Spaces:
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title: ReviewSummariser | |
emoji: π | |
colorFrom: pink | |
colorTo: red | |
sdk: gradio | |
sdk_version: 5.35.0 | |
app_file: app.py | |
pinned: false | |
# π 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 β and also predicts the overall sentiment (Positive/Negative) of the review. | |
- π§ Built with: [π€ Transformers](https://huggingface.co/transformers), [Gradio](https://gradio.app), [Hugging Face Spaces](https://huggingface.co/spaces) | |
- π§ Model: Fine-tuned from `t5-small` on a custom review-summary dataset | |
- π Sentiment: Powered by `distilbert-base-uncased-finetuned-sst-2-english` | |
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## π Demo | |
π **Live on Hugging Face Spaces**: | |
[π Launch App](https://huggingface.co/spaces/Manish014/ReviewSummariser) | |
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## π¦ Features | |
- βοΈ Summarizes long product reviews (e.g., from Amazon, Flipkart, etc.) | |
- π Predicts sentiment using a pre-trained classifier | |
- πΌοΈ Clean Gradio UI with examples and collapsible "About" section | |
- β‘ Optimized for GPU inference (but also works on CPU) | |
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## π§ͺ Example | |
**Input Review:** | |
> This product leaks water and smells like burnt plastic. Total waste of money. | |
**β Summary:** | |
> Leaks and has a bad odor. Not recommended. | |
**β Sentiment:** | |
> NEGATIVE (99.8%) | |
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## π 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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## π§ Model Details | |
- **Base Model:** `t5-small` | |
- **Fine-Tuning:** Trained on a 1000-sample custom dataset (`review β summary`) | |
- **Epochs:** 5 | |
- **Batch size:** 4 | |
- **Learning rate:** 5e-5 | |
- **Training Env:** Google Colab + Kaggle | |
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## π License | |
This project is licensed under the [MIT License](LICENSE). | |
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## πββοΈ Author | |
**Manish Kumar Kondoju** | |
π [Hugging Face Profile](https://huggingface.co/Manish014) | |
π« [email protected] | |
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> β Star this repo if you found it useful β and feel free to fork, extend, or share! | |
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference | |