README.md

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title: README
emoji: 📉
colorFrom: green
colorTo: purple
sdk: static
pinned: false
---

# Welcome to the 🧨 `diffusers` organization! 
`diffusers` is the go-to library for state-of-the-art pretrained diffusion models for multi-modal generative AI.

[GitHub](https://github.com/huggingface/diffusers), [Docs](https://huggingface.co/docs/diffusers/index)

In this organization, you can find some utilities and models we have made for you 🫶 

## 🆕 SDXL ControlNets 
We are training ControlNets for Stable Diffusion XL ✨

### Small sized ControlNets 🤏

We are experimenting with training smaller ControlNets that can still retain their control capabilities! This is the [training script used](https://github.com/huggingface/diffusers/blob/7b93c2a882d8e12209fbaeffa51ee2b599ab5349/examples/research_projects/controlnet/train_controlnet_webdataset.py).
Please check the models released, and consider giving us feedback on our [Discord server](https://t.co/1n75wi976V?amp=1):

| ControlNet                             | Size in fp16  |
|-----------------------------------|---------------|
| [`controlnet-canny-sdxl-1.0-small`](https://huggingface.co/diffusers/controlnet-canny-sdxl-1.0-small) | 320MB         |
| [`controlnet-canny-sdxl-1.0-mid`](https://huggingface.co/diffusers/controlnet-canny-sdxl-1.0-mid) | 545MB         |
| [`controlnet-depth-sdxl-1.0-small`](https://huggingface.co/diffusers/controlnet-depth-sdxl-1.0-small) | 320MB         |
| [`controlnet-depth-sdxl-1.0-mid`](https://huggingface.co/diffusers/controlnet-depth-sdxl-1.0-mid) | 545MB         |

### Full sized ControlNets 💪

The team has also trained full sized ControlNets - as big as the SDXL model (5GB in fp32). We have provided a [ControlNet training script and guide here](https://github.com/huggingface/diffusers/blob/main/examples/controlnet/README_sdxl.md)

| ControlNet                             |
|-----------------------------------|
| [`controlnet-canny-sdxl-1.0`](https://huggingface.co/diffusers/controlnet-canny-sdxl-1.0) |
| [`controlnet-depth-sdxl-1.0`](https://huggingface.co/diffusers/controlnet-depth-sdxl-1.0) |
| [`controlnet-zoe-depth-sdxl-1.0`](https://huggingface.co/diffusers/controlnet-zoe-depth-sdxl-1.0) |

### Utilities 🔧
- [Convert Stable Diffusion XL weights to `diffusers` format](https://huggingface.co/spaces/diffusers/sdxl-to-diffusers)
- [Convert Stable Diffusion weights to `diffusers` format](https://huggingface.co/spaces/diffusers/sd-to-diffusers)
- [Convert diffusers models to `safetensors` format](https://huggingface.co/spaces/diffusers/convert)

More coming soon ✨