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https://github.com/ikeasamoahansah/univ-model
A Universal Document Understanding Model (UDUM) which accepts various file types
https://github.com/ikeasamoahansah/univ-model
llm
Last synced: 1 day ago
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A Universal Document Understanding Model (UDUM) which accepts various file types
- Host: GitHub
- URL: https://github.com/ikeasamoahansah/univ-model
- Owner: ikeasamoahansah
- License: mit
- Created: 2024-07-30T14:29:41.000Z (4 months ago)
- Default Branch: main
- Last Pushed: 2024-11-03T22:08:42.000Z (11 days ago)
- Last Synced: 2024-11-03T23:18:05.084Z (11 days ago)
- Topics: llm
- Language: Jupyter Notebook
- Homepage: https://huggingface.co/spaces/pacman2223/docu-model-v3-space
- Size: 1.24 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Univeral Document Understanding Model: (Team - Data Nerds)
A document understanding model which takes various files and a question as inputs and gives a summary based on question and selected pages.
[LIVE DEMO](https://huggingface.co/spaces/pacman2223/docu-model-v3-space)
## Getting Started
These instructions will give you a copy of the project up and running on
your local machine for development and testing purposes. See deployment
for notes on deploying the project on a live system.
### Prerequisites
Understanding of [Transformers](https://huggingface.co/docs/transformers/)
### Installing
```pip install -q transformers datasets```
## Reproducible Steps
- Run the model in sequential order
- Visit [Huggingface](https://www.huggingface.co/) to generate a token
- Visit [Wandb](https://www.wandb.ai/) to get an api key for visualization of CPU, GPU usage
- Train and deploy to huggingface
- Voila
Training was done with [Kaggle](https://www.kaggle.com)
## Built With
Dataset and Model used
All availale on HuggingFace
- [Dataset](https://huggingface.co/datasets/nielsr/docvqa_1200_examples_donut)
- [Model](https://huggingface.co/naver-clova-ix/donut-base)
- [FineTuned](https://huggingface.co/pacman2223/univ-docu-model-v3)
## Authors
See also the list of Contributors
who participated in this project.
- **Ike Asamoah-Ansah** - [Ike](https://github.com/ikeasamoahansah/)
- **Etor Peniel** - [Etor](https://github.com/peniel18)
## License
- This project is licensed under the [MIT License](LICENSE)
- MIT License - see the [LICENSE.md](LICENSE) file for details
## References
####
## Acknowledgments
- Donut Base model on Huggingface