![\"\"](\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/01\/QQ\u622a\u56fe20260121094818.jpg\")
<\/a><\/figure>\n<\/div>\n\n\n\u6b65\u9aa4 2\uff1a\u521b\u5efa\u5e76\u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/p>\n\n\n\n
\u7528 Conda \u9694\u79bb\u73af\u5883\uff0c\u907f\u514d\u5168\u5c40\u5305\u51b2\u7a81\uff1a<\/p>\n\n\n\n
bash<\/p>\n\n\n\n
\u8fd0\u884c<\/p>\n\n\n\n
# \u521b\u5efa\u73af\u5883(\u6307\u5b9aPython 3.10)<\/p>\n\n\n\n
conda create -n idm-vton python=3.10 -y<\/p>\n\n\n\n
# \u6fc0\u6d3b\u73af\u5883<\/p>\n\n\n\n
conda activate idm-vton<\/p>\n\n\n\n
\u6b65\u9aa4 3\uff1a\u5b89\u88c5\u6838\u5fc3\u4f9d\u8d56<\/p>\n\n\n\n
3.1 \u5b89\u88c5 PyTorch(\u5fc5\u9009\uff0c\u5339\u914d CUDA)<\/p>\n\n\n\n
bash<\/p>\n\n\n\n
\u8fd0\u884c<\/p>\n\n\n\n
# CUDA 11.8(\u63a8\u8350\uff0c\u517c\u5bb9\u6027\u6700\u5f3a)<\/p>\n\n\n\n
pip3 install torch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 –index-url https:\/\/download.pytorch.org\/whl\/cu118<\/p>\n\n\n\n
# CUDA 12.1<\/p>\n\n\n\n
# pip3 install torch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 –index-url https:\/\/download.pytorch.org\/whl\/cu121<\/p>\n\n\n\n
# \u9a8c\u8bc1\u5b89\u88c5(\u8f93\u51faTrue\u5219\u6210\u529f)<\/p>\n\n\n\n
python -c “import torch; print(torch.cuda.is_available())”<\/p>\n\n\n\n
3.2 \u5b89\u88c5\u9879\u76ee\u4f9d\u8d56<\/p>\n\n\n\n
bash<\/p>\n\n\n\n
\u8fd0\u884c<\/p>\n\n\n\n
# \u5b89\u88c5\u57fa\u7840\u4f9d\u8d56<\/p>\n\n\n\n
pip install -r requirements.txt<\/p>\n\n\n\n
# \u8865\u5145\u7f3a\u5931\u4f9d\u8d56(\u90e8\u5206\u73af\u5883\u9700\u624b\u52a8\u5b89\u88c5)<\/p>\n\n\n\n
pip install accelerate==0.25.0 diffusers==0.25.0 transformers==4.36.2 einops==0.7.0 opencv-python gradio==4.24.0 pycocotools basicsr<\/p>\n\n\n\n
\u6b65\u9aa4 4\uff1a\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b(\u6838\u5fc3)<\/p>\n\n\n\n
\u6a21\u578b\u5206\u4e3a\u4e13\u5c5e\u6743\u91cd(ckpt \u76ee\u5f55)\u548c\u57fa\u7840\u6269\u6563\u6a21\u578b(\u81ea\u52a8\u4e0b\u8f7d)\uff0c\u624b\u52a8\u4e0b\u8f7d\u4e13\u5c5e\u6743\u91cd\u907f\u514d\u542f\u52a8\u5931\u8d25\uff1a<\/p>\n\n\n\n
4.1 \u6a21\u578b\u4e0b\u8f7d\u5730\u5740<\/p>\n\n\n\n
\u5b98\u65b9 Hugging Face\uff1ahttps:\/\/huggingface.co\/yisol\/IDM-VTON\/tree\/main<\/p>\n\n\n\n
\u56fd\u5185\u955c\u50cf(\u52a0\u901f)\uff1ahttps:\/\/gitcode.com\/hf_mirrors\/ai-gitcode\/IDM-VTON<\/p>\n\n\n\n
4.2 \u76ee\u5f55\u7ed3\u6784(\u5fc5\u987b\u4e25\u683c\u5bf9\u5e94)<\/p>\n\n\n\n
plaintext<\/p>\n\n\n\n
IDM-VTON\/<\/p>\n\n\n\n
\u2514\u2500\u2500 ckpt\/<\/p>\n\n\n\n
\u251c\u2500\u2500 densepose\/<\/p>\n\n\n\n
\u2502 \u2514\u2500\u2500 model_final_162be9.pkl<\/p>\n\n\n\n
\u251c\u2500\u2500 humanparsing\/<\/p>\n\n\n\n
\u2502 \u251c\u2500\u2500 parsing_atr.onnx<\/p>\n\n\n\n
\u2502 \u2514\u2500\u2500 parsing_lip.onnx<\/p>\n\n\n\n
\u2514\u2500\u2500 openpose\/<\/p>\n\n\n\n
\u2514\u2500\u2500 ckpts\/<\/p>\n\n\n\n
\u2514\u2500\u2500 body_pose_model.pth<\/p>\n\n\n\n
\u64cd\u4f5c\uff1a\u4e0b\u8f7d\u4e0a\u8ff0\u6587\u4ef6\uff0c\u6309\u76ee\u5f55\u653e\u5165ckpt\u5bf9\u5e94\u6587\u4ef6\u5939(\u65e0\u6587\u4ef6\u5939\u5219\u624b\u52a8\u521b\u5efa)<\/p>\n\n\n\n
4.3 \u57fa\u7840\u6a21\u578b\u81ea\u52a8\u4e0b\u8f7d<\/p>\n\n\n\n
\u9996\u6b21\u542f\u52a8app.py\u65f6\uff0c\u4f1a\u81ea\u52a8\u4ece Hugging Face \u4e0b\u8f7d SD \u57fa\u7840\u6a21\u578b(\u7ea6 28GB)\uff0c\u56fd\u5185\u7528\u6237\u53ef\u8bbe\u7f6e\u4ee3\u7406\u6216\u624b\u52a8\u4e0b\u8f7d\u540e\u653e\u5165~\/.cache\/huggingface\/hub\u76ee\u5f55\u3002<\/p>\n\n\n\n
\u6b65\u9aa4 5\uff1a\u542f\u52a8 Gradio Demo(\u53ef\u89c6\u5316\u754c\u9762)<\/p>\n\n\n\n
bash<\/p>\n\n\n\n
\u8fd0\u884c<\/p>\n\n\n\n
# \u8fdb\u5165demo\u76ee\u5f55<\/p>\n\n\n\n
cd gradio_demo<\/p>\n\n\n\n
# \u542f\u52a8\u670d\u52a1<\/p>\n\n\n\n
python app.py<\/p>\n\n\n\n
\u542f\u52a8\u6210\u529f\u540e\uff0c\u7ec8\u7aef\u8f93\u51fahttp:\/\/127.0.0.1:7860.\u6d4f\u89c8\u5668\u6253\u5f00\u5373\u53ef\u4f7f\u7528<\/p>\n\n\n\n
\u64cd\u4f5c\uff1a\u4e0a\u4f20\u4eba\u7269\u56fe + \u670d\u88c5\u56fe\uff0c\u70b9\u51fb\u751f\u6210\uff0c\u7b49\u5f85 10\u201330 \u79d2(\u663e\u5b58\u8d8a\u5927\u8d8a\u5feb)<\/p>\n\n\n\n
\u4e09\u3001\u5e38\u89c1\u95ee\u9898 FAQ(\u9ad8\u9891\u6392\u67e5)<\/p>\n\n\n\n
Q1\uff1a\u542f\u52a8\u62a5\u9519CUDA out of memory(\u663e\u5b58\u4e0d\u8db3)<\/p>\n\n\n\n
\u89e3\u51b3\uff1a<\/p>\n\n\n\n
\u964d\u4f4e batch size\uff1a\u4fee\u6539app.py\u4e2dbatch_size=1(\u9ed8\u8ba4 1.\u82e5\u4ecd\u62a5\u9519\u5219\u68c0\u67e5\u5176\u4ed6\u8fdb\u7a0b\u5360\u7528 GPU)<\/p>\n\n\n\n
\u5f00\u542f\u6df7\u5408\u7cbe\u5ea6\uff1a\u5728app.py\u4e2d\u6dfb\u52a0torch.cuda.amp.autocast()<\/p>\n\n\n\n
\u5173\u95ed\u5176\u4ed6 GPU \u7a0b\u5e8f(\u5982 Chrome\u3001\u6e38\u620f)\uff0c\u91ca\u653e\u663e\u5b58<\/p>\n\n\n\n
\u5347\u7ea7\u663e\u5361(16GB \u4ee5\u4e0b\u4e0d\u63a8\u8350\u672c\u5730\u90e8\u7f72\uff0c\u5efa\u8bae\u7528\u4e91 GPU)<\/p>\n\n\n\n
Q2\uff1a\u6a21\u578b\u4e0b\u8f7d\u5931\u8d25 \/ \u901f\u5ea6\u6162<\/p>\n\n\n\n
\u89e3\u51b3\uff1a<\/p>\n\n\n\n
\u56fd\u5185\u7528\u6237\u8bbe\u7f6e Hugging Face \u955c\u50cf\uff1a<\/p>\n\n\n\n
bash<\/p>\n\n\n\n
\u8fd0\u884c<\/p>\n\n\n\n
export HF_ENDPOINT=https:\/\/hf-mirror.com<\/p>\n\n\n\n
\u624b\u52a8\u4e0b\u8f7d\u6a21\u578b\u540e\uff0c\u4fee\u6539app.py\u4e2d\u6a21\u578b\u8def\u5f84\u4e3a\u672c\u5730\u8def\u5f84<\/p>\n\n\n\n
\u68c0\u67e5\u7f51\u7edc\u4ee3\u7406\uff0c\u786e\u4fdd\u80fd\u8bbf\u95ee Hugging Face<\/p>\n\n\n\n
Q3\uff1a\u62a5\u9519ModuleNotFoundError: No module named ‘xxx’<\/p>\n\n\n\n
\u89e3\u51b3\uff1a<\/p>\n\n\n\n
\u786e\u8ba4\u6fc0\u6d3bidm-vton\u73af\u5883(conda activate idm-vton)<\/p>\n\n\n\n
\u91cd\u65b0\u5b89\u88c5\u7f3a\u5931\u5305\uff1apip install xxx(\u5982pip install pycocotools)<\/p>\n\n\n\n
\u5347\u7ea7 pip\uff1apip install –upgrade pip<\/p>\n\n\n\n
Q4\uff1a\u751f\u6210\u7ed3\u679c\u6a21\u7cca \/ \u670d\u88c5\u9519\u4f4d<\/p>\n\n\n\n
\u89e3\u51b3\uff1a<\/p>\n\n\n\n
\u8f93\u5165\u56fe\u8d28\u91cf\uff1a\u4eba\u7269\u56fe\u9700\u6b63\u9762\u3001\u65e0\u906e\u6321\u3001\u5206\u8fa8\u7387\u2265512\u00d7512;\u670d\u88c5\u56fe\u9700\u6b63\u9762\u3001\u65e0\u8936\u76b1\u3001\u7eaf\u8272\u80cc\u666f<\/p>\n\n\n\n
\u8c03\u6574\u53c2\u6570\uff1a\u5728 Gradio \u754c\u9762\u63d0\u9ad8num_inference_steps(\u9ed8\u8ba4 20.\u8c03\u81f3 30\u201350)<\/p>\n\n\n\n
\u66f4\u6362\u6a21\u578b\u6743\u91cd\uff1a\u4e0b\u8f7d\u6700\u65b0\u7248 ckpt \u6587\u4ef6\uff0c\u66ff\u6362\u65e7\u6587\u4ef6<\/p>\n\n\n\n
\u68c0\u67e5\u4eba\u4f53\u89e3\u6790 \/ \u59ff\u6001\u4f30\u8ba1\u6a21\u578b\u662f\u5426\u6b63\u786e\u653e\u5165ckpt\u76ee\u5f55<\/p>\n\n\n\n
Q5\uff1aWindows \u7cfb\u7edf\u542f\u52a8\u62a5\u9519DLL load failed<\/p>\n\n\n\n
\u89e3\u51b3\uff1a<\/p>\n\n\n\n
\u5b89\u88c5 Visual C++ Redistributable(2015\u20132022)\uff1ahttps:\/\/learn.microsoft.com\/zh-cn\/cpp\/windows\/latest-supported-vc-redist<\/p>\n\n\n\n
\u7528 WSL2 \u90e8\u7f72(\u63a8\u8350)\uff0c\u907f\u514d Windows \u539f\u751f\u73af\u5883\u517c\u5bb9\u6027\u95ee\u9898<\/p>\n\n\n\n
\u91cd\u65b0\u5b89\u88c5 PyTorch\uff0c\u786e\u4fdd CUDA \u7248\u672c\u4e0e\u663e\u5361\u9a71\u52a8\u5339\u914d<\/p>\n\n\n\n
Q6\uff1a\u542f\u52a8\u540e\u65e0\u6cd5\u8bbf\u95eehttp:\/\/127.0.0.1:7860<\/p>\n\n\n\n
\u89e3\u51b3\uff1a<\/p>\n\n\n\n
\u68c0\u67e5\u9632\u706b\u5899\uff1a\u5141\u8bb8 Python \/ \u7ec8\u7aef\u8bbf\u95ee\u7f51\u7edc<\/p>\n\n\n\n
\u66f4\u6362\u7aef\u53e3\uff1a\u4fee\u6539app.py\u4e2ddemo.launch(server_port=7861)<\/p>\n\n\n\n
\u68c0\u67e5\u662f\u5426\u6709\u5176\u4ed6\u7a0b\u5e8f\u5360\u7528 7860 \u7aef\u53e3(netstat -ano | findstr 7860)<\/p>\n\n\n\n
Q7\uff1aLinux \u7cfb\u7edf\u62a5\u9519Permission denied<\/p>\n\n\n\n
\u89e3\u51b3\uff1a<\/p>\n\n\n\n
\u7ed9\u9879\u76ee\u76ee\u5f55\u8d4b\u6743\uff1achmod -R 755 IDM-VTON<\/p>\n\n\n\n
\u907f\u514d\u7528 root \u7528\u6237\u8fd0\u884c(\u63a8\u8350\u666e\u901a\u7528\u6237 + conda \u73af\u5883)<\/p>\n\n\n\n
\u68c0\u67e5ckpt\u76ee\u5f55\u4e0b\u6a21\u578b\u6587\u4ef6\u6743\u9650\uff0c\u786e\u4fdd\u53ef\u8bfb<\/p>\n\n\n\n
Q8\uff1a\u5982\u4f55\u6279\u91cf\u751f\u6210\u8bd5\u8863\u56fe(\u975e Gradio \u754c\u9762)<\/p>\n\n\n\n
\u89e3\u51b3\uff1a<\/p>\n\n\n\n
\u53c2\u8003\u9879\u76eescripts\/inference.py\uff0c\u7f16\u5199\u6279\u91cf\u5904\u7406\u811a\u672c<\/p>\n\n\n\n
\u4f20\u5165\u4eba\u7269\u56fe\u5217\u8868\u3001\u670d\u88c5\u56fe\u5217\u8868\uff0c\u5faa\u73af\u8c03\u7528\u6a21\u578b\u751f\u6210<\/p>\n\n\n\n
\u4fdd\u5b58\u7ed3\u679c\u5230\u6307\u5b9a\u76ee\u5f55\uff0c\u652f\u6301\u591a\u7ebf\u7a0b\u52a0\u901f(\u663e\u5b58\u5145\u8db3\u65f6)<\/p>\n\n\n\n
\u56db\u3001\u8fdb\u9636\u4f18\u5316(\u53ef\u9009)<\/p>\n\n\n\n
\u663e\u5b58\u4f18\u5316\uff1a\u4f7f\u7528bitsandbytes\u5f00\u542f 4\/8 \u4f4d\u91cf\u5316\uff0c\u51cf\u5c11\u663e\u5b58\u5360\u7528(\u9002\u5408 12GB \u663e\u5b58)<\/p>\n\n\n\n
bash<\/p>\n\n\n\n
\u8fd0\u884c<\/p>\n\n\n\n
pip install bitsandbytes==0.39.0<\/p>\n\n\n\n
\u901f\u5ea6\u4f18\u5316\uff1a\u5b89\u88c5xformers\u52a0\u901f\u6269\u6563\u6a21\u578b\u63a8\u7406<\/p>\n\n\n\n
bash<\/p>\n\n\n\n
\u8fd0\u884c<\/p>\n\n\n\n
pip install xformers==0.0.23.post1<\/p>\n\n\n\n
\u90e8\u7f72\u4f18\u5316\uff1a\u7528 FastAPI+Uvicorn \u5c01\u88c5 API\uff0c\u652f\u6301\u8fdc\u7a0b\u8c03\u7528<\/p>\n\n\n\n
\u6548\u679c\u4f18\u5316\uff1a\u5fae\u8c03\u6a21\u578b(\u9700\u6570\u636e\u96c6 + \u7b97\u529b)\uff0c\u9002\u914d\u7279\u5b9a\u670d\u88c5\u7c7b\u578b(\u5982\u6c49\u670d\u3001\u897f\u88c5)<\/p>\n\n\n\n
IDM-VTON \u90e8\u7f72\u6838\u5fc3\u662f\u73af\u5883\u5339\u914d + \u6a21\u578b\u8def\u5f84\u6b63\u786e\uff0c16GB + \u663e\u5b58 + CUDA 11.8 \u662f\u6700\u4f73\u7ec4\u5408\u3002\u9047\u5230\u95ee\u9898\u4f18\u5148\u6392\u67e5\u663e\u5b58\u3001\u4f9d\u8d56\u3001\u6a21\u578b\u8def\u5f84\u4e09\u5927\u6838\u5fc3\u70b9\u3002\u82e5\u672c\u5730\u786c\u4ef6\u4e0d\u8db3\uff0c\u53ef\u79df\u7528\u4e91 GPU \u670d\u52a1\u5668(\u5982\u661f\u5b87\u667a\u7b97)\uff0c\u5feb\u901f\u90e8\u7f72\u5e76\u6279\u91cf\u751f\u6210\u8bd5\u8863\u56fe\uff0c\u6ee1\u8db3\u7535\u5546\u3001AI \u521b\u4f5c\u7b49\u573a\u666f\u9700\u6c42\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
IDM-VTON \u662f KAIST \u4e0e OMNIOUS.AI …<\/p>\n","protected":false},"author":2,"featured_media":146,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-145","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":154,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/145","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=145"}],"version-history":[{"count":3,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/145\/revisions"}],"predecessor-version":[{"id":154,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/145\/revisions\/154"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/146"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=145"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=145"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=145"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
![\"idm-vton\u90e8\u7f72\"](\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/01\/idm-vton\u8bd5\u8863.jpg\")
<\/figure>\n<\/div>\n\n\n