RedBERT - Summarize & Sentiment Analyzer v1.0

A Python GUI application using BERT (via HuggingFace Transformers) to summarize input text and perform sentiment analysis. Clean interface, customizable red theme, and easy-to-use layout.

Table of contents

Actions

1. 🗃️ Download Windows EXE File ~v1.0

2. Open GitHub Repository source for this project.

📌 Features

• Text Summarization powered by BART (HuggingFace Transformers)
• Sentiment Analysis using distilBERT
• Desktop GUI built with Tkinter (Python standard GUI library)
• Custom red-themed interface with live status updates
• Clean layout with non-editable summary, real-time feedback
• One-click .exe build available in the releases section in the GitHub repository

📌 Getting Started

1. Prerequisites

• Python 3.11.0 (used during development)
• Create and activate a virtual environment (recommended)

python -m venv venv
venv\Scripts\activate

2. Install Dependencies

pip install -r requirements.txt

3. Run the App

python gui.py

4. Packaging into .exe

To build the standalone .exe:

pip install pyinstaller
pyinstaller setup.spec

The .exe will be available in dist/Red Bert.exe Or simply download it from the releases section in the GitHub repository.

📌 Project Structure

redbert-summarize-sentiment/
│
├── gui.py               # Main GUI frontend
├── logic.py             # NLP logic (summarization + sentiment)
└── setup.spec           # PyInstaller configuration

📌 Built With

• Transformers (HuggingFace)
• PyTorch
• Tkinter
• PyInstaller

📌 License

This project is licensed under the GNU General Public License v3.0 – see the License file for details.

📌 Contributing

Contributions are welcome! If you have suggestions for improvements or new features, please open an issue or submit a pull request. If you find this helpful, please consider giving it a ⭐️ or sharing it! Contact at the link provided above, in case of any questions or suggestions.