--- title: TinyModels emoji: โšก colorFrom: red colorTo: blue sdk: gradio sdk_version: 6.14.0 pinned: false license: mit --- # TinyModels ๐Ÿคโšก

![TinyModels](https://img.shields.io/badge/TinyModels-Small_but_Powerful-blueviolet?style=for-the-badge) ![HuggingFace](https://img.shields.io/badge/๐Ÿค—_HuggingFace-TinyModels-yellow?style=for-the-badge) ![License](https://img.shields.io/badge/License-Open_Source-brightgreen?style=for-the-badge) ![Community](https://img.shields.io/badge/Community-Open_to_All-brightgreen?style=for-the-badge) ### *Big intelligence. Tiny Parameters.* We build **small, fast, production-ready models** that punch way above their weight. No bloat. No nonsense. Just models that work โ€” on your laptop, your phone, your API.
--- ## ๐Ÿง  Philosophy > Most AI labs race to make models bigger. > We race to make them **smaller without losing what matters.** Every model we ship follows three rules: ``` 1. Fits on a free GPU โ†’ deployable by anyone 2. Beats models twice its size โ†’ efficiency over parameters 3. Ships with clean docs โ†’ actually usable in production ``` --- ## โšก Why Tiny? | | Big Models | TinyModels | |---|---|---| | **Cost** | $$$ per inference | Free / near-free | | **Latency** | 500msโ€“2s | 20โ€“80ms | | **Deployment** | Needs A100 | Runs on T4, CPU, phone | | **Accessibility** | Labs only | Everyone | | **Carbon** | ๐Ÿ”ฅ High | ๐ŸŒฑ Low | --- ## ๐Ÿค Open to Everyone TinyModels is a **free, open community** โ€” anyone can join, contribute models, datasets, or ideas. No gatekeeping. No paywalls. Just good models, open to all. > ๐Ÿ‘‰ **Want to contribute?** Follow the org and reach out! --- ## ๐Ÿ› ๏ธ Built With ![PyTorch](https://img.shields.io/badge/PyTorch-EE4C2C?style=flat&logo=pytorch&logoColor=white) ![HuggingFace](https://img.shields.io/badge/Transformers-FFD21E?style=flat&logo=huggingface&logoColor=black) ![DeBERTa](https://img.shields.io/badge/DeBERTa-v3-blue?style=flat) ![Python](https://img.shields.io/badge/Python-3776AB?style=flat&logo=python&logoColor=white) Every model is trained on **Google Colab free tier** to prove it doesn't take a supercomputer to build something great. --- ## ๐Ÿš€ Quick Start All TinyModels work the same way: ```bash pip install transformers torch sentencepiece huggingface_hub ``` ```python from huggingface_hub import hf_hub_download # Load any model in minutes โ€” see individual model cards for full usage ``` ---
Built with โค๏ธ by the community ยท Free forever ยท Open to all *Tiny models. Huge ambitions.*