AIGC绘画：kaggle部署stable diffusion项目绘画

kaggle介绍

Kaggle成立于2010年，是一个进行数据发掘和预测竞赛的在线平台。从公司的角度来讲，可以提供一些数据，进而提出一个实际需要解决的问题；从参赛者的角度来讲，他们将组队参与项目，针对其中一个问题提出解决方案，最终由公司选出的最佳方案可以获得5K-10K美金的奖金。

kaggle平台的优点：免费的P100 GPU进行推理（每周可免费使用30小时），部署好后可以在任意移动端使用。

项目部署

• GitHub项目地址：https://github.com/camenduru/stable-diffusion-webui-kaggle

• kaggle项目地址：https://www.kaggle.com/code/camenduru/stable-diffusion-webui-kaggle

edit my copy

#  Please follow me for new updates https://twitter.com/camenduru
#  Please join our discord server https://discord.gg/k5BwmmvJJU
!pip install torch==1.12.1
!apt -y update -qq
!apt -y install -qq aria2
!pip install -q torch==1.13.1+cu117 torchvision==0.14.1+cu117 -f https://download.pytorch.org/whl/torch_stable.html
!pip install -q https://github.com/camenduru/stable-diffusion-webui-colab/releases/download/0.0.16/xformers-0.0.16+814314d.d20230118-cp38-cp38-linux_x86_64.whl
!pip install -q huggingface-hub==0.11.0 -U

!git clone -b v2.0 https://github.com/camenduru/stable-diffusion-webui
!wget https://raw.githubusercontent.com/camenduru/stable-diffusion-webui-scripts/main/run_n_times.py -O /kaggle/working/stable-diffusion-webui/scripts/run_n_times.py
!git clone https://github.com/AlUlkesh/stable-diffusion-webui-images-browser /kaggle/working/stable-diffusion-webui/extensions/stable-diffusion-webui-images-browser
!git clone https://github.com/camenduru/stable-diffusion-webui-huggingface /kaggle/working/stable-diffusion-webui/extensions/stable-diffusion-webui-huggingface
!git clone -b v2.0 https://github.com/camenduru/sd-civitai-browser /kaggle/working/stable-diffusion-webui/extensions/sd-civitai-browser
# !git clone https://github.com/Mikubill/sd-webui-controlnet /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet
# !git clone https://github.com/camenduru/openpose-editor /kaggle/working/stable-diffusion-webui/extensions/openpose-editor
!git clone https://github.com/kohya-ss/sd-webui-additional-networks /kaggle/working/stable-diffusion-webui/extensions/sd-webui-additional-networks
!git clone https://github.com/etherealxx/batchlinks-webui /kaggle/working/stable-diffusion-webui/extensions/batchlinks-webui
!git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui-nsfw-censor /kaggle/working/stable-diffusion-webui/extensions/stable-diffusion-webui-nsfw-censor
%cd /kaggle/working/stable-diffusion-webui

# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_canny-fp16.safetensors -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/models -o control_canny-fp16.safetensors
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_depth-fp16.safetensors -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/models -o control_depth-fp16.safetensors
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_hed-fp16.safetensors -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/models -o control_hed-fp16.safetensors
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_mlsd-fp16.safetensors -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/models -o control_mlsd-fp16.safetensors
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_normal-fp16.safetensors -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/models -o control_normal-fp16.safetensors
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_openpose-fp16.safetensors -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/models -o control_openpose-fp16.safetensors
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_scribble-fp16.safetensors -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/models -o control_scribble-fp16.safetensors
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_seg-fp16.safetensors -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/models -o control_seg-fp16.safetensors
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/ckpt/ControlNet/resolve/main/hand_pose_model.pth -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/annotator/openpose -o hand_pose_model.pth
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/ckpt/ControlNet/resolve/main/body_pose_model.pth -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/annotator/openpose -o body_pose_model.pth
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/ckpt/ControlNet/resolve/main/dpt_hybrid-midas-501f0c75.pt -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/annotator/midas -o dpt_hybrid-midas-501f0c75.pt
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/ckpt/ControlNet/resolve/main/mlsd_large_512_fp32.pth -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/annotator/mlsd -o mlsd_large_512_fp32.pth
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/ckpt/ControlNet/resolve/main/mlsd_tiny_512_fp32.pth -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/annotator/mlsd -o mlsd_tiny_512_fp32.pth
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/ckpt/ControlNet/resolve/main/network-bsds500.pth -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/annotator/hed -o network-bsds500.pth
# !aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/ckpt/ControlNet/resolve/main/upernet_global_small.pth -d /kaggle/working/stable-diffusion-webui/extensions/sd-webui-controlnet/annotator/uniformer -o upernet_global_small.pth

!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/ckpt/anything-v4.5-vae-swapped/resolve/main/anything-v4.5-vae-swapped.safetensors -d /kaggle/working/stable-diffusion-webui/models/Stable-diffusion -o anything-v4.5-vae-swapped.safetensors

!sed -i -e 's/numpy==1.23.3/numpy==1.21.6/g' requirements_versions.txt
!sed -i -e 's/blendmodes==2022/blendmodes==2021/g' requirements_versions.txt
!sed -i -e 's/fastapi==0.90.1/fastapi==0.89.1/g' requirements_versions.txt
!sed -i -e '''/    prepare_environment()/a\    os.system\(f\"""sed -i -e ''\"s/dict()))/dict())).cuda()/g\"'' /kaggle/working/stable-diffusion-webui/repositories/stable-diffusion-stability-ai/ldm/util.py""")''' /kaggle/working/stable-diffusion-webui/launch.py

!npm install -g localtunnel


import subprocess
import threading
import time
import socket
def iframe_thread(port):
    while True:
        time.sleep(0.5)
        sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
        result = sock.connect_ex(('127.0.0.1', port))
        if result == 0:
            break
        sock.close()
    p = subprocess.Popen(["lt", "--port", "{}".format(port)], stdout=subprocess.PIPE)
    for line in p.stdout:
        print(line.decode(), end='')
threading.Thread(target=iframe_thread, daemon=True, args=(7860,)).start()

!python launch.py --share --xformers --enable-insecure-extension-access --theme dark --gradio-queue

运行上述代码块，大约需要5~10分钟时间，中间可能会有警告和错误，只要运行没有终止就可以。

链接显示

部署好后会出现如下链接：

Running on local URL:  http://127.0.0.1:7860
your url is: https://real-cobras-own.loca.lt
your url is: https://fine-suns-shine.loca.lt
your url is: https://eight-doodles-wash.loca.lt
Running on public URL: https://a06c3777-402c-4234.gradio.live

This share link expires in 72 hours. For free permanent hosting and GPU upgrades (NEW!), check out Spaces: https://huggingface.co/spaces

结果展示

点击public URL中的链接https://a06c3777-402c-4234.gradio.live，就可以进入gradio空间，任何移动联网设备都可以。

生成的图片可以直接在图框里右击选择另存为，或者回到kaggle中/kaggle/working/stable-diffusion-webui/output文件夹中进行下载

• WebUI页面界面展示

• 示例prompt

prompt: best quality, masterpiece, highres, 1girl,blush,(seductive smile:0.8),star-shaped pupils,china hanfu,hair ornament,necklace, jewelry,Beautiful face,upon_body, tyndall effect,photorealistic, dark studio, rim lighting, two tone lighting,(high detailed skin:1.2), 8k uhd, dslr, soft lighting, high quality, volumetric lighting, candid, Photograph, high resolution, 4k, 8k, Bokeh

Negative prompt: (((simple background))),monochrome ,lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, lowres, bad anatomy, bad hands, text, error, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, ugly,pregnant,vore,duplicate,morbid,mut ilated,tran nsexual, hermaphrodite,long neck,mutated hands,poorly drawn hands,poorly drawn face,mutation,deformed,blurry,bad anatomy,bad proportions,malformed limbs,extra limbs,cloned face,disfigured,gross proportions, (((missing arms))),(((missing legs))), (((extra arms))),(((extra legs))),pubic hair, plump,bad legs,error legs,username,blurry,bad feet

Steps: 30, Sampler: Euler a, CFG scale: 9, Seed: 3556647833, Size: 640x1024, Model hash: 4078eb4174, Model: gf_anylora_gf3.2_anylora1.2, Denoising strength: 0, Clip skip: 2, ENSD: 31337, Hires upscale: 2, Hires steps: 64, Hires upscaler: R-ESRGAN 4x+ Anime6B