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# ComfyUI_HiDiffusion_Pro
A HiDiffusion node for ComfyUI
HiDiffusion From: [link](https://github.com/megvii-research/HiDiffusion)
----
Update
----
-- add manne lighting lora
-- 加入controlnet-tile-sdxl的支持,内置图片预处理,默认512尺寸,新增apply_window_attn 条件控制。
--修复节点连接逻辑,现在文生图模式,无需接入image,无controlnet也无需接入control_image
----Added support for control net file sdxl, built-in image preprocessing, default size of 512, and added condition control for apply_window_attn.
--Fix node connection logic, now in text-based graphics mode, there is no need to connect to image, no controllnet, and no need to connect to controll_image
My ComfyUI node list:
-----
1、ParlerTTS node:[ComfyUI_ParlerTTS](https://github.com/smthemex/ComfyUI_ParlerTTS)
2、Llama3_8B node:[ComfyUI_Llama3_8B](https://github.com/smthemex/ComfyUI_Llama3_8B)
3、HiDiffusion node:[ComfyUI_HiDiffusion_Pro](https://github.com/smthemex/ComfyUI_HiDiffusion_Pro)
4、ID_Animator node: [ComfyUI_ID_Animator](https://github.com/smthemex/ComfyUI_ID_Animator)
5、StoryDiffusion node:[ComfyUI_StoryDiffusion](https://github.com/smthemex/ComfyUI_StoryDiffusion)
6、Pops node:[ComfyUI_Pops](https://github.com/smthemex/ComfyUI_Pops)
7、stable-audio-open-1.0 node :[ComfyUI_StableAudio_Open](https://github.com/smthemex/ComfyUI_StableAudio_Open)
8、GLM4 node:[ComfyUI_ChatGLM_API](https://github.com/smthemex/ComfyUI_ChatGLM_API)
9、CustomNet node:[ComfyUI_CustomNet](https://github.com/smthemex/ComfyUI_CustomNet)
10、Pipeline_Tool node :[ComfyUI_Pipeline_Tool](https://github.com/smthemex/ComfyUI_Pipeline_Tool)
11、Pic2Story node :[ComfyUI_Pic2Story](https://github.com/smthemex/ComfyUI_Pic2Story)
12、PBR_Maker node:[ComfyUI_PBR_Maker](https://github.com/smthemex/ComfyUI_PBR_Maker)
13、ComfyUI_Streamv2v_Plus node:[ComfyUI_Streamv2v_Plus](https://github.com/smthemex/ComfyUI_Streamv2v_Plus)
14、ComfyUI_MS_Diffusion node:[ComfyUI_MS_Diffusion](https://github.com/smthemex/ComfyUI_MS_Diffusion)
Notice(节点的特殊功能说明 Special Function Description of Nodes)
-----
--支持SDXL-lighting\Hyper\LCM\DMD2\的加速Unet,建议适当提高步数;
--基于官方的更新,加入lora支持,需要填关键词;
--加入skip,去掉意义不大的其他参数;
--支持所有的SDXL controlnet模型(仅支持配置config文件的diffuser加载模式);
--你可以修改model.yaml文件,添加其他的可能支持SDXL“扩散模型”或者“controlnet”或者SDXL“unet”模型;
--Support acceleration Unet for SDXL lighting, Hyper, LCM, and DMD2. It is recommended to increase the number of steps appropriately;
--Based on official updates, adding support for Lora requires filling in keywords;
--Add skip and remove other parameters that are not significant;
--Supports all SDXL controllnet models (only supports diffuser loading mode for configuring config files);
--You can modify the model.yaml file and add other models that may support SDXL "diffusion models" or "controllnet" or SDXL "unet" models;
1.Installation
-----
1.1 In the .\ComfyUI \ custom_node directory, run the following:
``` python
git clone https://github.com/smthemex/ComfyUI_HiDiffusion_Pro.git
```
1.2 using it
2.requirements
----
need diffusers >=0.27.0
yaml
3 About models
----
3种调用模型节点的方法
一种是,在repo_id填写诸如"stabilityai/stable-diffusion-xl-base-1.0" 这样的标准抱脸的repo_id,系统会自己下载或者查找.cache路径,这个要开全局外网或者你开启了hf镜像
一种是,把你下载好的模型放在comfyUI的"models/diffusers"路径下,记得不要改最尾的模型路径名“比如stable-diffusion-xl-base-1.0”,就可以用菜单直接调用。(注意:要用菜单的方式,必须删掉repo_id默认的"stabilityai/stable-diffusion-xl-base-1.0",让repo_id留空,controlnet_id一样,要调用菜单,必须留空controlnet_id)
一种是,你在repo_id或controlnet_id直接填写诸如“x:/xx/xx/stabilityai/stable-diffusion-xl-base-1.0” 这样的已经下载好的扩散模型的绝对路径也能用
controlnet模型存放示例:
```
├── ComfyUI/models/diffusers/
| ├──xinsir/controlnet-openpose-sdxl-1.0
| ├── config.json
| ├── diffusion_pytorch_model.fp16.safetensors
| ├──xinsir/controlnet-scribble-sdxl-1.0
| ├── config.json
| ├── diffusion_pytorch_model.fp16.safetensors
| ├──xinsir/controlnet-tile-sdxl-1.0
| ├── config.json
| ├── diffusion_pytorch_model.fp16.safetensors
| ├──diffusers/controlnet-canny-sdxl-1.0
| ├── config.json
| ├── diffusion_pytorch_model.fp16.safetensors
| ├──diffusers/controlnet-depth-sdxl-1.0
| ├── config.json
| ├── diffusion_pytorch_model.fp16.safetensors
| ├──TheMistoAI/MistoLine
| ├── config.json
| ├── diffusion_pytorch_model.fp16.safetensors
```
Three methods for calling model nodes
Filling in the corresponding repo_id will download the model
or
in the diffuse directory, store and use the downloaded model (Notice:in this method,repo_id or controlnet_repo_id must be empty)
or
using repo_id,and Fill in the absolute path of your diffusers model,using"/"
4 other
----
部分支持的模型请查看model.yaml 文件
For partially supported models, please refer to the model.yaml file
5 example
-----
img2img use controlnet and lora 图生图加controlnet和lora
![](https://github.com/smthemex/ComfyUI_HiDiffusion_Pro/blob/main/example/img2imgcontrolnetlora.png)
use inpainting XL model 内绘
![](https://github.com/smthemex/ComfyUI_HiDiffusion_Pro/blob/main/example/inpainting.png)
txt2img use XL/sd1.5/XL turbo/background... 文生图
![](https://github.com/smthemex/ComfyUI_HiDiffusion_Pro/blob/main/example/txt2img.png)
txt2img + controlnet 文生图加controlnet .
![](https://github.com/smthemex/ComfyUI_HiDiffusion_Pro/blob/main/example/txt2imgcontrolnet.png
)
img2img use Hyper unet 图生图加加速unet
![](https://github.com/smthemex/ComfyUI_HiDiffusion_Pro/blob/main/example/img2imgunet.png)
6 Citation
------
``` python
@article{zhang2023hidiffusion,
title={HiDiffusion: Unlocking Higher-Resolution Creativity and Efficiency in Pretrained Diffusion Models},
author={Zhang, Shen and Chen, Zhaowei and Zhao, Zhenyu and Chen, Yuhao and Tang, Yao and Liang, Jiajun},
journal={arXiv preprint arXiv:2311.17528},
year={2023}
}