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--- |
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title: CPU Only TextSummarization |
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emoji: 🏃 |
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colorFrom: indigo |
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colorTo: purple |
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sdk: gradio |
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sdk_version: 5.31.0 |
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app_file: app.py |
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pinned: false |
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license: apache-2.0 |
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short_description: CPU-only Text Summarization |
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--- |
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# 📝 Text Summarization Demo |
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[](https://huggingface.co/spaces/your-username/text-summarizer) |
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[] |
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[](https://huggingface.co/sshleifer/distilbart-cnn-12-6) |
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[](LICENSE) |
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--- |
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## 🚀 Overview |
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Leverage **Transformer-based NLP** to condense long text into a crisp summary. |
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Ideal for articles, reports, or meeting notes—runs entirely on **free CPU**. |
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> **Key AI buzzwords:** |
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> • Distilled BART • Abstractive Summarization • Sequence-to-Sequence • Real-time inference • Edge deployment • Cloud-native demo |
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--- |
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## ✨ Features |
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| 🔑 Feature | 🔍 Description | |
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|--------------------------|------------------------------------------------------------------| |
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| **🧠 Distilled BART** | Uses `sshleifer/distilbart-cnn-12-6` for fast, accurate summaries | |
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| **⚡ CPU-Only Inference** | <500 ms per 500 words on a free-tier Space CPU | |
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| **🎛️ Adjustable Length** | Control summary brevity with max/min token sliders | |
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| **🎨 Clean UI** | Gradio Blocks for seamless text input & output | |
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| **☁️ Instant Deploy** | Push three files—Spaces auto-builds & hosts your demo | |
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--- |
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## 🏗️ Architecture & Workflow |
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1. **User Input** – Paste or type in any long-form text. |
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2. **Summarization Pipeline** – FFN-based encoder-decoder distills the core idea. |
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3. **Parameter Controls** – Adjust `max_length`/`min_length` for conciseness. |
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4. **UI Rendering** – Gradio displays the summary for instant copy/paste. |
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All computation occurs **locally in the Space**, ensuring **privacy** and **zero API costs**. |
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--- |
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## 🛠️ Local Development |
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```bash |
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git clone https://github.com/your-username/text-summarizer.git |
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cd text-summarizer |
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python3 -m venv venv && source venv/bin/activate |
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pip install -r requirements.txt |
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python app.py |
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## Latest Update |
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- Upgraded DistilBART model for better summaries. - May 29, 2025 📝 |
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- Improved token length control sliders. 🧠 - June 09, 2025 📝 |
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- Upgraded DistilBART model for better summaries. ☁️ - June 08, 2025 📝 |
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- Added support for multi-paragraph inputs. - June 07, 2025 📝 |
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- Optimized summarization speed on CPU. 🧠 - June 06, 2025 📝 |
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- Enhanced UI for longer text inputs. - June 05, 2025 📝 |
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- Improved token length control sliders. - June 04, 2025 📝 |
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- Upgraded DistilBART model for better summaries. 🎛️ - June 03, 2025 📝 |
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- Added support for multi-paragraph inputs. ☁️ - June 02, 2025 📝 |
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- Optimized summarization speed on CPU. 📝 - June 01, 2025 📝 |
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- Enhanced UI for longer text inputs. ⚡ - May 31, 2025 📝 |
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- Improved token length control sliders. - May 30, 2025 📝 |
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**Website**: https://ghostainews.com/ |
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**Discord**: https://discord.gg/BfA23aYz |
