|
|
--- |
|
|
pretty_name: Model Atlas - Data |
|
|
--- |
|
|
|
|
|
# Dataset Card for Model Atlas - Data |
|
|
|
|
|
The **Model Atlas Dataset** contains the processed data used in the paper [Charting and Navigating Hugging Face's Model Atlas](https://arxiv.org/abs/2503.10633). |
|
|
|
|
|
<p align="center"> |
|
|
🌐 <a href="https://horwitz.ai/model-atlas" target="_blank">Homepage</a> | 🗺️ <a href="https://huggingface.co/spaces/Eliahu/Model-Atlas" target="_blank">Demo</a> | 📃 <a href="https://arxiv.org/abs/2503.10633" target="_blank">Paper</a> | 🧑💻 <a href="https://github.com/eliahuhorwitz/Model-Atlas" target="_blank">Code</a> | ✉️ <a href="mailto:[email protected]" target="_blank">Point of Contact</a> |
|
|
</p> |
|
|
|
|
|
|
|
|
## Dataset Description |
|
|
|
|
|
This dataset is derived from the original [hub-stats](https://huggingface.co/datasets/cfahlgren1/hub-stats) dataset and has undergone several preprocessing steps specifically tailored for the Model Atlas: |
|
|
|
|
|
- Removed unnecessary columns. |
|
|
- Extracted relevant attributes from tags into dedicated columns. |
|
|
- Manually annotated over 1,000 records with `base_model`, `base_model_relation`, or marked as unknown. |
|
|
- Automatically extracted `base_model` information from model cards using a regex-based approach. |
|
|
- Removed `base_model` loops and self-loops. |
|
|
- Excluded models without weight files in the repository (i.e., files matching these extensions: `.pt`, `.pth`, `.bin`, `.safetensors`, `.ckpt`, `.pb`, `.h5`, `.npy`, `.npz`, `.onnx`, `.tflite`, `.xmodel`, `.dlc`, `.uff`, `.pbtxt`, `.msgpack`, `.pkl`, `.mar`, `.gguf`, `.ggml`, `.pdparams`, `.pdopt`, `.imatrix`, `.jit`, `.t7`, `.mdl`). |
|
|
- Added "virtual" models to represent base models that have been removed but are still referenced by other models (e.g., `ruwnayml/stable-diffusion-v1-5`). |
|
|
|
|
|
The code used for transforming this data into the directed acyclic graph (DAG) utilized in the paper and demo will be available at [https://github.com/eliahuhorwitz/Model-Atlas](https://github.com/eliahuhorwitz/Model-Atlas). |
|
|
|
|
|
## Citation |
|
|
|
|
|
If you use this dataset in your research or work, please cite our paper: |
|
|
|
|
|
```bibtex |
|
|
@misc{horwitz2025chartingnavigatinghuggingfaces, |
|
|
title={Charting and Navigating Hugging Face's Model Atlas}, |
|
|
author={Eliahu Horwitz and Nitzan Kurer and Jonathan Kahana and Liel Amar and Yedid Hoshen}, |
|
|
year={2025}, |
|
|
eprint={2503.10633}, |
|
|
archivePrefix={arXiv}, |
|
|
primaryClass={cs.LG}, |
|
|
url={https://arxiv.org/abs/2503.10633}, |
|
|
} |
|
|
``` |
|
|
|
|
|
|
