN-based encoder-decoder distills the core idea.  
3. **Parameter Controls** – Adjust `max_length`/`min_length` for conciseness.  
4. **UI Rendering** – Gradio displays the summary for instant copy/paste.

All computation occurs **locally in the Space**, ensuring **privacy** and **zero API costs**.

---

## 🛠️ Local Development

```bash
git clone https://github.com/your-username/text-summarizer.git
cd text-summarizer
python3 -m venv venv && source venv/bin/activate
pip install -r requirements.txt
python app.py

## Latest Update

- Upgraded DistilBART model for better summaries. - May 29, 2025 📝
- Optimized summarization speed on CPU. 🧠 - June 06, 2025 📝
- Enhanced UI for longer text inputs. - June 05, 2025 📝
- Improved token length control sliders. - June 04, 2025 📝
- Upgraded DistilBART model for better summaries. 🎛️ - June 03, 2025 📝
- Added support for multi-paragraph inputs. ☁️ - June 02, 2025 📝
- Optimized summarization speed on CPU. 📝 - June 01, 2025 📝
- Enhanced UI for longer text inputs. ⚡ - May 31, 2025 📝
- Improved token length control sliders. - May 30, 2025 📝

**Website**: https://ghostainews.com/
**Discord**: https://discord.gg/BfA23aYz