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--- |
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title: Multilingual Text Summarizer |
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emoji: 📝 |
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colorFrom: blue |
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colorTo: pink |
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sdk: gradio |
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sdk_version: 5.29.0 |
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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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--- |
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# 🧠 Multilingual Text Summarizer with Transformers |
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This project is a web-based application that summarizes English or French text using LLMs. It supports direct input, `.txt`, and `.pdf` files with automatic language detection. |
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The project uses **Large Language Models (LLMs)** such as **BART** or **T5**, deployed via a simple, interactive **Gradio** interface. |
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## 📌 Objectives |
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- Automate the **synthesis of long texts** (e-mails, reports, news...) |
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- Apply **automatic summarization techniques with LLMs**. |
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- Propose a **simple and responsive user interface**. |
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- Demonstrate a **real-life case of NLP model industrialization**. |
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## 🧠 Technical stack |
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- [Transformers](https://huggingface.co/docs/transformers/index) - Pre-trained models (BART, T5...) |
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- [Streamlit](https://streamlit.io) - Web interface |
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- [Gradio](https://www.gradio.app/) - Web interface |
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- [Python](https://www.python.org) - Processing & pipeline |
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- [Data](https://huggingface.co/datasets/abisee/cnn_dailymail/viewer/2.0.0?views%5B%5D=_200_train) - abisee/cnn_dailymail |
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- (Bonus) Docker, FastAPI, GitHub Actions - MLOps |
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## ✨ Features |
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- Automatic language detection (English or French) |
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- Summarization using state-of-the-art models |
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- Gradio-based web interface |
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- Supports text, .txt and .pdf inputs |
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## 🚀 Run the App |
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```bash |
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git clone https://github.com/issa-kabore/SmartSummarizer.git |
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cd SmartSummarizer |
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pip install -r requirements.txt |
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python app_gradio.py |
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``` |
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## 🚀 Demo |
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👉 [Link to deployed app](https://...) |
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📸 See screenshots below |
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## 📂 Project structure |
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```bash |
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SmartSummarizer/ |
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│ |
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├── app_gradio.py # Gradio main script (user interface) |
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├── summarizer/ |
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│ ├── __init__.py |
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│ ├── models.py # Loading models and pipelines |
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│ ├── utils.py # Import functions .txt/.pdf and Language detection |
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│ └── summarize.py # Main summary function |
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│ |
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├── assets/ # (Optional) static files: images, logos, etc. |
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│ |
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├── requirements.txt # Dependencies to install |
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├── README.md # Project presentation |
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└── .gitignore # Files to be ignored by Git |
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``` |
