在Kaggle上使用Stable Diffusion进行AI绘图

前言

使用教程

import os
import shutil
import subprocess
import threading
import time
import socket

!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/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/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
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()

# 删除原始模型
os.remove('/kaggle/working/stable-diffusion-webui/models/Stable-diffusion/anything-v4.5-vae-swapped.safetensors')
os.mkdir('/kaggle/working/stable-diffusion-webui/models/Lora')

# 下载GuoFeng3模型
!wget https://civitai.com/api/download/models/36644
# 重命名文件
os.rename("/kaggle/working/stable-diffusion-webui/36644","/kaggle/working/stable-diffusion-webui/GuoFeng3.safetensors")
# 移动至主模型文件夹
shutil.move("/kaggle/working/stable-diffusion-webui/GuoFeng3.safetensors",'/kaggle/working/stable-diffusion-webui/models/Stable-diffusion')

# 下载KoreanDollLikeness_v10
!wget https://civitai.com/api/download/models/22968
# 重命名文件
os.rename("/kaggle/working/stable-diffusion-webui/22968","/kaggle/working/stable-diffusion-webui/koreanDollLikeness_v10.safetensors")
# 移动至主模型文件夹
shutil.move("/kaggle/working/stable-diffusion-webui/koreanDollLikeness_v10.safetensors",'/kaggle/working/stable-diffusion-webui/models/Lora')

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

Running on local URL:  http://127.0.0.1:7860
your url is: https://rotten-cities-float.loca.lt
Running on public URL: https://7b1114ee-9fb9-42db.gradio.live

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

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

prompt: <lora:koreanDollLikeness_v10:0.35>,best quality ,masterpiece, illustration, an extremely delicate and beautiful, extremely detailed ,CG ,unity ,8k wallpaper, Amazing, finely detail, masterpiece,best quality,official art,extremely detailed CG unity 8k wallpaper,absurdres, incredibly absurdres, huge filesize , ultra-detailed, highres, extremely detailed,beautiful detailed girl, extremely detailed eyes and face, beautiful detailed eyes,light on face,(Hanfu:1.1),1girl

Negative prompt: sketches, (worst quality:2), (low quality:2), (normal quality:2), lowres, normal quality, ((monochrome)), ((grayscale)), skin spots, acnes, skin blemishes, bad anatomy,(long hair:1.4),DeepNegative,(fat:1.2),facing away, looking away,tilted head, Multiple people, lowres,bad anatomy,bad hands, text, error, missing fingers,extra digit, fewer digits, cropped, worstquality, low quality, normal quality,jpegartifacts,signature, watermark, username,blurry,bad feet,cropped,poorly drawn hands,poorly drawn face,mutation,deformed,worst quality,low quality,normal quality,jpeg artifacts,signature,watermark,extra fingers,fewer digits,extra limbs,extra arms,extra legs,malformed limbs,fused fingers,too many fingers,long neck,cross-eyed,mutated hands,polar lowres,bad body,bad proportions,gross proportions,text,error,missing fingers,missing arms,missing legs,extra digit, extra arms, extra leg, extra foot,

Steps: 35, Sampler: DPM++ SDE Karras, CFG scale: 7.5, Seed: 4047600339, Size: 672x1056, Model hash: 26d8b87829, Model: BeautyProMix, Variation seed: 1750564158, Variation seed strength: 0.1, Denoising strength: 0.57, Clip skip: 2, ENSD: 31337, Mask blur: 4

效果展示