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# OneDiff

A **drop-in acceleration lib** for diffusers and other **diffusion models**.
A **drop-in acceleration lib** for **ComfyUI**, **HF diffusers**, and other diffusion models.

## Performance of OneDiff Community Edition

Expand All @@ -19,21 +19,27 @@ Updated on Nov 6, 2023.
> **_NOTE:_** OneDiff Enterprise Edition delivers even higher performance and second-to-none deployment flexibility.

## Features
- Acceleration for SDXL, SD2.1 and so on
- Acceleration for popular libs
- [ComfyUI](https://github.com/Oneflow-Inc/onediff/tree/main/onediff_comfy_nodes)
- [HF diffusers 🤗](https://github.com/Oneflow-Inc/onediff/tree/main/examples)
- SD Web UI(On the way)
- Acceleration for state-of-the-art Models
- [SDXL](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image_sdxl.py)
- [SD2.1](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image.py)
- [SD 1.5/2.1](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image.py)
- [LoRA](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image_sdxl_lora.py)
- [ControlNet](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image_controlnet.py)
- [LCM](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image_lcm.py) and [LCM LoRA](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image_lcm_lora_sdxl.py)
- [SDXL Turbo](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image_sdxl_turbo.py)
- Compile PyTorch models (like UNet) with one function
- [oneflow_compile](https://github.com/Oneflow-Inc/onediff/blob/a38c5ea475c07b4527981ec5723ccac083ed0a9c/examples/text_to_image_sdxl.py#L53)
- Enable multi-resolution input with the same compiled model
- [The Multi graph way](https://github.com/Oneflow-Inc/onediff/blob/a38c5ea475c07b4527981ec5723ccac083ed0a9c/examples/text_to_image_sdxl_save_load.py#L65)
- Save/load/change device of the compiled graph
- Drop-in acceleration
- [ComfyUI Nodes](https://github.com/Oneflow-Inc/onediff/tree/main/onediff_comfy_nodes)
- [Acceleration with oneflow_compile](https://github.com/Oneflow-Inc/onediff/blob/a38c5ea475c07b4527981ec5723ccac083ed0a9c/examples/text_to_image_sdxl.py#L53)
- [Multi-resolution input](https://github.com/Oneflow-Inc/onediff/blob/a38c5ea475c07b4527981ec5723ccac083ed0a9c/examples/text_to_image_sdxl_save_load.py#L65)
- Save/load the compiled result, deploy on different environments
- [Save and Load](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image_sdxl_save_load.py)
- [Change device to do multi-process serving](https://github.com/Oneflow-Inc/onediff/blob/main/examples/text_to_image_sdxl_mp_load.py)



## Business inquiry on OneDiff Enterprise Edition

If you need **unrestricted multiple resolution**, **quantization** support or any other more advanced features, please send an email to caishenghang@oneflow.org . Tell us about your **use case, deployment scale and requirements**!
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