ComfyUI - 模型GUI-部署指南-Liunx(abc.htmltoo.com)

ComfyUI - 模型GUI AI

ihunter 2024-8-19 118

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https://github.com/comfyanonymous/ComfyUI

---python3.11

https://abc.htmltoo.com/thread-46907.htm

---Conda

https://abc.htmltoo.com/thread-46888.htm

git clone https://github.com/comfyanonymous/ComfyU

---pip3

https://abc.htmltoo.com/thread-46890.htm

-注意python版本

https://abc.htmltoo.com/thread-46907.htm

apt-get --reinstall install python3.11

cd /data/site/htmltoo.opt/ComfyUI

chmod -R 777 /data/site/htmltoo.opt/ComfyUI

export PATH=~/anaconda3/bin:$PATH

source ~/.bashrc

conda create -n comfyenv python=3.11

conda activate comfyenv

-Nvidia

conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia

apt-get install -y opus-tools ffmpeg libjpeg-dev libtiff5* libavcodec-dev libavformat-dev libswscale-dev libv4l-dev libxvidcore-dev libx264-dev libgtk2.0-dev libgtk-3-dev libatlas-base-dev gfortran python3-dev

pip3 install opencv-python

pip3 install --upgrade opencv-python

pip3 install --upgrade torch

#

cd /data/site/htmltoo.opt/ComfyUI/custom_nodes/ComfyUI-Stable-Video-Diffusion

-

cd /data/site/htmltoo.opt/ComfyUI/custom_nodes/ComfyUI-Frame-Interpolation

cd /data/site/htmltoo.opt/ComfyUI/custom_nodes/ComfyUI-Impact-Pack

-

python3 install.py

-

cd /data/site/htmltoo.opt/ComfyUI/custom_nodes/was-node-suite-comfyui/cstr

cd /data/site/htmltoo.opt/ComfyUI/custom_nodes/was-node-suite-comfyui/ffmpy

cd /data/site/htmltoo.opt/ComfyUI/custom_nodes/was-node-suite-comfyui/img2texture

python3 setup.py install

cd /data/site/htmltoo.opt/ComfyUI/

pip3 install -r requirements.txt

pip3 install -r requirements-two.txt

python3 main.py

nohup python3 main.py --listen 0.0.0.0 > main.log 2>&1 &

http://192.168.1.11:8188/

-清理缓存

pip3 cache purge

-更新要求文件：如果你更新了软件包的版本或要求文件，确保要求文件中的哈希值与新版本匹配

pip3 install --generate-hashes -r requirements.txt

-禁用哈希校验：在一些情况下，你可能希望临时禁用哈希校验来解决问题

pip3 install --no-cache-dir --no-deps -r requirements.txt

-设置一个 5 到 6 的软连接

ln -s /usr/lib/x86_64-linux-gnu/libtiff.so.6.0.0 /lib/x86_64-linux-gnu/libtinfo.so.5

-No module named 'huggingface_hub'

pip3 install -U huggingface_hub

pip3 install -U aiohttp

pip3 install -U multidict

pip3 install -U deepdiff

pip3 install -U insightface

pip3 install -U piexif

pip3 install -U onnxruntime

pip3 install -U accelerate

pip3 install -U py-cpuinfo

pip3 install -U pynvml

pip3 install -U segment_anything

pip3 install -U ultralytics

pip3 install -U ollama

pip3 install -U pydantic

pip3 install -U decord

pip3 install -U cv2

pip3 install -U translate

pip3 install -U gguf

pip3 install -U instructor

pip3 install -U openai

pip3 install -U transformers

pip3 install -U torchsde

pip3 install -U kornia

pip3 install -U regex

pip3 install -U trampoline

pip3 install -U kornia-rs

pip3 install -U matplotlib

pip3 install -U numba

pip3 install -U numpy==1.26

pip3 install -U llama-cpp-python==0.2.89

---版本---

transformers 4.44.0 requires regex!=2019.12.17, which is not installed.

torchsde 0.2.6 requires trampoline>=0.1.2, which is not installed.

kornia 0.7.3 requires kornia-rs>=0.1.0, which is not installed.

transformers 4.44.0 requires tokenizers<0.20,>=0.19, but you have tokenizers 0.20.0 which is incompatible

-

pip3 install -U numpy==1.26

---异常---

pip3 install -U llama_cpp

#存放位置

-大模型

ComfyUI/models/checkpoints

# 导入工作流

左上角， browse，导入工作流。

右上角， Manager，跳过更新检查，数据库本地，

节点管理，安装缺失管理，点标题，新打开链接，git，

上传到，custom_nodes，pip3 install requirements.txt，重启。

#插件

cd /data/site/htmltoo.opt/ComfyUI/custom_nodes

git clone https://github.com/ltdrdata/ComfyUI-Manager.git

git clone https://github.com/AIGODLIKE/AIGODLIKE-ComfyUI-Translation.git

git clone https://github.com/11cafe/comfyui-workspace-manager

git clone https://github.com/crystian/ComfyUI-Crystools

git clone https://github.com/pythongosssss/ComfyUI-WD14-Tagger

git clone https://github.com/ssitu/ComfyUI_UltimateSDUpscale

git clone https://github.com/ArtVentureX/comfyui-animatediff

git clone https://github.com/yolain/ComfyUI-Easy-Use

-异常调试

git clone https://github.com/Gourieff/comfyui-reactor-node

git clone https://github.com/biegert/ComfyUI-CLIPSeg

--

-ComfyUI_Custom_Nodes_AlekPet

提供了提示词的翻译功能。有了这个插件，再也不用使用第三方翻译软件翻译提示词后，再粘贴到CLIP文本编码器中了。

同时提供的PoseNode、PainterNode两个节点可以编辑和绘画姿态，实现所画即所得。

-ComfyUI-Custom-Scripts

给模型分类，更加便捷的调用模型

针对输入自动补齐，信息的索引

更丰富的功能设定页面

-ComfyUI-Advanced-ControlNet

ControlNet插件，使用线稿、姿态、深度、IP等控制数据和响应的ControlNet 模型控制图片的生成，Stable Diffusion 必备。

-comfyui_controlnet_aux

ControlNet的预处理器，用于从参考图片中提取线稿、姿态、深度、IP等控制数据。

-ComfyUI_IPAdapter_plus

用于图像到图像调节的非常强大的模型。图像的主题甚至风格都可以迁移到所生成的图像中。

-ComfyUI Workspace Manager

ComfyUI 工作流程和模型管理器扩展，可在一个地方组织和管理所有工作流程、模型和生成的图像。在工作流程之间无缝切换，跟踪版本历史记录和图像生成历史记录，一键安装 Civit ai 的模型，浏览/更新已安装的模型

-ComfyUI-Crystools

资源监视器、进度条和经过的时间、元数据和两个图像之间的比较、两个JSON之间的比较、向控制台/显示器显示任何值、管道等等！这提供了更好的节点来加载/保存图像、预览等，并在不加载新工作流程的情况下查看“隐藏”数据。

-ComfyUI-WD14-Tagger

允许从图像中查询 booru 标签，支持标记和输出多个批处理输入。可搭配ipadapter一起食用，实现一键复刻目标图像

-ReActor Node for ComfyUI 换脸插件

用于自动检测图片中的人脸并置换指定人脸，但无法改变脸型。还原度还行，仁者见仁智者见智

-ComfyUI-CLIPSeg

通过语义文本识别图片中的元素，并输出遮罩，支持输出热成像图；例如输入face，检测人物面部，自动对面部区域进行遮罩

-SD放大 SD分块放大

将图像拆分成N个小块，并结合放大模型对每一个块进行放大。放大效果很不错，但是速度非常慢，使用时要注意

-AnimateDiff 动画节点

动画生成节点，支持通过文生图方式生成动画，并且可以搭配运镜lora实现不同的运镜效果。还可以搭配cn实现动画控制，玩法非常多

-ComfyUI_IPAdapter_plus 风格参考组件

风格参考插件，超强控图节点，通过参考图风格生成类似风格的图片。玩法灵活，可搭配组合多张图片，或者多个风格embbding，另外还支持ipadapter faceid，通过该技术可以提取人物面部特征并生成全新的图片

-ComfyUI Easy Use 简单易用的comfyui节点封装，并支持美化节点

一个化繁为简的节点整合包，在 tinyterraNodes 的基础上进行延展，并针对了诸多主流的节点包做了整合与优化，以达到更快更方便使用ComfyUI的目的，在保证自由度的同时还原了本属于Stable Diffusion的极致畅快出图体验

# 下载comfyUI_IPAdapter_plus

https://github.com/cubiq/ComfyUI_IPAdapter_plus

手功下载后，解压，放置 ComfyUI/custom_nodes目录下面

预先训练的模型可以在huggingface上获得，下载并将它们放置在ComfyUI/custom_nodes/ComfyUI_IPAdapter_plus/models目录中。

https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter_sd15.bin

https://huggingface.co/h94/IP-Adapter/blob/main/models/ip-adapter_sd15_light.bin

https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter-plus_sd15.bin

https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter-plus-face_sd15.bin

https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter_sdxl.bin

https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter_sdxl_vit-h.bin

https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter-plus_sdxl_vit-h.bin

https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter-plus-face_sdxl_vit-h.bin

此外，您需要将图像编码器放置在ComfyUI/models/clip_vision/目录中:

https://huggingface.co/h94/IP-Adapter/resolve/main/models/image_encoder/model.safetensors

https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/image_encoder/model.safetensors

下载好，放置在正确的目录，重启，就可以了

# ComfyUI-CLIPSeg， clipseg.py

vim /data/site/htmltoo.opt/ComfyUI/custom_nodes/ComfyUI-CLIPSeg/custom_nodes/clipseg.py

# Predict the segemntation mask
with torch.no_grad():
    outputs = model(**input_prc)
tensor = torch.sigmoid(outputs[0]) # get the mask

改成

# Predict the segemntation mask
with torch.no_grad():
    outputs = model(**input_prc)
preds = outputs.logits.unsqueeze(1)
tensor = torch.sigmoid(preds[0][0])  # get the mask

# civitai

https://civitai.com/

API: htmltoo / ce4adcc781c53ac7013641a3f9f03bfc

#

-ComfyUI\models\checkpoints\SVD

wget https://hdongquane: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@huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt/resolve/main/svd_xt.safetensors

-ComfyUI\models\checkpoints\hunyuan_dit_comfyui

wget https://hdongquane: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@huggingface.co/comfyanonymous/hunyuan_dit_comfyui/resolve/main/hunyuan_dit_1.2.safetensors

wget https://hdongquane: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@huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.ckpt

-ComfyUI/models/clip_vision/

wget https://hdongquane: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@huggingface.co/stabilityai/control-lora/resolve/main/revision/clip_vision_g.safetensors

# 工作流

https://openart.ai/

https://comfyworkflows.com/

https://www.esheep.com/

https://ltdrdata.github.io/

https://kkgithub.com/

https://www.liblib.art/

-文件夹名称作用

checkpoints 出图大模型

controlnet controlnet

embeddings 打包好的提示词，比如 embedding:EasyNegativeV2

loras Lora 模型

upscale_models 放大模型

vae vae

#

extra_model_paths.yaml.example -> extra_model_paths.yaml

# 下载插件

https://github.com/talesofai/comfyui-browser.git

->

https://kkgithub.com/talesofai/comfyui-browser.git

# MiniCPM-V-2_6-int4

https://github.com/IuvenisSapiens/ComfyUI_MiniCPM-V-2_6-int4

实现已经无缝集成到ComfyUI平台中，支持基于文本的查询、视频查询、单幅图像查询和多幅图像查询，以生成标题或响应

cd custom_nodes

git clone https://github.com/IuvenisSapiens/ComfyUI_MiniCPM-V-2_6-int4

pip3 install -U -r requirements.txt

#

https://www.fszx-ai.cn/portal.php

https://github.com/kijai/ComfyUI-Florence2

Florence-2是一个高级视觉基础模型，它使用基于提示的方法来处理各种视觉和视觉语言任务。Florence-2可以解释简单的文本提示，以执行字幕、对象检测和分段等任务。它利用我们的FLD-5B数据集，包含1.26亿张图像的54亿条注释，来掌握多任务学习。该模型的序列到序列架构使其能够在零射击和微调设置中表现出色，证明是一个有竞争力的视觉基础模型。

https://github.com/kijai/ComfyUI-segment-anything-2

使用segment-any-2的ComfyUI节点

# requirements.txt

torch
torchsde
torchvision
torchaudio
einops
transformers
tokenizers
sentencepiece
safetensors
aiohttp
pyyaml
Pillow
scipy
tqdm
psutil
#non essential dependencies:
kornia
spandrel
soundfile

# requirements-two.txt

translate
opencv-python
timm
transformers
fairscale
pycocoevalcap
opencv-python
qrcode[pil]
pytorch_lightning
kornia
pydantic
segment_anything
omegaconf
boto3
tqdm
pandas
requests
deepdiff
torch
Pillow
pynvml
py-cpuinfo
piexif
pilgram
openai
diffusers
accelerate
clip_interrogator
lark-parser
onnxruntime
opencv-python
#sentencepiece
spandrel
torch
einops
opencv-contrib-python
kornia
scipy
Pillow
torchvision
tqdm
cupy-wheel
piexif
gguf
segment-anything
scikit-image
piexif
transformers
opencv-python-headless
GitPython
scipy
ollama
instructor
pydantic
openai
pillow
scipy
color-matcher
matplotlib
huggingface_hub
mss
opencv-python
GitPython
PyGithub
matrix-client
transformers
huggingface-hub
typer
rich
typing-extensions
py-cpuinfo
gitpython
moviepy
opencv-python
scikit-build
typing
diskcache
ollama
pyyaml
opencv-python
imageio-ffmpeg
onnxruntime
send2trash
torch
importlib_metadata
huggingface_hub
scipy
opencv-python
filelock
Pillow
einops
torchvision
pyyaml
scikit-image
python-dateutil
mediapipe
svglib
fvcore
yapf
omegaconf
ftfy
addict
yacs
trimesh[easy]
albumentations
scikit-learn
numba
colour-science
rembg
pixeloe
transparent-background
insightface
onnxruntime
onnxruntime-gpu
torch
torchvision
torchaudio
pillow
huggingface_hub
transformers
decord
bitsandbytes
clip-interrogator
simpleeval
cmake
fairscale
gitpython
imageio
joblib
matplotlib
numba
pilgram
rembg
scikit-image
scikit-learn
scipy
timm
tqdm
transformers
tqdm
aiohttp-retry
amqp
billiard
blinker
celery
certifi
cfgv
charset-normalizer
click
click-didyoumean
click-plugins
click-repl
distlib
filelock
Flask
fsspec
identify
idna
itsdangerous
Jinja2
kombu
MarkupSafe
mpmath
networkx
nodeenv
packaging
platformdirs
pre-commit
prompt-toolkit
psutil
PyYAML
requests
show-in-file-manager
six
sympy
tqdm
typing_extensions
tzdata
vine
virtualenv
wcwidth
Werkzeug
fsspec
matplotlib
requests
omegaconf
transformers
pytorch-lightning
packaging
regex
ftfy
tqdm
sentencepiece
protobuf
pyyaml
huggingface_hub
blake3
tqdm
aiohttp-retry
aiofiles
ultralytics
matplotlib==3.8
python-dateutil==2.9.0.post0
numpy==1.26.4
antlr4-python3-runtime==4.9.3
opencv-python-headless[ffmpeg]

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