README.md

---
title: ReviewSummariser
emoji: 👀
colorFrom: pink
colorTo: red
sdk: gradio
sdk_version: 5.35.0
app_file: app.py
pinned: false
---


# 📝 Review Summariser GPT - Config 1

This is a Gradio-powered web application that uses a fine-tuned T5 model to summarize long product reviews into short, helpful summaries — and also predicts the overall sentiment (Positive/Negative) of the review.

- 🔧 Built with: [🤗 Transformers](https://huggingface.co/transformers), [Gradio](https://gradio.app), [Hugging Face Spaces](https://huggingface.co/spaces)
- 🧠 Model: Fine-tuned from `t5-small` on a custom review-summary dataset
- 🔍 Sentiment: Powered by `distilbert-base-uncased-finetuned-sst-2-english`

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## 🚀 Demo

👉 **Live on Hugging Face Spaces**:  
[🔗 Launch App](https://huggingface.co/spaces/Manish014/ReviewSummariser)

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## 📦 Features

- ✂️ Summarizes long product reviews (e.g., from Amazon, Flipkart, etc.)
- 📊 Predicts sentiment using a pre-trained classifier
- 🖼️ Clean Gradio UI with examples and collapsible "About" section
- ⚡ Optimized for GPU inference (but also works on CPU)

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## 🧪 Example

**Input Review:**
> This product leaks water and smells like burnt plastic. Total waste of money.

**→ Summary:**
> Leaks and has a bad odor. Not recommended.

**→ Sentiment:**
> NEGATIVE (99.8%)

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## 📁 Files in This Repo

| File              | Description                              |
|-------------------|------------------------------------------|
| `app.py`          | Main app file with Gradio Blocks UI      |
| `requirements.txt`| Python dependencies for the Space        |
| `thumbnail.png`   | Preview image used on Hugging Face Space |
| `README.md`       | This file                                |

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## 🧠 Model Details

- **Base Model:** `t5-small`
- **Fine-Tuning:** Trained on a 1000-sample custom dataset (`review → summary`)
- **Epochs:** 5  
- **Batch size:** 4  
- **Learning rate:** 5e-5  
- **Training Env:** Google Colab + Kaggle

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## 📄 License

This project is licensed under the [MIT License](LICENSE).

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## 🙋‍♂️ Author

**Manish Kumar Kondoju**  
🌐 [Hugging Face Profile](https://huggingface.co/Manish014)  
📫 kondoju.m@northeastern.edu

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> ⭐ Star this repo if you found it useful — and feel free to fork, extend, or share!


Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference