{"id":1227,"date":"2024-04-27T07:32:08","date_gmt":"2024-04-27T07:32:08","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1227"},"modified":"2024-04-27T07:33:33","modified_gmt":"2024-04-27T07:33:33","slug":"yifenbaomujidestablediffusionbushujiaochengkaiqinideliandanzhilujingdongyunjishutuandui","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/yifenbaomujidestablediffusionbushujiaochengkaiqinideliandanzhilujingdongyunjishutuandui.html","title":{"rendered":"\u4e00\u4efd\u4fdd\u59c6\u7ea7\u7684Stable Diffusion\u90e8\u7f72\u6559\u7a0b\uff0c\u5f00\u542f\u4f60\u7684\u70bc\u4e39\u4e4b\u8def | \u4eac\u4e1c\u4e91\u6280\u672f\u56e2\u961f"},"content":{"rendered":"

\n

\"ME1688463891876.jpg\"<\/figure>\n<\/p>\n

\u5e02\u9762\u4e0a\u6709\u5f88\u591a\u53ef\u4ee5\u88ab\u7528\u4e8eAI\u7ed8\u753b\u7684\u5e94\u7528\uff0c\u4f8b\u5982DALL-E\u3001Midjourney\u3001NovelAI\u7b49\uff0c\u4ed6\u4eec\u7684\u5927\u90e8\u5206\u90fd\u4f9d\u6258\u4e91\u7aef\u670d\u52a1\u5668\u8fd0\u884c\uff0c\u4e00\u90e8\u5206\u8fd8\u9700\u8981\u652f\u4ed8\u4f1a\u5458\u8d39\u7528\u6765\u8d2d\u4e70\u66f4\u591a\u51fa\u56fe\u7684\u989d\u5ea6\u3002\u57282022\u5e748\u6708\uff0c\u4e00\u6b3e\u53eb\u505aStable Diffusion\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u7b97\u6cd5\u8fed\u4ee3\u5c06AI\u7ed8\u753b\u7684\u7cbe\u7ec6\u5ea6\u63d0\u4e0a\u4e86\u4e00\u4e2a\u65b0\u7684\u53f0\u9636\uff0c\u5e76\u80fd\u5728\u4ee5\u79d2\u8ba1\u6570\u7684\u65f6\u95f4\u5185\u5b8c\u6210\u4ea7\u51fa\uff0c\u8fd8\u53ef\u4ee5\u5728\u4e00\u53f0\u6709\u201c\u6c11\u7528\u7ea7\u201d\u663e\u5361\u7684\u7535\u8111\u4e0a\u8fd0\u884c\u3002<\/p>\n

\u901a\u8fc7Stable Diffusion\uff0c\u53ef\u4ee5\u7ed8\u5236\u51fa\u5404\u79cd\u98ce\u683c\u7684\u4f5c\u54c1\uff0c\u6bd4\u5982\u52a8\u6f2b\u98ce\u3001\u63d2\u753b\u7acb\u7ed8\u3001\u56fd\u98ce\u6c34\u58a8\u30013D\u5efa\u6a21\uff0c\u751a\u81f3\u662f\u7167\u7247\u7ea7\u7684\u62df\u771f\u56fe\u50cf\uff0c\u800c\u501f\u52a9\u8bf8\u5982LoRa\u3001ControlNet\u7b49\u884d\u751f\u529f\u80fd\uff0c\u8fd8\u53ef\u4ee5\u505a\u5230\u7cbe\u51c6\u63a7\u5236\u7f8e\u672f\u98ce\u683c\u3001\u89d2\u8272\u7ec6\u8282\u3001\u59ff\u52bf\u3001\u52a8\u4f5c\u3001\u6784\u56fe\u7b49\u3002\u66f4\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4ed6\u662f\u5168\u9762\u5f00\u6e90\u7684\uff0c\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u5728\u81ea\u5df1\u7684\u7535\u8111\u4e0a\u90e8\u7f72\u6574\u4e2a\u7a0b\u5e8f\uff0c\u4f7f\u7528\u5b83\u51fa\u56fe\u3001\u4f5c\u753b\u662f\u5b8c\u5168\u514d\u8d39\u800c\u4e14\u4e0d\u9650\u91cf\u7684\uff01\u5e02\u9762\u4e0a\u5927\u591a\u6570\u5546\u4e1a\u7ea7\u7684AI\u7ed8\u753b\u5e94\u7528\uff0c\u90fd\u662f\u57fa\u4e8eSD\u53bb\u5f00\u53d1\u7684\u3002<\/p>\n

\u5c3d\u7ba1Stable Diffusion\u975e\u5e38\u4eb2\u6c11\uff0c\u4f46\u4ed6\u8fd8\u662f\u6709\u4e00\u5b9a\u7684\u914d\u7f6e\u8981\u6c42\u7684\uff0c\u5b83\u9700\u8981\u4e00\u5f20\u6027\u80fd\u8db3\u591f\u5f3a\u5927\u7684\u72ec\u7acb\u663e\u5361\u63d0\u4f9b\u7b97\u529b\u8fdb\u884c\u7ed8\u5236\u3002\u5b9e\u9645\u4e0a\uff0c\u201c\u8dd1\u5f97\u52a8\u201d\u548c\u201c\u73a9\u5f97\u723d\u201d\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u4f53\u9a8c\uff0c\u7b97\u529b\u4e0a\u7684\u5dee\u5f02\u4f1a\u6781\u5927\u7684\u5f71\u54cdAI\u7ed8\u753b\u65f6\u7684\u51fa\u56fe\u6548\u7387\uff0c\u4e5f\u6b63\u662f\u56e0\u4e3a\u6b64\uff0c\u6709\u5f88\u591a\u540c\u5b66\u56e0\u4e3a\u4e2a\u4eba\u7535\u8111\u6349\u6025\u7684\u914d\u7f6e\u800c\u9519\u5931\u4e86\u6df1\u5165\u4f53\u9a8cStable Diffusion\u7684\u673a\u4f1a\u3002\u7b49\u4e00\u4e0b\uff0c\u4f60\u77e5\u9053\u4eac\u4e1c\u4e91\u5417\uff1f\u4eac\u4e1c\u4e91GPU\u4e91\u4e3b\u673a<\/a>\u662f\u63d0\u4f9bGPU\u7b97\u529b\u7684\u5f39\u6027\u8ba1\u7b97\u670d\u52a1\uff0c\u5177\u6709\u8d85\u5f3a\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\uff0c\u6b63\u5728\u6df1\u5ea6\u5b66\u4e60\u3001\u79d1\u5b66\u8ba1\u7b97\u3001\u56fe\u5f62\u56fe\u50cf\u5904\u7406\u3001\u89c6\u9891\u7f16\u89e3\u7801\u7b49\u573a\u666f\u5e7f\u6cdb\u4f7f\u7528\uff0c\u4e3a\u60a8\u63d0\u4f9b\u89e6\u624b\u53ef\u5f97\u7684\u7b97\u529b\uff0c\u6709\u6548\u7f13\u89e3\u8ba1\u7b97\u538b\u529b\uff0c\u63d0\u5347\u60a8\u7684\u4e1a\u52a1\u6548\u7387\uff0c\u5e76\u53ef\u5f39\u6027\u6269\u5c55\uff0c\u52a9\u60a8\u5feb\u901f\u6784\u5efa\u5f02\u6784\u7684\u8ba1\u7b97\u5e94\u7528\u3002<\/p>\n

\u5728\u7ecf\u5386\u4e86\u4e00\u7cfb\u5217\u7684\u63a2\u7d22\u540e\uff0c\u6211\u4e3a\u4f60\u603b\u7ed3\u51fa\u4e86\u4e00\u5957\u96f6\u57fa\u7840\u7684\u3001\u975e\u5e38\u597d\u4e0a\u624b\u7684\u501f\u52a9\u4eac\u4e1c\u4e91GPU\u4e91\u4e3b\u673a\u90e8\u7f72\u5b89\u88c5Stable Diffusion WebUI\u4ee5\u53ca\u76f8\u5173\u5de5\u5177\u548c\u63d2\u4ef6\u7684\u4fdd\u59c6\u96c6\u6559\u7a0b\uff0c\u8bf7\u67e5\u6536\u3002<\/p>\n

\u4e00\u3001\u521b\u5efaGPU\u4e3b\u673a\u5b9e\u4f8b<\/h2>\n

1.1 \u521b\u5efaGPU\u4e91\u4e3b\u673a<\/h3>\n

\u4eac\u4e1c\u4e91GPU\u4e91\u4e3b\u673a<\/a>\u7684\u6807\u51c6\u578b\u7684\u914d\u7f6e\u5305\u542bTesla P40 24G\u663e\u5361\u300112\u683848G\uff0c\u8dd1Stable Diffusion\u4f53\u9a8c\u975e\u5e38\u597d\uff0c\u914d\u7f6e\u63a8\u8350\u5982\u4e0b\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u914d\u7f6e<\/th>\u63a8\u8350<\/th>\u8bf4\u660e<\/th><\/tr><\/thead>
\u7cfb\u7edf<\/td>Ubuntu 20.04 64\u4f4d<\/td><\/td><\/tr>
\u89c4\u683c<\/td>GPU \u6807\u51c6\u578b p.n – p.n1p40.3xlarge<\/td>12\u6838 48G Nvidia Tesla P40 24G\u663e\u5b58<\/td><\/tr>
\u7cfb\u7edf\u76d8<\/td>100G<\/td>\u7cfb\u7edf\u76d8\u5efa\u8bae100G<\/td><\/tr>
\u5e26\u5bbd<\/td>5M<\/td>\u5efa\u8bae5M<\/td><\/tr><\/tbody><\/table>\n

1.2 \u521b\u5efa\u5b89\u5168\u7ec4\u5e76\u7ed1\u5b9a<\/h3>\n

\u9996\u5148\u5728\u5de6\u4fa7\u83dc\u5355\u3010\u5b89\u5168\u7ec4\u3011\u521b\u5efa\u4e00\u4e2a\u5b89\u5168\u7ec4\uff0c\u5728\u3010\u5165\u7ad9\u89c4\u5219\u3011\u548c\u3010\u51fa\u7ad9\u89c4\u5219\u3011\u4e2d\u5206\u522b\u6dfb\u52a0\u5e76\u5f00\u653e7860\u30017861\u30018080\u30018888\u7aef\u53e3\u3002\u5176\u4e2d
\n\n

\"image.png\"<\/figure>\n
\n\u7136\u540e\u5728\u5b9e\u4f8b\u8be6\u60c5\u4e2d\uff0c\u70b9\u51fb\u3010\u5b89\u5168\u7ec4\u3011-\u3010\u7ed1\u5b9a\u5b89\u5168\u7ec4\u3011\u7ed1\u5b9a\u521a\u521a\u521b\u5efa\u7684\u5b89\u5168\u7ec4\u3002<\/p>\n

\u4e8c\u3001\u73af\u5883\u5b89\u88c5<\/h2>\n

2.1 \u5b89\u88c5GPU\u9a71\u52a8<\/h3>\n

\u5728\u82f1\u4f1f\u8fbe\u5b98\u7f51\u6839\u636e\u663e\u5361\u578b\u53f7\u3001\u64cd\u4f5c\u7cfb\u7edf\u3001CUDA\u7b49\u67e5\u8be2\u9a71\u52a8\u7248\u672c\u3002\u5b98\u7f51\u67e5\u8be2\u94fe\u63a5www.nvidia.com\/Download\/in\u2026<\/a>
\n\u6ce8\u610f\u8fd9\u91cc\u7684CUDA\u7248\u672c\uff0c\u5982\u672a\u5b89\u88c5CUDA\u53ef\u4ee5\u5148\u9009\u62e9\u4e00\u4e2a\u7248\u672c\uff0c\u7a0d\u540e\u518d\u5b89\u88c5CUDA.
\n\n

\"image.png\"<\/figure>\n<\/p>\n

\u70b9\u51fbSearch<\/p>\n

\n

\"image.png\"<\/figure>\n
\n\u5982\u4e0a\u56fe\uff0c\u67e5\u8be2\u5230\u5408\u9002\u7684\u7248\u672c\u4e3a510. \u7136\u540e\u53ef\u4ee5\u4f7f\u7528apt\u5b89\u88c5\u5bf9\u5e94\u9a71\u52a8\u7248\u672c\uff0c\u4f7f\u7528apt\u5b89\u88c5\u66f4\u65b9\u4fbf\u4e00\u4e9b\u3002<\/p>\n
<\/div>
bash<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div># \u5b89\u88c5510\u7248\u672c\u9a71\u52a8<\/span><\/span>\napt install nvidia-driver-510<\/span>\n# \u67e5\u770b\u9a71\u52a8\u4fe1\u606f<\/span><\/span>\nnvidia-smi<\/span>\n<\/code><\/pre>\n
\u5982\u5b89\u88c5\u6210\u529f\uff0c\u5219\u53ef\u4ee5\u5c55\u793a\u5982\u4e0b\u63d0\u793a\u4fe1\u606f\u3002<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
2.2 \u5b89\u88c5CUDA<\/h3>\n
\u8bbf\u95ee\u82f1\u4f1f\u8fbe\u5f00\u53d1\u8005\u7f51\u7ad9\u5148\u9009\u62e9CUDA\u7248\u672c\uff08\u7248\u672c\u8981\u5bf9\u5e942.1\u4e2dGPU\u9a71\u52a8\u652f\u6301\u7684CUDA\u7248\u672c\uff09\uff0c\u518d\u6839\u636e\u64cd\u4f5c\u7cfb\u7edf\u9009\u62e9\u5bf9\u5e94CUDA\u5b89\u88c5\u547d\u4ee4\uff0c\u8bbf\u95ee\u94fe\u63a5developer.nvidia.com\/cuda-toolki\u2026<\/a><\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u5982\u4e0a\u9762\u5b89\u88c5\u786e\u5b9a\u6240\u9009\u62e9\u9a71\u52a8\u5bf9\u5e94\u7684CUDA\u7248\u672c\u4e3a11.6\uff0c\u6839\u636e\u5b89\u88c5\u547d\u4ee4\u5b89\u88c5, \u4ee5\u4e0b\u547d\u4ee4\u9002\u7528Ubuntu 20.04 x86_64, GPU\u9a71\u52a8510\u7248\u672c<\/p>\n
<\/div>
bash<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/ubuntu2004\/x86_64\/cuda-ubuntu2004.pin<\/span>\nsudo mv<\/span> cuda-ubuntu2004.pin \/etc\/apt\/preferences.d\/cuda-repository-pin-600<\/span>\nwget https:\/\/developer.download.nvidia.com\/compute\/cuda\/11.6.2\/local_installers\/cuda-repo-ubuntu2004-11-6-local_11.6.2-510.47.03-1_amd64.deb<\/span>\nsudo dpkg -i cuda-repo-ubuntu2004-11-6-local_11.6.2-510.47.03-1_amd64.deb<\/span>\nsudo apt-key add \/var\/cuda-repo-ubuntu2004-11-6-local<\/span>\/7fa2af80.pub<\/span>\nsudo apt-get update<\/span>\nsudo apt-get -y install cuda<\/span>\n<\/code><\/pre>\n
2.3 \u5b89\u88c5Python 3.10<\/h3>\n
Stable Diffusion WebUI\u76ee\u524d\u6700\u4f4e\u652f\u6301Python 3.10\uff0c\u6240\u4ee5\u76f4\u63a5\u5b89\u88c53.10\u7248\u672c\uff0c\u5b89\u88c5\u547d\u4ee4\uff1a<\/p>\n
<\/div>
sql<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>\tapt install software-<\/span>properties-<\/span>common<\/span>\n\tadd<\/span>-<\/span>apt-<\/span>repository ppa:deadsnakes\/<\/span>ppa<\/span>\n\tapt update<\/span><\/span>\n\tapt install python3.10<\/span><\/span>\n\tpython3.10<\/span> --verison<\/span><\/span>\n<\/code><\/pre>\n
PIP\u8bbe\u7f6e\u56fd\u5185\u6e90\uff0c\u7531\u4e8e\u9ed8\u8ba4\u6e90\u5728\u56fd\u5916\uff0c\u6240\u4ee5\u5b89\u88c5\u53ef\u80fd\u7ecf\u5e38\u4f1a\u51fa\u73b0timeout\u7b49\u95ee\u9898\uff0c\u4f7f\u7528\u56fd\u5185\u6e90\u53ef\u4ee5\u5f88\u5927\u7a0b\u5ea6\u907f\u514d\u4e0b\u8f7d\u5305timeout\u7684\u60c5\u51b5\u3002\u5c06\u5982\u4e0b\u5185\u5bb9\u590d\u5236\u5230\u6587\u4ef6~\/.pip\/pip.conf<\/code>\u5f53\u4e2d\uff0c\u5982\u6ca1\u6709\u8be5\u6587\u4ef6\uff0c\u5148\u521b\u5efatouch ~\/.pip\/pip.conf<\/code>\u3002<\/p>\n
<\/div>
ini<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>\t[global]<\/span> <\/span>\n\tindex-url<\/span> = https:\/\/pypi.tuna.tsinghua.edu.cn\/simple<\/span>\n\t[install]<\/span><\/span>\n\ttrusted-host<\/span> = https:\/\/pypi.tuna.tsinghua.edu.cn  <\/span>\n<\/code><\/pre>\n
2.4 \u5b89\u88c5Anaconda<\/h3>\n
\u975e\u5e38\u63a8\u8350\u4f7f\u7528Anaconda\u3002Anaconda\u53ef\u4ee5\u4fbf\u6377\u83b7\u53d6\u5305\u4e14\u5bf9\u5305\u80fd\u591f\u8fdb\u884c\u7ba1\u7406\uff0c\u540c\u65f6\u5bf9Python\u73af\u5883\u53ef\u4ee5\u7edf\u4e00\u7ba1\u7406\u7684\u53d1\u884c\u7248\u672c\u3002\u5b89\u88c5\u547d\u4ee4\u4e5f\u5f88\u7b80\u5355\uff1a<\/p>\n
<\/div>
ruby<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>\twget https:<\/span>\/\/repo.anaconda.com\/archive<\/span>\/Anaconda3-2023.03-1-Linux-x86_64.sh<\/span><\/span>\n\tbash .\/Anaconda3<\/span>-2023.03<\/span>-1<\/span>-Linux<\/span>-x86_64.sh<\/span>\n<\/code><\/pre>\n
\u521b\u5efaPython3.10.9\u73af\u5883\uff0c\u5e76\u4f7f\u7528\u8be5\u73af\u5883<\/p>\n
<\/div>
ini<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>\tconda create -n python3.10.9 python<\/span>==3.10<\/span>.9<\/span><\/span>\n\tconda activate python3.10.9<\/span>\n<\/code><\/pre>\n
2.5 \u5b89\u88c5PyTorch<\/h3>\n
\u9996\u5148\u5728PyTorch\u5b98\u7f51\u67e5\u8be2\u5bf9\u5e94CUDA\u7248\u672c\u7684Torch\uff0c\u5982\u4e0a\u8ff0\u7ae0\u82822.2\u4e2dCUDA 11.6\u9700\u8981\u5b89\u88c5pytorch1.13.1<\/p>\n
<\/div>
ini<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div># \u4f7f\u7528conda\u5b89\u88c5\uff0c\u4e24\u79cd\u5b89\u88c5\u65b9\u5f0f\u4e8c\u9009\u4e00<\/span><\/span>\nconda install pytorch<\/span>==1.13<\/span>.1<\/span> torchvision==0.14<\/span>.1<\/span> torchaudio==0.13<\/span>.1<\/span> pytorch-cuda=11.6<\/span> -c pytorch -c nvidia<\/span>\n<\/span>\n# \u4f7f\u7528pip\u5b89\u88c5\uff0c\u4e24\u79cd\u5b89\u88c5\u65b9\u5f0f\u4e8c\u9009\u4e00<\/span><\/span>\npip install torch<\/span>==1.13<\/span>.1<\/span>+cu116 torchvision==0.14<\/span>.1<\/span>+cu116 torchaudio==0.13<\/span>.1<\/span> --extra-index-url https:\/\/download.pytorch.org\/whl\/cu116<\/span>\n<\/code><\/pre>\n
\u4e09\u3001\u90e8\u7f72Stable Diffusion WebUI<\/h2>\n
3.1 \u4e0b\u8f7dstable-diffusion-webui<\/h3>\n
\u6ce8\u610f\u9996\u5148\u6fc0\u6d3bPython3.10\u73af\u5883\uff1a<\/p>\n
<\/div>
<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>conda activate python3.10.9<\/span>\n<\/code><\/pre>\n
\u7136\u540e\u4e0b\u8f7dstable-diffusion-webui<\/p>\n
<\/div>
bash<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>git clone<\/span> https:\/\/github.com\/AUTOMATIC1111\/stable-diffusion-webui.git<\/span>\n<\/code><\/pre>\n
3.2 \u5b89\u88c5\u4f9d\u8d56<\/h3>\n
cd\u5230stable-diffusion-webui\u76ee\u5f55\u5b89\u88c5\u76f8\u5e94\u7684\u4f9d\u8d56\uff0c\u5982\u6709\u8bbf\u95ee\u7f51\u7edc\u8d85\u65f6\u3001\u5931\u8d25\u7b49\uff0c\u6ce8\u610f\u6309\u7167\u7ae0\u82822.3\u4e2d\u8bbe\u7f6e\u56fd\u5185\u6e90\uff0c\u5982\u679c\u518d\u6b21\u5931\u8d25\uff0c\u91cd\u8bd5\u51e0\u6b21\u4e00\u822c\u90fd\u53ef\u5b8c\u6210\u5b89\u88c5\u3002<\/p>\n
<\/div>
bash<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>cd<\/span> stable-diffusion-webui<\/span>\npip install -r requirements_versions.txt<\/span>\npip install -r requirements.txt<\/span>\n<\/code><\/pre>\n
3.3 \u542f\u52a8stable-diffusion-webui<\/h3>\n
\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u6267\u884c\u5982\u4e0b\u542f\u52a8\u547d\u4ee4\uff1a<\/p>\n
<\/div>
css<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>python launch.py<\/span> --listen<\/span> --enable-insecure-extension-access<\/span><\/span>\n<\/code><\/pre>\n
\u8fd9\u4e00\u6b65\u9aa4\u4f1a\u4e0b\u8f7d\u4e00\u4e9b\u5e38\u7528\u6a21\u578b\uff0c\u5982\u679c\u9047\u5230\u4e0b\u8f7d\u5931\u8d25\uff0c\u6839\u636e\u62a5\u9519\u63d0\u793a\u5728huggingface.co\u4e0b\u8f7d\u6a21\u578b\u653e\u5230\u5bf9\u5e94\u76ee\u5f55\uff0c\u5982\u4e0b\u8f7dstable-diffusion-v1-5\u6a21\u578b\uff0c\u641c\u7d22\u627e\u5230huggingface.co\/runwayml\/st\u2026<\/a><\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u70b9\u51fb\u56fe\u4e2d\u4e0b\u8f7d\u6309\u94ae\uff0c\u4e0b\u8f7dv1-5-pruned-emaonly.safetensors\u5230stable-diffusion-webui\/models\/Stable-diffusion\u76ee\u5f55\uff0c\u5176\u4ed6\u6a21\u578b\u540c\u7406\u3002<\/p>\n
\u6a21\u578b\u4e0b\u8f7d\u5b8c\u6210\uff0c\u518d\u6b21\u6267\u884c\u542f\u52a8\u547d\u4ee4\uff0c\u63d0\u793a\u5df2\u542f\u52a8\u52307860\u7aef\u53e3\uff0c\u5219\u53ef\u4ee5\u901a\u8fc7IP+7860\u7aef\u53e3\u8bbf\u95ee\uff1a
\n\n
\"image.png\"<\/figure>\n<\/p>\n
\u516c\u7f51\u5efa\u8bae\u8bbe\u7f6e\u8bbf\u95ee\u5bc6\u7801\uff0c\u6ce8\u610f\u66ff\u6362\u4e0b\u9762\u547d\u4ee4\u5f53\u4e2d\u7684username:password\u4e3a\u7528\u6237\u540d\u3001\u5bc6\u7801\u3002<\/p>\n
<\/div>
css<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>python launch.py<\/span> --listen<\/span> --enable-insecure-extension-access<\/span> --gradio-auth<\/span> username:password<\/span>\n<\/code><\/pre>\n
\u4e0a\u8ff0\u547d\u4ee4\u975e\u540e\u53f0\u8fd0\u884c\uff0c\u5982\u9700\u540e\u53f0\u8fd0\u884c\u53ef\u4ee5\u4f7f\u7528nohup\u3001tmux\u7b49\u65b9\u6cd5\u5b9e\u73b0\u3002<\/p>\n
3.4 \u4f7f\u7528stable-diffusions\u751f\u6210\u56fe\u7247<\/h3>\n
\u4e0b\u8f7d\u4e00\u4e2a\u6a21\u578b\u5230\/stable-diffusion-webui\/models\/Stable-diffusion\u76ee\u5f55\uff0c\u6a21\u578b\u53ef\u4ee5\u5728civitai.com\/\u67e5\u627e\uff0c\u5982\u4e0b\u56fe\u6240\u7528maj\u2026<\/a> realistic\u6a21\u578b\u3002\u4e0b\u8f7d\u5b8c\u6210\u540e\u70b9\u51fb\u5de6\u4e0a\u89d2\u5237\u65b0\u6309\u94ae\uff0c\u7136\u540e\u9009\u62e9\u521a\u4e0b\u8f7d\u7684\u6a21\u578b\uff0c\u8f93\u5165Promot\u548c\u53c2\u6570\u5373\u53ef\u751f\u6210\u56fe\u7247\u3002<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u9644\u4e0a\u56fe\u6240\u7528Promot\u548c\u53c2\u6570<\/p>\n
Prompt<\/p>\n
<\/div>
vbnet<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>1<\/span> girl a 24<\/span> y o woman, blonde, dark theme, soothing tones, muted colors, high contrast, look at at viewer, contrasty , vibrant , intense, stunning, captured in<\/span> the late afternoon sunlight, using<\/span> a Canon EOS R6 and<\/span> a 16<\/span>-35<\/span>mm to<\/span> capture every detail and<\/span> angle, with<\/span> emphasis on<\/span> the lighting and<\/span> shadows<\/span>, late afternoon sunlight, 8<\/span>K<\/span>\n<\/code><\/pre>\n
Negative prompt<\/p>\n
<\/div>
scss<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>(deformed, distorted, disfigured, doll:1.3<\/span>), poorly drawn, bad anatomy, wrong anatomy, extra limb, missing limb, floating limbs, (mutated hands and fingers:1.4<\/span>), disconnected limbs, mutation, mutated, ugly, disgusting, blurry, amputation, 3<\/span>d, illustration, cartoon, flat , dull , soft, (deformed, distorted, disfigured:1.3<\/span>), poorly drawn, bad anatomy, wrong anatomy, extra limb, missing limb, floating limbs,<\/span>\n<\/code><\/pre>\n
\u5176\u4ed6\u53c2\u6570<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u56db\u3001\u5e38\u7528\u76f8\u5173\u5de5\u5177\u4e0e\u63d2\u4ef6<\/h2>\n
4.1 \u5b89\u88c5LoRa\u63d2\u4ef6Additional Networks<\/h3>\n
\u4f7f\u7528Lora\u5fc5\u4e0d\u53ef\u5c11\u7684\u63d2\u4ef6\uff0cAdditional Networks\u53ef\u4ee5\u7528\u6765\u63a7\u5236checkpoint+LoRa\u6216\u8005\u591a\u4e2aLoRa\u6a21\u578b\u751f\u6210\u6df7\u5408\u98ce\u683c\u7684\u56fe\u50cf\uff0c\u5e76\u4e14\u53ef\u4ee5\u8bbe\u7f6eLora\u6a21\u578b\u7684Weight\u3002\u5b89\u88c5\u65b9\u5f0f\u5982\u4e0b\uff1a<\/p>\n
\u6253\u5f00stable-diffusion-webui\uff0c\u70b9\u51fb\u3010Extensions\u3011- \u3010Install from URL\u3011\u8f93\u5165ghproxy.com\/https:\/\/git\u2026<\/a><\/p>\n
\u7136\u540e\u70b9\u51fb\u3010Install\u3011\u7b49\u5f85\u5b89\u88c5\uff0c\u76f4\u5230\u5728\u3010Installed\u3011\u4e2d\u663e\u793a\uff0c\u7136\u540e\u76f4\u63a5\u7528\u547d\u4ee4\u91cd\u542fstable-diffusion-webui\uff08\u4e0d\u662freload webui\uff09\uff0c\u5f3a\u70c8\u63a8\u8350\u6240\u6709\u63d2\u4ef6\u5b89\u88c5\u5b8c\u6210\u90fd\u547d\u4ee4\u91cd\u542fstable-diffusion-webui\uff0c\u53ef\u4ee5\u514d\u53bb\u5f88\u591a\u9ebb\u70e6\u3002<\/p>\n
\u6700\u540e\u70b9\u51fb\u3010Setting\u3011-\u3010Additional Networks\u3011\u8f93\u5165LoRa\u6587\u4ef6\u5939\u7684\u7edd\u5bf9\u8def\u5f84\uff0c\u5982\/root\/stable-diffusion-webui\/models\/Lora\uff08\u793a\u4f8b\uff0c\u8bf7\u586b\u5199\u4f60\u7684\u7cfb\u7edf\u8def\u5f84\uff09\uff0c\u7136\u540e\u3010Reload UI\u3011\u7b49\u5f85\u91cd\u542f\u5b8c\u6210\u3002<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u7136\u540e\u53ef\u4ee5\u5728\u3010txt2img\u3011\u6216\u3010img2img\u3011\u4e2d\u9009\u62e9Lora\u6a21\u578b\u5e76\u8bbe\u7f6e\u6743\u91cd\u4f7f\u7528\u3002<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
4.2 \u5b89\u88c5ControlNet<\/h3>\n
\u4f5c\u4e3aStable Diffusion\u5fc5\u88c5\u63d2\u4ef6\uff0cControlNet \u5141\u8bb8\u7528\u6237\u5bf9\u751f\u6210\u7684\u56fe\u50cf\u8fdb\u884c\u7cbe\u7ec6\u7684\u63a7\u5236\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u89c6\u89c9\u6548\u679c\uff0cControlNet\u8ba9AI\u7ed8\u753b\u7684\u53ef\u63a7\u6027\u6709\u4e86\u8d28\u7684\u7a81\u53d8\uff0c\u8ba9AGIC\u771f\u6b63\u7684\u53ef\u4ee5\u6295\u5165\u751f\u4ea7\u4f7f\u7528\u3002<\/p>\n
\u6253\u5f00stable-diffusion-webui\uff0c\u70b9\u51fb\u3010Extensions\u3011- \u3010Install from URL\u3011\u8f93\u5165ghproxy.com\/https:\/\/git\u2026<\/a>
\n\u7136\u540e\u70b9\u51fb\u3010Install\u3011\u7b49\u5f85\u5b89\u88c5\uff0c\u76f4\u5230\u5728\u3010Installed\u3011\u4e2d\u663e\u793a\uff0c\u7136\u540e\u76f4\u63a5\u7528\u547d\u4ee4\u91cd\u542fstable-diffusion-webui\uff08\u4e0d\u662freload webui\uff09\u3002<\/p>\n
\u7531\u4e8econtrolNet\u4f1a\u4f7f\u7528\u5f88\u591a\u6a21\u578b\uff0c\u6240\u4ee5\u5728\u91cd\u542f\u7684\u65f6\u5019\u4f1a\u9ed8\u8ba4\u4e0b\u8f7d\uff0c\u5982\u679c\u4e0b\u8f7d\u5931\u8d25\u6216\u8d85\u65f6\uff0c\u9700\u8981\u624b\u52a8\u4e0b\u8f7d\u5230controlnet\u76ee\u5f55\u3002<\/p>\n
\u8bbf\u95eehuggingface.co\u627e\u5230controlnet\u7684\u5730\u5740\uff1ahuggingface.co\/lllyasviel\/\u2026<\/a><\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u624b\u52a8\u4e0b\u8f7d\u4e0a\u9762\u6a21\u578b\u6587\u4ef6\u5230stable-diffusion-webui\/extensions\/sd-webui-controlnet\/models\u76ee\u5f55\uff0c\u67e5\u770b\u5df2\u4e0b\u8f7dcontrolnet\u6a21\u578b:<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u4e0b\u8f7d\u5b8c\u6210\uff0c\u91cd\u542fstable-diffusion-webui\u5373\u53ef\u5728\u3010txt2img\u3011\u6216\u3010img2img\u3011\u4f7f\u7528\u3002<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
4.3 Jupyter Notebook<\/h3>\n
Jupyter Notebook\u662f\u4e00\u4e2a\u57fa\u4e8e\u7f51\u9875\u7684\u4ea4\u4e92\u73af\u5883\uff0c\u53ef\u4ee5\u7528\u6765\u7f16\u8f91\u3001\u8fd0\u884cPython\u4ee3\u7801\uff0c\u53ef\u89c6\u5316\u770b\u5230\u8fd0\u884c\u7ed3\u679c\u3002\u540c\u65f6\u63d0\u4f9b\u4e86\u57fa\u7840\u7684\u6587\u4ef6\u6811\u64cd\u4f5c\u529f\u80fd\u7b49\u3002<\/p>\n
\u5982\u5df2\u5728\u7ae0\u82822.4\u4e2d\u5b89\u88c5\u4e86Anaconda\uff0c\u76f4\u63a5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fd0\u884cnotebook<\/p>\n
<\/div>
ini<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>jupyter notebook --allow-root --NotebookApp.token<\/span>='\u8bbe\u7f6e\u4f60\u7684token'<\/span><\/span>\n<\/code><\/pre>\n
\u8bbf\u95eeIP+8888\u7aef\u53e3\uff0c\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528notebook<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
4.4 \u6a21\u578b\u8bad\u7ec3\u5de5\u5177Kohya_ss<\/h3>\n
Kohya_ss\u662f\u516c\u8ba4\u63a8\u8350\u8bad\u7ec3Stable Diffusion\u6a21\u578b\u7684\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u5c24\u5176\u5728windows\u5e73\u53f0\u652f\u6301\u6bd4\u8f83\u597d\uff0c\u7ecf\u8fc7\u5c1d\u8bd5\u5728linux\u76f4\u63a5\u4f7f\u7528\u4f1a\u9047\u5230\u5404\u79cd\u73af\u5883\u539f\u56e0\u7684\u95ee\u9898\uff0c\u4e3a\u4e86\u907f\u514d\u8fd9\u4e9b\u95ee\u9898\uff0c\u5341\u5206\u63a8\u8350\u4f7f\u7528docker\u5b89\u88c5\u3002<\/p>\n
\u5148\u6309\u7167docker\u5b98\u65b9\u6587\u6863\u5b89\u88c5\u597ddocker\uff0cUbuntu\u5b89\u88c5docker\u6587\u6863\uff1adocs.docker.com\/engine\/inst\u2026<\/a>
\n\u7531\u4e8e\u5728docker\u5bb9\u5668\u4e2d\u9700\u8981\u4f7f\u7528GPU\u8d44\u6e90\uff0c\u6240\u4ee5\u8fd8\u9700\u8981\u5148\u5b89\u88c5NVIDIA Container Toolkit<\/code><\/p>\n
<\/div>
csharp<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>sudo apt-get<\/span> update <\/span>\n    && sudo apt-get<\/span> install -y nvidia-container-toolkit-base<\/span><\/span>\n<\/span>\n# \u67e5\u770b\u662f\u5426\u5b89\u88c5\u6210\u529f<\/span><\/span>\nnvidia-ctk --version<\/span>\n<\/code><\/pre>\n
\u7136\u540e\u4e0b\u8f7dkohya_ss\uff1a<\/p>\n
<\/div>
bash<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>git clone<\/span> https:\/\/github.com\/bmaltais\/kohya_ss.git<\/span>\n<\/code><\/pre>\n
\u5982\u4e0b\u56fe\uff0c\u4fee\u6539kohya_ss\/docker-compose.yaml\u6587\u4ef6\u7aef\u53e3\u4e3a0.0.0.0:7861:7860<\/code>(\u5c06kohya_ss\u76847860\u7aef\u53e3\u6620\u5c04\u5230\u5bbf\u4e3b\u673a\u76847861\u7aef\u53e3\uff0c\u56e0\u4e3a7860\u4f1a\u88abStable Diffusion WebUI\u5360\u7528)\uff0c<\/p>\n
\u542f\u52a8\u53c2\u6570\u8bbe\u7f6e\u4e3a\"--username xxxx --password xxxx --headless\"<\/code>,\u6ce8\u610f\u66ff\u6362xxxx\u4e3a\u9700\u8981\u8bbe\u7f6e\u7684\u8d26\u53f7\u5bc6\u7801<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u7136\u540e\u6267\u884c<\/p>\n
<\/div>
arduino<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>docker compose build # \u9996\u6b21\u6267\u884c\u9700\u8981build<\/span>\n<\/span>\ndocker compose run --service-ports kohya-ss-gui<\/span>\n<\/code><\/pre>\n
\u8fc7\u7a0b\u4e2d\u4f1a\u4ecehuggingface.co\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6\uff0c\u5982\u679c\u4e0b\u8f7d\u5931\u8d25\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u624b\u52a8\u4e0b\u8f7d\u5230\u76ee\u5f55kohya_ss\/.cache\/user\/huggingface\/hub\/models–openai–clip-vit-large-patch14\/snapshots\/8d052a0f05efbaefbc9e8786ba291cfdf93e5bff,\u6700\u540e\u7684hash\u503c\u6ce8\u610f\u6539\u6210\u5bf9\u5e94\u7684\u7248\u672c\u3002<\/p>\n
\u4e0b\u8f7d\u5730\u5740huggingface.co\/openai\/clip\u2026<\/a><\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u4e0b\u8f7d\u5b8c\u6210\uff0c\u7136\u540e\u8bbf\u95ee\u7aef\u53e3+7861\u7aef\u53e3\uff0c\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528Kohya_ss\u8bad\u7ec3\u6a21\u578b\u4e86\u3002<\/p>\n
\n
\"image.png\"<\/figure>\n<\/p>\n
\u4e94\u3001\u603b\u7ed3<\/h2>\n
\u5b89\u88c5\u5b8cStable Diffusion\u53ca\u4e0a\u9762\u7684\u63a8\u8350\u63d2\u4ef6\uff0c\u4f60\u7684Stable Diffuion\u5df2\u7ecf\u5177\u5907\u5f3a\u5927\u7684\u751f\u4ea7\u529b\u3002\u540e\u7eed\u6211\u4f1a\u7ee7\u7eed\u540c\u5927\u5bb6\u4e00\u8d77\u63a2\u7d22\u548c\u5206\u4eab\u66f4\u591a\u7684\u4f7f\u7528\u7ecf\u9a8c\uff0c\u656c\u8bf7\u671f\u5f85\u7cfb\u5217\u6587\u7ae0\u4e0b\u4e00\u96c6\u3002<\/p>\n
\n
\u4f5c\u8005\uff1a\u4eac\u4e1c\u79d1\u6280 \u738b\u96f7<\/p>\n
\u6765\u6e90\uff1a\u4eac\u4e1c\u4e91\u5f00\u53d1\u8005\u793e\u533a<\/p>\n<\/blockquote>","protected":false},"excerpt":{"rendered":"
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