{"id":28541,"date":"2025-03-13T23:03:43","date_gmt":"2025-03-13T15:03:43","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=28541"},"modified":"2025-03-13T23:03:43","modified_gmt":"2025-03-13T15:03:43","slug":"comfyui-wanvideowrapper","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/comfyui-wanvideowrapper\/","title":{"rendered":"\u57fa\u4e8eWan2.1\u4e3aComfyUI\u63d0\u4f9b\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u63d2\u4ef6"},"content":{"rendered":"<p>ComfyUI-WanVideoWrapper \u662f\u4e00\u4e2a\u7531\u5f00\u53d1\u8005 kijai \u521b\u5efa\u7684\u5f00\u6e90\u63d2\u4ef6\uff0c\u4e13\u4e3a <a href=\"https:\/\/www.kdjingpai.com\/en\/comfyui\/\">ComfyUI<\/a> \u5e73\u53f0\u8bbe\u8ba1\u3002\u5b83\u57fa\u4e8e WanVideo \u7684 <a href=\"https:\/\/www.kdjingpai.com\/wan21\/\">Wan2.1<\/a> \u6a21\u578b\uff0c\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u89c6\u9891\u751f\u6210\u548c\u5904\u7406\u529f\u80fd\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u5b83\u5b9e\u73b0\u56fe\u50cf\u8f6c\u89c6\u9891\uff08I2V\uff09\u3001\u6587\u672c\u8f6c\u89c6\u9891\uff08T2V\uff09\u548c\u89c6\u9891\u5230\u89c6\u9891\uff08V2V\uff09\u8f6c\u6362\u3002\u8fd9\u4e2a\u63d2\u4ef6\u9002\u5408 AI \u7231\u597d\u8005\u3001\u89c6\u9891\u521b\u4f5c\u8005\u4ee5\u53ca\u9700\u8981\u9ad8\u6548\u5de5\u5177\u7684\u7528\u6237\u3002\u9879\u76ee\u6258\u7ba1\u5728 GitHub \u4e0a\uff0c\u622a\u81f3 2025 \u5e74 3 \u6708\uff0c\u5df2\u83b7 1300 \u591a\u4e2a\u661f\u6807\uff0c\u793e\u533a\u6d3b\u8dc3\u3002\u76ee\u524d\u4ecd\u6807\u8bb0\u4e3a\u201c\u5f00\u53d1\u4e2d\u201d\uff08Work in Progress\uff09\uff0c\u529f\u80fd\u5728\u4e0d\u65ad\u5b8c\u5584\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28542\" title=\"\u57fa\u4e8eWan2.1\u4e3aComfyUI\u63d0\u4f9b\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u63d2\u4ef6-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/dbb5f031df9a5cc.jpg\" alt=\"\u57fa\u4e8eWan2.1\u4e3aComfyUI\u63d0\u4f9b\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u63d2\u4ef6-1\" width=\"1697\" height=\"901\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/dbb5f031df9a5cc.jpg 1697w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/dbb5f031df9a5cc-768x408.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/dbb5f031df9a5cc-1536x816.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/dbb5f031df9a5cc-18x10.jpg 18w\" sizes=\"auto, (max-width: 1697px) 100vw, 1697px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u56fe\u50cf\u8f6c\u89c6\u9891\uff08I2V\uff09<\/strong>: \u5c06\u9759\u6001\u56fe\u7247\u8f6c\u4e3a\u52a8\u6001\u89c6\u9891\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u5e27\u6570\u548c\u5206\u8fa8\u7387\u3002<\/li>\n<li><strong>\u6587\u672c\u8f6c\u89c6\u9891\uff08T2V\uff09<\/strong>: \u6839\u636e\u6587\u5b57\u63cf\u8ff0\u751f\u6210\u89c6\u9891\uff0c\u53ef\u8c03\u6574\u751f\u6210\u53c2\u6570\u3002<\/li>\n<li><strong>\u89c6\u9891\u5230\u89c6\u9891\uff08V2V\uff09<\/strong>: \u5bf9\u5df2\u6709\u89c6\u9891\u8fdb\u884c\u589e\u5f3a\u6216\u98ce\u683c\u8f6c\u6362\uff0c\u4fdd\u6301\u52a8\u4f5c\u6d41\u7545\u3002<\/li>\n<li><strong>Wan2.1 \u6a21\u578b\u652f\u6301<\/strong>: \u4f7f\u7528 Wan2.1 \u7684 <a href=\"https:\/\/www.kdjingpai.com\/en\/transformer\/\">Transformer<\/a> \u548c VAE \u6a21\u578b\uff0c\u4e5f\u517c\u5bb9 ComfyUI \u539f\u751f\u7f16\u7801\u6a21\u5757\u3002<\/li>\n<li><strong>\u957f\u89c6\u9891\u751f\u6210<\/strong>: \u901a\u8fc7\u7a97\u53e3\u5927\u5c0f\u548c\u91cd\u53e0\u8bbe\u7f6e\uff0c\u652f\u6301\u751f\u6210\u8d85 1000 \u5e27\u7684\u89c6\u9891\u3002<\/li>\n<li><strong>\u6027\u80fd\u4f18\u5316<\/strong>: \u652f\u6301 torch.compile\uff0c\u63d0\u5347\u751f\u6210\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u4f7f\u7528 ComfyUI-WanVideoWrapper\uff0c\u9700\u5148\u5b89\u88c5 ComfyUI \u5e76\u6dfb\u52a0\u63d2\u4ef6\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u5b89\u88c5 ComfyUI<\/strong>\n<ul>\n<li>\u4ece GitHub \u4e0b\u8f7d ComfyUI \u4e3b\u7a0b\u5e8f\uff08https:\/\/github.com\/comfyanonymous\/ComfyUI\uff09\u3002<\/li>\n<li>\u89e3\u538b\u5230\u672c\u5730\uff0c\u4f8b\u5982\u00a0<code>C:\\ComfyUI<\/code>\u3002<\/li>\n<li>\u5728\u00a0<code>ComfyUI_windows_portable<\/code>\u00a0\u6587\u4ef6\u5939\u8fd0\u884c\u00a0<code>run_nvidia_gpu.bat<\/code>\u00a0\u542f\u52a8\uff08Windows \u7528\u6237\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88c5 WanVideoWrapper \u63d2\u4ef6<\/strong>\n<ul>\n<li>\u8fdb\u5165 ComfyUI \u6839\u76ee\u5f55\u4e0b\u7684\u00a0<code>custom_nodes<\/code>\u00a0\u6587\u4ef6\u5939\u3002<\/li>\n<li>\u4f7f\u7528 Git \u547d\u4ee4\u514b\u9686\u63d2\u4ef6\uff1a\n<pre><code>git clone https:\/\/github.com\/kijai\/ComfyUI-WanVideoWrapper.git\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fdb\u5165\u63d2\u4ef6\u76ee\u5f55\uff1a\n<pre><code>cd ComfyUI-WanVideoWrapper\r\n<\/code><\/pre>\n<\/li>\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a\n<pre><code>python_embeded\\python.exe -m pip install -r requirements.txt\r\n<\/code><\/pre>\n<ul>\n<li>\u5982\u679c\u4f7f\u7528\u4fbf\u643a\u7248\uff0c\u5728\u00a0<code>ComfyUI_windows_portable<\/code>\u00a0\u6587\u4ef6\u5939\u8fd0\u884c\uff1a\n<pre><code>python_embeded\\python.exe -m pip install -r ComfyUI\\custom_nodes\\ComfyUI-WanVideoWrapper\\requirements.txt\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4e0b\u8f7d Wan2.1 \u6a21\u578b<\/strong>\n<ul>\n<li>\u8bbf\u95ee Hugging Face \u6a21\u578b\u4ed3\u5e93\uff08https:\/\/huggingface.co\/Kijai\/WanVideo_comfy\uff09\u3002<\/li>\n<li>\u4e0b\u8f7d\u6240\u9700\u6587\u4ef6\uff1a\n<ul>\n<li>\u6587\u672c\u7f16\u7801\u5668\u653e\u5165\u00a0<code>ComfyUI\/models\/text_encoders<\/code>\u3002<\/li>\n<li>Transformer \u6a21\u578b\u653e\u5165\u00a0<code>ComfyUI\/models\/diffusion_models<\/code>\u3002<\/li>\n<li>VAE \u6a21\u578b\u653e\u5165\u00a0<code>ComfyUI\/models\/vae<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5f\u53ef\u4f7f\u7528 ComfyUI \u81ea\u5e26\u7684\u6587\u672c\u7f16\u7801\u5668\u548c CLIP Vision \u66ff\u4ee3\u539f\u59cb\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u542f\u52a8 ComfyUI<\/strong>\n<ul>\n<li>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u91cd\u542f ComfyUI\uff0c\u63d2\u4ef6\u8282\u70b9\u4f1a\u81ea\u52a8\u52a0\u8f7d\u5230\u754c\u9762\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>1. \u56fe\u50cf\u8f6c\u89c6\u9891\uff08I2V\uff09<\/h4>\n<ul>\n<li><strong>\u51c6\u5907\u5de5\u4f5c<\/strong>: \u786e\u4fdd\u5df2\u52a0\u8f7d Wan2.1 \u6a21\u578b\u548c VAE\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>:\n<ol>\n<li>\u5728 ComfyUI \u754c\u9762\u6dfb\u52a0\u00a0<code>WanVideoModelLoader<\/code>\u00a0\u8282\u70b9\uff0c\u9009\u62e9 Wan2.1 I2V \u6a21\u578b\u3002<\/li>\n<li>\u6dfb\u52a0\u00a0<code>WanVideoVAELoader<\/code>\u00a0\u8282\u70b9\uff0c\u52a0\u8f7d VAE \u6a21\u578b\u3002<\/li>\n<li>\u7528\u00a0<code>Load Image<\/code>\u00a0\u8282\u70b9\u4e0a\u4f20\u56fe\u7247\u3002<\/li>\n<li>\u6dfb\u52a0\u00a0<code>WanVideoSampler<\/code>\u00a0\u8282\u70b9\uff0c\u8bbe\u7f6e\u5e27\u6570\uff08\u5982 81 \u5e27\uff09\u3001\u5206\u8fa8\u7387\uff08\u5982 512&#215;512\uff09\u3002<\/li>\n<li>\u8fde\u63a5\u00a0<code>VHS_VideoCombine<\/code>\u00a0\u8282\u70b9\uff0c\u8bbe\u7f6e\u5e27\u7387\uff08\u5982 16fps\uff09\u548c\u8f93\u51fa\u683c\u5f0f\uff08\u5982 MP4\uff09\u3002<\/li>\n<li>\u70b9\u51fb\u201c\u751f\u6210\u201d\uff0c\u7ed3\u679c\u4fdd\u5b58\u81f3\u00a0<code>ComfyUI\/output<\/code>\u00a0\u6587\u4ef6\u5939\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u6ce8\u610f<\/strong>: \u5b98\u65b9\u6d4b\u8bd5\u663e\u793a\uff0c512x512x81 \u5e27\u5360\u7528\u7ea6 16GB \u663e\u5b58\uff0c\u53ef\u964d\u4f4e\u5206\u8fa8\u7387\u51cf\u5c11\u9700\u6c42\u3002<\/li>\n<\/ul>\n<h4>2. \u6587\u672c\u8f6c\u89c6\u9891\uff08T2V\uff09<\/h4>\n<ul>\n<li><strong>\u51c6\u5907\u5de5\u4f5c<\/strong>: \u51c6\u5907\u6587\u5b57\u63cf\u8ff0\uff0c\u4f8b\u5982\u201c\u591c\u665a\u7684\u57ce\u5e02\u8857\u9053\u201d\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>:\n<ol>\n<li>\u6dfb\u52a0\u00a0<code>LoadWanVideoT5TextEncoder<\/code>\u00a0\u8282\u70b9\uff08\u6216\u7528 ComfyUI \u539f\u751f CLIP \u6a21\u578b\uff09\u3002<\/li>\n<li>\u6dfb\u52a0\u00a0<code>WanVideoTextEncode<\/code>\u00a0\u8282\u70b9\uff0c\u8f93\u5165\u6587\u5b57\u3002<\/li>\n<li>\u8fde\u63a5\u00a0<code>WanVideoModelLoader<\/code>\u00a0\u548c\u00a0<code>WanVideoSampler<\/code>\u00a0\u8282\u70b9\uff0c\u8bbe\u7f6e\u5e27\u6570\uff08\u5982 256\uff09\u3001\u5206\u8fa8\u7387\uff08\u5982 720p\uff09\u3002<\/li>\n<li>\u6dfb\u52a0\u00a0<code>WanVideoDecode<\/code>\u00a0\u8282\u70b9\u89e3\u7801\u3002<\/li>\n<li>\u7528\u00a0<code>VHS_VideoCombine<\/code>\u00a0\u8282\u70b9\u8f93\u51fa\u89c6\u9891\u3002<\/li>\n<li>\u70b9\u51fb\u201c\u751f\u6210\u201d\uff0c\u751f\u6210\u65f6\u95f4\u4f9d\u786c\u4ef6\u800c\u5b9a\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u63d0\u793a<\/strong>: \u5b98\u65b9\u793a\u4f8b\u4e2d\uff0c1.3B T2V \u6a21\u578b\u751f\u6210 1025 \u5e27\u7528 5GB \u663e\u5b58\uff0c\u8017\u65f6 10 \u5206\u949f\uff08RTX 5090\uff09\u3002<\/li>\n<\/ul>\n<h4>3. \u89c6\u9891\u5230\u89c6\u9891\uff08V2V\uff09<\/h4>\n<ul>\n<li><strong>\u51c6\u5907\u5de5\u4f5c<\/strong>: \u51c6\u5907\u4e00\u6bb5\u77ed\u89c6\u9891\uff08MP4 \u683c\u5f0f\uff09\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>:\n<ol>\n<li>\u7528\u00a0<code>VHS_LoadVideo<\/code>\u00a0\u8282\u70b9\u52a0\u8f7d\u89c6\u9891\u3002<\/li>\n<li>\u6dfb\u52a0\u00a0<code>WanVideoEncode<\/code>\u00a0\u8282\u70b9\u7f16\u7801\u89c6\u9891\u3002<\/li>\n<li>\u8fde\u63a5\u00a0<code>WanVideoSampler<\/code>\u00a0\u8282\u70b9\uff0c\u8c03\u6574\u589e\u5f3a\u53c2\u6570\u3002<\/li>\n<li>\u6dfb\u52a0\u00a0<code>WanVideoDecode<\/code>\u00a0\u8282\u70b9\u89e3\u7801\u3002<\/li>\n<li>\u7528\u00a0<code>VHS_VideoCombine<\/code>\u00a0\u8282\u70b9\u8f93\u51fa\u7ed3\u679c\u3002<\/li>\n<li>\u70b9\u51fb\u201c\u751f\u6210\u201d\uff0c\u5b8c\u6210\u589e\u5f3a\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u793a\u4f8b<\/strong>: \u5b98\u65b9\u6d4b\u8bd5\u7528 14B T2V \u6a21\u578b\u8fdb\u884c V2V\uff0c\u6548\u679c\u66f4\u4f18\u3002<\/li>\n<\/ul>\n<h4>4. \u957f\u89c6\u9891\u751f\u6210<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u6b65\u9aa4<\/strong>:\n<ol>\n<li>\u5728\u00a0<code>WanVideoSampler<\/code>\u00a0\u8282\u70b9\u8bbe\u7f6e\u5e27\u6570\uff08\u5982 1025 \u5e27\uff09\u3002<\/li>\n<li>\u8bbe\u7f6e\u7a97\u53e3\u5927\u5c0f\uff08\u5982 81 \u5e27\uff09\u548c\u91cd\u53e0\u503c\uff08\u5982 16\uff09\uff0c\u786e\u4fdd\u52a8\u4f5c\u8fde\u8d2f\u3002<\/li>\n<li>\u5176\u4ed6\u6b65\u9aa4\u4e0e T2V \u6216 I2V \u76f8\u540c\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u786c\u4ef6\u8981\u6c42<\/strong>: \u63a8\u8350\u9ad8\u663e\u5b58 GPU\uff08\u5982 24GB\uff09\uff0c\u4f4e\u914d\u673a\u5668\u53ef\u51cf\u5c0f\u5e27\u6570\u3002<\/li>\n<\/ul>\n<h3>\u7279\u8272\u529f\u80fd\u8be6\u89e3<\/h3>\n<ul>\n<li><strong>Wan2.1 \u6838\u5fc3\u652f\u6301<\/strong>: \u63d2\u4ef6\u57fa\u4e8e Wan2.1 \u6a21\u578b\uff0c\u63d0\u4f9b\u9ad8\u6548\u89c6\u9891\u751f\u6210\u80fd\u529b\u3002<\/li>\n<li><strong>\u517c\u5bb9 ComfyUI \u539f\u751f\u6a21\u5757<\/strong>: \u53ef\u4f7f\u7528 ComfyUI \u81ea\u5e26\u6587\u672c\u7f16\u7801\u5668\u548c CLIP Vision\uff0c\u65e0\u9700\u989d\u5916\u6a21\u578b\u3002<\/li>\n<li><strong>\u957f\u89c6\u9891\u751f\u6210<\/strong>: \u901a\u8fc7\u7a97\u53e3\u548c\u91cd\u53e0\u8bbe\u7f6e\uff0c\u652f\u6301\u8d85\u957f\u89c6\u9891\uff0c\u5b98\u65b9\u6d4b\u8bd5 1025 \u5e27\u8868\u73b0\u7a33\u5b9a\u3002<\/li>\n<li><strong>\u6027\u80fd\u4f18\u5316<\/strong>: \u652f\u6301 torch.compile\uff0c\u663e\u8457\u63d0\u5347\u751f\u6210\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<h3>\u5e38\u89c1\u95ee\u9898<\/h3>\n<ul>\n<li><strong>\u8282\u70b9\u672a\u663e\u793a<\/strong>: \u68c0\u67e5\u4f9d\u8d56\u5b89\u88c5\u662f\u5426\u5b8c\u6574\uff0c\u6216\u91cd\u542f ComfyUI\u3002<\/li>\n<li><strong>\u663e\u5b58\u4e0d\u8db3<\/strong>: \u964d\u4f4e\u5206\u8fa8\u7387\u6216\u5e27\u6570\uff0c\u5b98\u65b9\u5efa\u8bae\u6839\u636e\u786c\u4ef6\u8c03\u6574\u3002<\/li>\n<li><strong>\u6a21\u578b\u8def\u5f84\u9519\u8bef<\/strong>: \u786e\u4fdd\u6a21\u578b\u653e\u5165\u6b63\u786e\u6587\u4ef6\u5939\uff0c\u53c2\u8003\u5b98\u65b9\u8bf4\u660e\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>ComfyUI-WanVideoWrapper \u662f\u4e00\u4e2a\u7531\u5f00\u53d1\u8005 kijai \u521b\u5efa\u7684\u5f00\u6e90\u63d2\u4ef6\uff0c\u4e13\u4e3a ComfyUI \u5e73\u53f0\u8bbe\u8ba1\u3002\u5b83\u57fa\u4e8e WanVideo \u7684 Wan2.1 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