{"id":1363,"date":"2025-08-29T23:50:41","date_gmt":"2025-08-29T15:50:41","guid":{"rendered":"https:\/\/www.gaoxigang.com\/?p=1363"},"modified":"2025-08-29T23:50:41","modified_gmt":"2025-08-29T15:50:41","slug":"%e9%98%bf%e9%87%8cwan2-1%e8%a7%86%e9%a2%91%e7%94%9f%e6%88%90%e7%a5%9e%e5%99%a8wanvideowrapper%e5%ae%89%e8%a3%85%e6%8c%87%e5%8d%97%ef%bc%8c%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e6%90%9e","status":"publish","type":"post","link":"https:\/\/www.gaoxigang.com\/index.php\/2025\/08\/29\/%e9%98%bf%e9%87%8cwan2-1%e8%a7%86%e9%a2%91%e7%94%9f%e6%88%90%e7%a5%9e%e5%99%a8wanvideowrapper%e5%ae%89%e8%a3%85%e6%8c%87%e5%8d%97%ef%bc%8c%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e6%90%9e\/","title":{"rendered":"\u963f\u91ccWAN2.1\u89c6\u9891\u751f\u6210\u795e\u5668WanVideoWrapper\u5b89\u88c5\u6307\u5357\uff0c\u624b\u628a\u624b\u6559\u4f60\u641e\u5b9aTriton\u548cSageAttention"},"content":{"rendered":"\n

\u5927\u5bb6\u597d\uff0c\u6700\u8fd1\u963f\u91cc\u7684\u901a\u4e49\u4e07\u76f8WAN2.1\u7279\u522b\u706b\uff0c\u6709\u5f88\u591a\u7a0b\u5e8f\u733f\u5f00\u53d1\u4e86WAN2.1\u57fa\u4e8ecomfyui\u7684\u89c6\u9891\u751f\u6210\u8282\u70b9\uff0c\u5728\u4f17\u591a\u652f\u6301WAN2.1\u7684comfyui\u8282\u70b9\u4e2d\uff0c\u53c8\u4ee5kijai\u5927\u795e\u5f00\u53d1\u7684ComfyUI-WanVideoWrapper\u8282\u70b9\u7684\u751f\u5403\u89c6\u9891\u8d28\u91cf\u6700\u597d\uff0c\u529f\u80fd\u6700\u591a\uff0c\u66f4\u65b0\u6700\u5feb\u3002<\/p>\n\n\n\n

\u7531\u4e8ekijai\u5927\u795e\u4e3a\u4e86\u4f7fComfyUI-WanVideoWrapper\u80fd\u591f\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u89c6\u9891\uff0c\u800c\u4e14\u5c3d\u53ef\u80fd\u5730\u964d\u4f4e\u5bf9\u7cfb\u7edf\u8981\u6c42\u7684\u95e8\u69db\uff0c\u4f7f\u7528\u4e86\u6bd4\u8f83\u591a\u7684\u65b0\u6280\u672f\u3002\u8fd9\u4e5f\u5bfc\u81f4\u4e86\uff0c\u5f88\u591a\u7f51\u53cb\u5728\u5b89\u88c5ComfyUI-WanVideoWrapper\u6240\u4f7f\u7528\u7684\u4f9d\u8d56\u8fc7\u7a0b\u4e2d\u9047\u5230\u4e0d\u5c11\u95ee\u9898\uff0c\u4ece\u800c\u65e0\u6cd5\u4f53\u9a8ckijai\u5927\u795e\u4e3a\u5927\u5bb6\u5e26\u6765\u7684\u6700\u65b0\u6280\u672f\u3002<\/p>\n\n\n\n

\u4eca\u5929\uff0c\u5c31\u6765\u7ed9\u5927\u5bb6\u8bb2\u4e00\u4e0bComfyUI-WanVideoWrapper\u7684\u5b89\u88c5\uff0c\u548c\u8001\u91d1\u5728\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u8e29\u8fc7\u7684\u54ea\u4e9b\u5751\u3002<\/p>\n\n\n\n

\u6211\u4eec\u5148\u6765\u770b\u4e0bComfyUI-WanVideoWrapper\u7684\u6e90\u7801\u5305\u7f51\u5740\uff1a<\/p>\n\n\n\n

\nhttps:\/\/github.com\/kijai\/ComfyUI-WanVideoWrapper\/archive\/refs\/heads\/main.zip\n<\/div><\/figure>\n\n\n\n

\u4e0b\u8f7d\u89e3\u538b\u540e\u653e\u5165custom_nodes\u76ee\u5f55\u4e0b<\/p>\n\n\n\n

\u5728python_embeded\u76ee\u5f55\u4e0b\u8fdb\u5165\u547d\u4ee4\u884c\u7a97\u53e3\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n\n\n\n

python.exe -m pip install -r \u2026\\ComfyUI\\custom_nodes\\ComfyUI-WanVideoWrapper\\requirements.txt<\/p>\n\n\n\n

\u8fd9\u4e2a\u5b89\u88c5\u975e\u5e38\u987a\u5229\uff0c\u96be\u5c31\u96be\u5728ComfyUI-WanVideoWrapper\u6240\u8fd0\u7528\u5230\u7684\u51e0\u4e2a\u6700\u65b0\u6280\u672f\u7684\u4f9d\u8d56Triton\u548cSageAttention\u5b89\u88c5\u6709\u70b9\u5751\uff0c\u63a5\u4e0b\u6765\u8001\u91d1\u5c31\u7ed9\u5927\u5bb6\u4e00\u4e00\u6765\u8bb2\u3002<\/p>\n\n\n\n

\u6211\u4eec\u5148\u6765\u8bf4\u4e00\u4e0bTriton\uff0c\u5728github\u5df2\u7ecf\u83b7\u5f97\uff0c\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u9ad8\u7684\u8bc4\u4ef7\u3002\u90a3\u4ed6\u662f\u5e72\u561b\u7684\u5462\uff1f<\/p>\n\n\n\n

Triton \u662f\u4e00\u4e2a\u7528\u6765\u5199\u9ad8\u6027\u80fd\u8ba1\u7b97\u4ee3\u7801\u7684\u5de5\u5177\uff0c\u7279\u522b\u9002\u5408\u6df1\u5ea6\u5b66\u4e60\u548c\u79d1\u5b66\u8ba1\u7b97\u3002\u5b83\u7684\u76ee\u6807\u662f\u8ba9\u5f00\u53d1\u8005\u7528\u66f4\u7b80\u5355\u7684\u65b9\u5f0f\u5199\u51fa\u9ad8\u6548\u7684\u4ee3\u7801\uff0c\u5c24\u5176\u662f\u9488\u5bf9 GPU\uff08\u6bd4\u5982 NVIDIA \u7684\u663e\u5361\uff09\u7684\u4ee3\u7801\u3002\u76f8\u6bd4\u76f4\u63a5\u7528 CUDA\uff0cTriton \u66f4\u7b80\u5355\u3001\u66f4\u7075\u6d3b\uff0c\u9002\u5408\u4e0d\u592a\u61c2\u5e95\u5c42\u786c\u4ef6\u7684\u4eba\u4f7f\u7528\u3002<\/p>\n\n\n\n

\u9996\u5148\uff0c\u6211\u4eec\u8981\u68c0\u67e5\u4e00\u4e0b\u6211\u4eec\u7cfb\u7edf\u7684CUDA\u7248\u672c\uff0c\u8001\u91d1\u518d\u5b89\u88c5SageAttention\u65f6\u5c31\u9047\u5230\u95ee\u9898\uff0c\u51fa\u9519\u63d0\u793a\u6211\u7684CUDA\u7248\u672c\u592a\u4f4e\uff0c\u4f46\u662f\u8001\u91d1\u7528nvida-smi\u663e\u793a\u662f12.8\uff0c\u540e\u6765\u95ee\u4e86deepseek\uff0c\u624d\u641e\u6e05\u695a<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u539f\u6765\u4f9d\u8d56\u6240\u7528\u5230\u7684\u662fCUDA Toolkit\uff0c\u8d76\u7d27\u4e0b\u4e00\u4e2a<\/p>\n\n\n\n

\nhttps:\/\/developer.nvidia.com\/cuda-downloads?target_os=Windows&target_arch=x86_64&target_version=11&target_type=exe_local\n<\/div><\/figure>\n\n\n\n
\"img\"\/<\/figure>\n\n\n\n

\u4e0b\u8f7d\u540e\u76f4\u63a5\u5b89\u88c5\uff0c\u5b89\u88c5\u5b8c\u91cd\u542fwindows\u5c31\u597d\u4e86\u3002<\/p>\n\n\n\n

\u7b2c\u4e8c\u6b65\uff0c\u5b89\u88c5Visual C++\u5f00\u53d1\u73af\u5883<\/p>\n\n\n\n

\u8001\u89c4\u77e9\u53bb\u5fae\u8f6f\u7f51\u7ad9\u4e0b\u8f7d Visual Studio Build Tools 2022\/2019\u5f00\u53d1\u73af\u5883\uff0c\u7f51\u5740\uff1a<\/p>\n\n\n\n

\nhttps:\/\/visualstudio.microsoft.com\/zh-hans\/downloads\/?q=build+tools\n<\/div><\/figure>\n\n\n\n

\u4e0b\u8f7d\u540e\u5b89\u88c5\u8fd0\u884c\uff0c\u9009\u62e9C++\u684c\u9762\u5f00\u53d1\u5b89\u88c5<\/p>\n\n\n\n

\"\u56fe\u7247\"\/<\/figure>\n\n\n\n

\u53e6\u5916\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u5b89\u88c5\u201cVisual C++ Redistributable for Visual Studio 2015-2022\u201d\uff0c\u4e0d\u60f3\u4e0b\u8f7d\u7684\uff0c\u5b89\u88c5\u6587\u4ef6\u8bf7\u6587\u672b\u81ea\u53d6\u3002<\/p>\n\n\n\n

\nhttps:\/\/aka.ms\/vs\/17\/release\/vc_redist.x64.exe\n<\/div><\/figure>\n\n\n\n

\u5b89\u88c5\u5b8c\u540e\uff0c\u8fd8\u8981\u6dfb\u52a0\u4e00\u4e2a\u7cfb\u7edf\u8def\u5f84\uff0c\u4e0d\u7136\u7f16\u8bd1\u7684\u65f6\u5019\u627e\u4e0d\u5230C++\u7f16\u8bd1\u5668\uff0c\u5177\u4f53\u7cfb\u7edf\u8def\u5f84\u540d\u8bf7\u6839\u636e\u5927\u5bb6\u5404\u81ea\u7684\u5b9e\u9645\u8def\u5f84\u586b\u5199\u54e6\u3002<\/p>\n\n\n\n

\"img\"\/<\/figure>\n\n\n\n

\u641e\u597d\u4e86\uff0c\u4e5f\u8981\u91cd\u542fwindows\u3002<\/p>\n\n\n\n

\u76f8\u4fe1\u5927\u591a\u6570\u7f51\u53cb\u548c\u8001\u91d1\u4e00\u6837\u4f7f\u7528\u7684\u90fd\u662fComfyUI_windows_portable\u7248\u672c\uff0c\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8fd8\u8981\u4e0b\u8f7d\u4e00\u4e2apython\u5305\uff0c\u7f51\u5740\u5982\u4e0b\uff1a<\/p>\n\n\n\n

\nhttps:\/\/github.com\/woct0rdho\/triton-windows\/releases\/v3.0.0-windows.post1\n<\/div><\/figure>\n\n\n\n
\"img\"\/<\/figure>\n\n\n\n

\u5927\u5bb6\u6839\u636e\u81ea\u5df1\u7684python\u7248\u672c\uff0c\u9009\u53d6\u76f8\u5e94\u7684\u5305\u4e0b\u8f7d\uff0c\u53ea\u9700\u8981\u5bf9\u5e94\u7248\u672c\u53f7\u7684\u524d\u4e24\u4f4d\u5373\u53ef\u3002<\/p>\n\n\n\n

\u4e0b\u8f7d\u89e3\u538b\u540e\uff0c\u5c06\u91cc\u9762\u7684\u4e24\u4e2a\u76ee\u5f55\u4e0b\u6240\u6709\u6587\u4ef6\uff0c\u653e\u5165python_embeded\u76ee\u5f55\u4e0b\u3002<\/p>\n\n\n\n

\"img\"\/<\/figure>\n\n\n\n

\u73b0\u5728\u6211\u4eec\u624d\u53ef\u4ee5\u5f00\u59cb\u5b89\u88c5triton\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n\n\n\n

python.exe -m pip install -U triton-windows<\/p>\n\n\n\n

triton\u5b89\u88c5\u5b8c\u4e86\uff0c\u6211\u4eec\u518d\u6765\u5b89\u88c5SageAttention\uff0c\u8fd9\u4e2a\u5c31\u76f8\u5bf9\u7b80\u5355\u4e00\u4e9b\uff0c\u56e0\u4e3a\u4ed6\u4e24\u5b58\u5728\u5dee\u4e0d\u591a\u7684\u95ee\u9898\uff0c\u524d\u9762\u518d\u5b89\u88c5triton\u65f6\u90fd\u5df2\u89e3\u51b3\u54af\u3002<\/p>\n\n\n\n

\u8001\u91d1\u5148\u7ed9\u5927\u5bb6\u7b80\u5355\u8bb2\u4e00\u4e0b\u4ec0\u4e48\u662fSageAttention\uff0c\u5b83 \u662f\u6e05\u534e\u5927\u5b66\u5f00\u53d1\u7684\u4e00\u4e2a\u5de5\u5177\uff0c\u4e13\u95e8\u7528\u6765\u52a0\u901f Attention\uff08\u6ce8\u610f\u529b\u673a\u5236\uff09 \u7684\u8ba1\u7b97\uff0c\u53ef\u4ee5\u8ba9 Attention \u7684\u8ba1\u7b97\u901f\u5ea6\u63d0\u9ad8 2 \u500d\u5230 4.5 \u500d\u3002<\/p>\n\n\n\n

\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u6765\u5b89\u88c5\u5b83\uff0c\u5148\u5230\u4ee5\u4e0b\u76ee\u5f55\u4e0b\u8f7d\u76f8\u5e94\u7684SageAttention\u5305\uff0c\u4e5f\u53ef\u4ee5\u4e0b\u8f7d\u6587\u672b\u8001\u91d1\u7ed9\u5927\u5bb6\u505a\u597d\u7684SageAttention\u5305\uff08\u4e0d\u7528\u4fee\u6539\u6e90\u7801setup.py\uff09\u3002<\/p>\n\n\n\n

\"img\"\/<\/figure>\n\n\n\n

\u7136\u540e\u5206\u522b\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n\n\n\n

git clone https:\/\/github.com\/thu-ml\/SageAttention.git<\/p>\n\n\n\n

cd sageattention<\/p>\n\n\n\n

\u2026\\python_embeded\\python setup.py install<\/p>\n\n\n\n

\u4e00\u822cwindows\u4e0b\u5b89\u88c5\u7b2c\u4e00\u6b21\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u9519\u8bef\uff1a<\/p>\n\n\n\n

\"img\"\/<\/figure>\n\n\n\n

\u6211\u4eec\u7528\u8bb0\u4e8b\u672c\u6253\u5f00setup.py\u6587\u4ef6\uff0c\u627e\u5230\u4e0b\u9762\u8fd9\u884c\u4ee3\u7801\uff1a<\/p>\n\n\n\n

long_description=open(\u2018README.md\u2019).read(),<\/p>\n\n\n\n

\u7136\u540e\u518d\u524d\u9762\u52a0\u4e0a\u201c#\u201d\uff0c\u4fee\u6539\u6210\u5982\u4e0b\uff1a<\/p>\n\n\n\n

long_description=open(\u2018README.md\u2019).read(),<\/h1>\n\n\n\n

\u7136\u540e\u4fdd\u5b58\uff0c\u91cd\u65b0\u8fd0\u884c\u8fd9\u6761\u547d\u4ee4\uff1a<\/p>\n\n\n\n

\u2026\\python_embeded\\python setup.py install<\/p>\n\n\n\n

\u7136\u540e\uff0c\u7cfb\u7edf\u5c31\u4f1a\u8fdb\u5165\u6f2b\u957f\u7684\u7f16\u8bd1\u5b89\u88c5\uff0c\u8bf7\u5927\u5bb6\u8010\u5fc3\u7b49\u5f85\u4e00\u4e0b\uff0c\u7f16\u8bd1\u65f6\u8001\u91d132G\u5185\u5b58\u57fa\u5360\u6ee1\u7684\u3002<\/p>\n\n\n\n

\"img\"\/<\/figure>\n\n\n\n

\u770b\u5230\u8fd9\u6bb5\u6587\u5b57\uff0c\u606d\u559c\u4f60SageAttention\u5b89\u88c5\u5b8c\u4e86\uff0c\u53ef\u4ee5\u4f7f\u7528\u6700\u65b0\u7684SageAttention \u548c Triton \u8fd9\u5bf9\u9ec4\u91d1\u642d\u6863\u52a0\u6301\u7684ComfyUI-WanVideoWrapper\u8282\u70b9\u54af\u3002<\/p>\n\n\n\n

\u6211\u4eec\u770b\u4e0b\u5de5\u4f5c\u6d41\uff1a<\/p>\n\n\n\n

\"img\"\/<\/figure>\n\n\n\n

\u6700\u540e\uff0c\u8fd8\u6709\u5570\u55e6\u51e0\u53e5<\/p>\n\n\n\n

\u7531\u4e8etriton\u6280\u672f\u662f\u57fa\u4e8e\u5728Ada\u67b6\u6784\u7684\uff0c\u6240\u4ee540\u4ee5\u4e0a\u7cfb\u5217\u7684\u663e\u5361\u53ef\u4ee5\u65e0\u7f1d\u4f7f\u7528\uff0c40\u4ee5\u4e0b\u663e\u5361\u9700\u8981\u4f7f\u7528\u7684\u8bdd\uff0c\u5219\u4e0d\u80fd\u4f7f\u7528fp8\u6a21\u578b\uff0c\u9700\u8981\u4f7f\u7528GGUF\u6a21\u578b\u3002<\/p>\n\n\n\n

ComfyUI-WanVideoWrapper\u7ecf\u8001\u91d1\u6d4b\u8bd5\uff0c\u5efa\u8bae\u4f7f\u7528comfyui-manager\u5b89\u88c5\uff0c\u8bf7\u9009\u62e91.0.7\u7248\u672c\u5b89\u88c5\u3002\u4e0d\u8981\u4f7f\u75281.0.8\u7248\u672c\uff0c\u4f1a\u51fa\u9519\u3002<\/p>\n\n\n\n

\u5982\u679c\u7206\u663e\u5b58\u7684\u8bdd\uff0c\u53ef\u4ee5\u8bbe\u7f6eblocks_to_swap\uff0c\u6700\u9ad8\u53ef\u4ee5\u523040<\/p>\n\n\n\n

\"img\"\/<\/figure>\n\n\n\n

\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/blog.csdn.net\/m0_71745754\/article\/details\/146311190<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

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