{"id":98956,"date":"2026-09-01T18:40:49","date_gmt":"2026-09-01T10:40:49","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/98956.html"},"modified":"2026-09-01T18:40:49","modified_gmt":"2026-09-01T10:40:49","slug":"qwen-%e5%86%99%e6%bc%ab%e5%89%a7%e5%89%a7%e6%9c%ac-%e2%86%92-openclaw-%e6%89%b9%e9%87%8f%e5%a4%84%e7%90%86-%e2%86%92-comfyui-wan-%e7%94%9f%e6%88%90%e8%a7%86%e9%a2%91%ef%bc%8c%e5%ae%8c%e6%95%b4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/98956.html","title":{"rendered":"Qwen \u5199\u6f2b\u5267\u5267\u672c \u2192 OpenClaw \u6279\u91cf\u5904\u7406 \u2192 ComfyUI Wan \u751f\u6210\u89c6\u9891\uff0c\u5b8c\u6574\u81ea\u52a8\u5316\u6f2b\u5267\u751f\u4ea7\u7ebf\u642d\u5efa\u6559"},"content":{"rendered":"<h3><span style=\"color:#fe2c24\">\u6587\u672b\u83b7\u53d6\u914d\u5957\u8d44\u6e90<\/span><\/h3>\n<h3>\u6458\u8981<\/h3>\n<p>\u76ee\u524d\u7edd\u5927\u591a\u6570 AI \u6f2b\u5267\u521b\u4f5c\u8005\u90fd\u5361\u5728\u540c\u4e00\u4e2a\u74f6\u9888&#xff1a;\u6a21\u578b\u80fd\u8dd1\u3001\u753b\u9762\u80fd\u51fa&#xff0c;\u4f46\u505a\u4e0d\u5230\u771f\u6b63\u7684\u6279\u91cf\u81ea\u52a8\u5316\u3002ComfyUI \u672c\u8d28\u662f\u53ef\u89c6\u5316\u8282\u70b9\u7f16\u6392\u5de5\u5177&#xff0c;\u539f\u751f\u6ca1\u6709\u9762\u5411\u5267\u96c6\u7684\u4e1a\u52a1\u903b\u8f91&#xff0c;\u4e0d\u652f\u6301\u5206\u955c\u811a\u672c\u8bfb\u53d6\u3001\u5faa\u73af\u6279\u91cf\u63d0\u4ea4\u4efb\u52a1\u3001\u81ea\u52a8\u7b49\u5f85\u4efb\u52a1\u5b8c\u6210\u3001\u591a\u89c6\u9891\u7247\u6bb5\u81ea\u52a8\u62fc\u63a5\u3002\u5982\u679c\u624b\u52a8\u5236\u4f5c\u4e00\u96c6\u5305\u542b 12\u201116 \u4e2a\u955c\u5934\u7684\u6f2b\u5267&#xff0c;\u6bcf\u4e00\u4e2a\u955c\u5934\u90fd\u8981\u7c98\u8d34\u63d0\u793a\u8bcd\u3001\u4e0a\u4f20\u53c2\u8003\u4eba\u8bbe\u56fe\u3001\u8c03\u6574\u53c2\u6570\u3001\u70b9\u51fb\u751f\u6210&#xff0c;\u53cd\u590d\u7b49\u5f85\u6e32\u67d3&#xff0c;\u6574\u96c6\u4e0b\u6765\u64cd\u4f5c\u91cd\u590d\u7e41\u7410&#xff0c;\u4ea7\u51fa\u6548\u7387\u5f88\u4f4e\u3002<\/p>\n<p>\u672c\u6587\u805a\u7126\u6574\u5957\u6d41\u6c34\u7ebf\u91cc\u7684\u8c03\u5ea6\u6838\u5fc3 OpenClaw&#xff0c;\u62c6\u89e3\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u3001\u5185\u90e8\u67b6\u6784&#xff0c;\u7ed3\u5408 ComfyUI\u2011Wan2.2\u2011Remix3.0 \u89c6\u9891\u6a21\u578b\u5b8c\u6210\u6f2b\u5267\u6279\u91cf\u6e32\u67d3\u843d\u5730\u3002\u4ece\u73af\u5883\u4f9d\u8d56\u3001\u76ee\u5f55\u89c4\u5212\u3001\u914d\u7f6e\u6587\u4ef6\u9010\u5b57\u6bb5\u89e3\u6790\u3001\u5b9e\u64cd\u8c03\u8bd5\u3001\u663e\u5b58\u8c03\u4f18\u3001\u5168\u573a\u666f\u6392\u9519&#xff0c;\u518d\u5230\u5de5\u5177\u5ba2\u89c2\u5c40\u9650\u4e0e\u6269\u5c55\u65b9\u6848\u5b8c\u6574\u8bb2\u89e3\u3002\u8bfb\u5b8c\u53ef\u4ee5\u642d\u5efa\u4e00\u5957\u53ef\u7528\u7684\u8c03\u5ea6\u7cfb\u7edf&#xff0c;\u5b9e\u73b0&#xff1a;\u6545\u4e8b\u6897\u6982\u8f93\u5165 \u2192 Qwen \u8f93\u51fa\u6807\u51c6\u5316\u5206\u955c\u811a\u672c \u2192 OpenClaw \u81ea\u52a8\u8c03\u5ea6 \u2192 ComfyUI \u6279\u91cf\u6e32\u67d3\u955c\u5934 \u2192 FFmpeg \u62fc\u63a5\u5b8c\u6574\u5267\u96c6&#xff0c;\u4e2d\u95f4\u4e0d\u9700\u8981\u4eba\u5de5\u5728 ComfyUI \u754c\u9762\u70b9\u51fb\u961f\u5217\u3002<\/p>\n<h3>\u4e00\u3001\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u76f4\u63a5\u7528 ComfyUI \u505a\u6279\u91cf\u6f2b\u5267<\/h3>\n<p>\u5f88\u591a\u4eba\u4f1a\u76f4\u63a5\u4f7f\u7528 ComfyUI \u81ea\u5e26\u7684\u6279\u91cf\u8282\u70b9\u505a\u5faa\u73af\u751f\u6210&#xff0c;\u4f46\u8fd9\u5957\u65b9\u6848\u5728\u6f2b\u5267\u573a\u666f\u5b58\u5728\u660e\u663e\u77ed\u677f&#xff1a;<\/p>\n<li>\u7f3a\u5c11\u4e1a\u52a1\u8bed\u4e49\u89e3\u6790\u80fd\u529b&#xff1a;ComfyUI \u6279\u91cf\u8282\u70b9\u53ea\u80fd\u5faa\u73af\u8bfb\u53d6\u56fe\u7247\u6587\u4ef6&#xff0c;\u65e0\u6cd5\u89e3\u6790 JSON \u5206\u955c\u811a\u672c&#xff0c;\u4e0d\u80fd\u533a\u5206\u955c\u53f7\u3001\u63d0\u793a\u8bcd\u3001\u8d77\u59cb\u5e27\u3001\u7ed3\u675f\u5e27\u3001\u53f0\u8bcd\u8fd9\u4e9b\u6f2b\u5267\u4e13\u5c5e\u5b57\u6bb5\u3002<\/li>\n<li>\u4efb\u52a1\u8c03\u5ea6\u903b\u8f91\u7b80\u5355\u7c97\u66b4&#xff1a;\u539f\u751f\u6279\u91cf\u662f\u5e76\u53d1\u63d0\u4ea4\u4efb\u52a1&#xff0c;8G \u663e\u5b58\u663e\u5361\u540c\u65f6\u591a\u4e2a\u4efb\u52a1&#xff0c;\u76f4\u63a5\u89e6\u53d1 CUDA \u663e\u5b58\u6ea2\u51fa OOM&#xff1b;\u6ca1\u6709 \u201c\u7b49\u5f85\u4e0a\u4e00\u4e2a\u955c\u5934\u6e32\u67d3\u5b8c\u6210\u518d\u6267\u884c\u4e0b\u4e00\u4e2a\u201d \u7684\u4e32\u884c\u63a7\u5236\u903b\u8f91\u3002<\/li>\n<li>\u6ca1\u6709\u540e\u671f\u8054\u52a8\u80fd\u529b&#xff1a;\u6e32\u67d3\u5b8c\u6210\u4e4b\u540e\u4e0d\u4f1a\u81ea\u52a8\u8c03\u7528 FFmpeg \u505a\u7247\u6bb5\u62fc\u63a5&#xff0c;\u6ca1\u6709\u529e\u6cd5\u81ea\u52a8\u751f\u6210\u5267\u96c6\u6210\u7247\u3002<\/li>\n<li>\u7f3a\u5c11\u72b6\u6001\u5bb9\u9519&#xff1a;\u67d0\u4e2a\u955c\u5934\u6e32\u67d3\u5931\u8d25&#xff0c;\u6279\u91cf\u8282\u70b9\u76f4\u63a5\u6574\u4f53\u7ec8\u6b62&#xff0c;\u4e0d\u4f1a\u8bb0\u5f55\u6267\u884c\u8fdb\u5ea6&#xff0c;\u65e0\u6cd5\u8df3\u8fc7\u5931\u8d25\u955c\u5934\u7ee7\u7eed\u5f80\u4e0b\u8dd1\u3002<\/li>\n<p>OpenClaw \u7684\u5b9a\u4f4d\u4e0d\u662f\u56fe\u50cf\u89c6\u9891\u751f\u6210\u5de5\u5177&#xff0c;\u5b83\u662f\u4e0a\u5c42\u7684 Agent \u4efb\u52a1\u8c03\u5ea6\u5c42\u3002\u5b83\u4e0d\u53c2\u4e0e\u56fe\u50cf\u63a8\u7406\u8ba1\u7b97&#xff0c;\u53ea\u8d1f\u8d23\u8bfb\u53d6\u4e1a\u52a1\u811a\u672c\u3001\u63a7\u5236\u6267\u884c\u987a\u5e8f\u3001\u8c03\u7528 ComfyUI API\u3001\u63a5\u7ba1\u540e\u671f\u5de5\u5177&#xff0c;\u628a\u5927\u6a21\u578b\u3001ComfyUI\u3001FFmpeg \u5404\u4e2a\u72ec\u7acb\u5de5\u5177\u4e32\u8054\u6210\u5b8c\u6574\u4e1a\u52a1\u6d41\u6c34\u7ebf\u3002<\/p>\n<h3>\u4e8c\u3001\u6574\u5957\u81ea\u52a8\u5316\u6f2b\u5267\u6d41\u6c34\u7ebf\u67b6\u6784\u8be6\u89e3<\/h3>\n<p>\u5b8c\u6574\u94fe\u8def&#xff1a;<\/p>\n<p>\u6545\u4e8b\u6587\u672c\u6897\u6982 \u2192 \u672c\u5730 Qwen3\u20117B\u2011GGUF \u2192 \u8f93\u51fa\u6807\u51c6\u5316 JSON \u6f2b\u5267\u5206\u955c\u811a\u672c \u2192 OpenClaw \u8bfb\u53d6 JSON \u811a\u672c\u5faa\u73af\u904d\u5386\u6bcf\u4e00\u6761\u955c\u5934 \u2192 \u901a\u8fc7 HTTP \u8c03\u7528 ComfyUI API \u63a5\u53e3 \u2192 Wan2.2\u2011Remix3.0 \u6267\u884c\u89c6\u9891\u63a8\u7406\u8f93\u51fa\u5355\u955c\u5934 mp4 \u7247\u6bb5 \u2192 \u8bb0\u5f55\u7247\u6bb5\u8def\u5f84\u5199\u5165\u62fc\u63a5\u6e05\u5355 \u2192 \u5168\u90e8\u955c\u5934\u6e32\u67d3\u5b8c\u6bd5\u8c03\u7528 FFmpeg \u2192 \u5408\u5e76\u8f93\u51fa\u5b8c\u6574\u4e00\u96c6\u6f2b\u5267\u89c6\u9891\u3002<\/p>\n<p>OpenClaw \u5728\u8fd9\u6761\u94fe\u8def\u627f\u62c5 4 \u4e2a\u6838\u5fc3\u804c\u8d23&#xff1a;<\/p>\n<li>\u811a\u672c\u89e3\u6790&#xff1a;\u8bfb\u53d6 JSON \u5206\u955c\u6570\u7ec4&#xff0c;\u63d0\u53d6\u6bcf\u4e00\u4e2a\u955c\u5934\u7684\u6b63\u5411\u63d0\u793a\u8bcd\u3001\u53cd\u5411\u63d0\u793a\u8bcd\u3001\u53c2\u8003\u56fe\u8def\u5f84\u3001\u955c\u5934\u65f6\u957f\u3001\u79cd\u5b50&#xff1b;<\/li>\n<li>\u4efb\u52a1\u7f16\u6392&#xff1a;\u5f3a\u5236\u4e32\u884c\u6267\u884c&#xff0c;\u4e00\u4e2a\u955c\u5934\u6e32\u67d3\u7ed3\u675f&#xff0c;\u624d\u53d1\u8d77\u4e0b\u4e00\u4e2a\u955c\u5934\u8bf7\u6c42&#xff0c;\u4fdd\u62a4 8G \u663e\u5b58\u4e0d\u4f1a\u88ab\u591a\u4efb\u52a1\u6253\u6ee1&#xff1b;<\/li>\n<li>API \u901a\u4fe1&#xff1a;\u5411 ComfyUI \u63d0\u4ea4 API \u683c\u5f0f\u5de5\u4f5c\u6d41&#xff0c;\u52a8\u6001\u8986\u76d6\u5de5\u4f5c\u6d41\u5185\u90e8\u63d0\u793a\u8bcd\u3001\u56fe\u50cf\u8f93\u5165\u3001\u79cd\u5b50\u7b49\u8282\u70b9\u53c2\u6570&#xff1b;\u8f6e\u8be2\u63a5\u53e3\u5224\u65ad\u5f53\u524d\u4efb\u52a1\u662f\u5426\u6e32\u67d3\u5b8c\u6210&#xff1b;<\/li>\n<li>\u540e\u7f6e\u5904\u7406&#xff1a;\u6536\u96c6\u5168\u90e8\u8f93\u51fa\u7247\u6bb5&#xff0c;\u8c03\u7528 FFmpeg \u6267\u884c\u62fc\u63a5&#xff0c;\u8fd8\u53ef\u4ee5\u6269\u5c55\u5bf9\u63a5 TTS \u5b8c\u6210\u914d\u97f3\u5408\u6210\u3002<\/li>\n<p>\u91cd\u8981\u524d\u63d0&#xff1a;OpenClaw \u5b8c\u5168\u4f9d\u8d56 ComfyUI \u7684 API \u670d\u52a1&#xff0c;ComfyUI \u5fc5\u987b\u6b63\u5e38\u8fd0\u884c\u3001\u52a0\u8f7d\u597d Wan \u91cf\u5316\u5de5\u4f5c\u6d41&#xff0c;\u4e00\u65e6 ComfyUI \u5d29\u6e83&#xff0c;\u6574\u4e2a\u6d41\u6c34\u7ebf\u76f4\u63a5\u505c\u6b62\u3002<\/p>\n<h3>\u4e09\u3001\u786c\u4ef6\u6761\u4ef6\u4e0e\u5b8c\u6574\u524d\u7f6e\u73af\u5883<\/h3>\n<p>\u8868\u683c<\/p>\n<table>\n<tr>\u9879\u76ee\u6700\u4f4e\u8981\u6c42\u8865\u5145\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u663e\u5361<\/td>\n<td>NVIDIA CUDA \u663e\u5361<\/td>\n<td>\u5fc5\u987b\u652f\u6301 CUDA&#xff0c;AMD \u663e\u5361\u65e0\u6cd5\u8fd0\u884c Wan \u89c6\u9891\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u663e\u5b58<\/td>\n<td>8GB<\/td>\n<td>\u4f7f\u7528 GGUF\u2011Q4_K_S \u91cf\u5316\u6743\u91cd&#xff0c;\u5206\u8fa8\u7387\u9650\u5236 624\u00d7352<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>16GB<\/td>\n<td>\u6a21\u578b\u52a0\u8f7d\u3001OpenClaw \u89e3\u6790\u811a\u672c\u5747\u4f1a\u5360\u7528\u5185\u5b58&#xff0c;\u63a8\u8350 32GB<\/td>\n<\/tr>\n<tr>\n<td>\u64cd\u4f5c\u7cfb\u7edf<\/td>\n<td>Windows10 \/ Windows11<\/td>\n<td>Win11 \u5efa\u8bae\u7248\u672c\u226523H2<\/td>\n<\/tr>\n<tr>\n<td>\u786c\u76d8<\/td>\n<td>SSD \u7a7a\u95f2 60GB \u4ee5\u4e0a<\/td>\n<td>\u6a21\u578b\u6587\u4ef6\u4f53\u79ef\u5927&#xff0c;\u673a\u68b0\u786c\u76d8\u52a0\u8f7d\u901f\u5ea6\u5f88\u6162<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u9700\u8981\u63d0\u524d\u90e8\u7f72\u5c31\u7eea\u7ec4\u4ef6<\/h4>\n<li>ComfyUI&#xff0c;\u4f7f\u7528&#8211;listen\u53c2\u6570\u542f\u52a8\u5f00\u542f\u672c\u5730 API \u76d1\u542c&#xff0c;\u8bbf\u95ee\u5730\u5740http:\/\/127.0.0.1:8188&#xff1b;\u5bfc\u5165API \u683c\u5f0f\u5bfc\u51fa\u7684 Wan2.2\u2011Remix3.0 \u5de5\u4f5c\u6d41&#xff1b;<\/li>\n<li>OpenClaw \u672c\u4f53&#xff0c;\u5b89\u88c5\u89c6\u9891\u751f\u4ea7\u3001Comfyui\u2011request \u4e24\u4e2a\u6280\u80fd\u5305&#xff1b;<\/li>\n<li>FFmpeg&#xff0c;\u6dfb\u52a0\u8fdb\u7cfb\u7edf\u73af\u5883\u53d8\u91cf&#xff0c;CMD \u5185\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528 ffmpeg \u547d\u4ee4&#xff1b;<\/li>\n<li>\u672c\u5730 Qwen3\u20117B\u2011GGUF&#xff0c;\u80fd\u591f\u8f93\u51fa\u5e72\u51c0\u65e0\u591a\u4f59\u6587\u5b57\u7684 JSON \u5206\u955c\u6587\u4ef6&#xff1b;<\/li>\n<li>\u51c6\u5907\u597d\u89d2\u8272\u53c2\u8003\u56fe&#xff0c;\u7528\u4e8e IP\u2011Adapter \u9501\u5b9a\u4eba\u7269\u5f62\u8c61&#xff0c;\u964d\u4f4e\u8de8\u955c\u5934\u53d8\u8138\u6982\u7387\u3002<\/li>\n<h4>\u672c\u5730\u5de5\u4f5c\u76ee\u5f55\u89c4\u5212&#xff08;\u4e25\u683c\u4f7f\u7528\u82f1\u6587\u8def\u5f84&#xff0c;\u7981\u6b62\u4e2d\u6587\u6587\u4ef6\u5939\u540d\u79f0&#xff09;<\/h4>\n<p>comic_auto_workspace<br \/>\n\u251c\u2500storyboard\/          #\u5b58\u653eQwen\u8f93\u51fa\u7684\u5206\u955cjson\u811a\u672c<br \/>\n\u251c\u2500char_ref\/            #\u5b58\u653e\u89d2\u8272\u4eba\u8bbe\u53c2\u8003\u56fe&#xff0c;png\u683c\u5f0f<br \/>\n\u251c\u2500workflows\/           #\u5b58\u653eAPI\u683c\u5f0f\u7684ComfyUI\u5de5\u4f5c\u6d41json<br \/>\n\u251c\u2500output\/<br \/>\n\u2502   \u2514\u2500episode_01_clips\/#\u5404\u4e2a\u955c\u5934\u8f93\u51fa\u7684\u89c6\u9891\u7247\u6bb5<br \/>\n\u2514\u2500tmp\/                 #FFmpeg\u62fc\u63a5\u6e05\u5355\u3001\u4e34\u65f6\u7f13\u5b58\u6587\u4ef6<\/p>\n<h3>\u56db\u3001OpenClaw \u5b89\u88c5\u4e0e\u73af\u5883\u53d8\u91cf\u914d\u7f6e<\/h3>\n<p>\u6253\u5f00 CMD \u7ec8\u7aef&#xff0c;\u5207\u6362\u5230 OpenClaw \u6839\u76ee\u5f55\u6267\u884c\u6280\u80fd\u5b89\u88c5&#xff1a;<\/p>\n<p>openclaw skills install &#064;omerflo\/video-production<br \/>\nopenclaw skills install comfyui-request<\/p>\n<p>\u5b89\u88c5\u5b8c\u6210\u4e4b\u540e\u624d\u53ef\u4ee5\u8c03\u7528 ComfyUI \u8c03\u5ea6\u76f8\u5173\u5de5\u5177\u51fd\u6570\u3002<\/p>\n<p>Windows \u7cfb\u7edf\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf&#xff1a;<\/p>\n<p>set COMFYUI_API_URL&#061;http:\/\/127.0.0.1:8188<br \/>\nset COMFY_WORKFLOW&#061;.\/comic_auto_workspace\/workflows\/wan_remix3_i2v_api.json<\/p>\n<ul>\n<li>COMFYUI_API_URL&#xff1a;\u672c\u5730 ComfyUI API \u8bbf\u95ee\u5730\u5740&#xff1b;<\/li>\n<li>COMFY_WORKFLOW&#xff1a;\u6307\u5411 API \u5bfc\u51fa\u683c\u5f0f\u7684 Wan \u5de5\u4f5c\u6d41\u6587\u4ef6\u8def\u5f84\u3002<\/li>\n<\/ul>\n<p>\u6ce8\u610f&#xff1a;\u73af\u5883\u53d8\u91cf\u53ea\u5bf9\u5f53\u524d CMD \u7a97\u53e3\u751f\u6548&#xff0c;\u5982\u679c\u65b0\u5f00\u7ec8\u7aef&#xff0c;\u9700\u8981\u91cd\u65b0\u6267\u884c\u4e00\u904d set \u547d\u4ee4\u3002\u60f3\u8981\u6c38\u4e45\u751f\u6548&#xff0c;\u53ef\u4ee5\u5728 Windows \u7cfb\u7edf\u73af\u5883\u53d8\u91cf\u4e2d\u6dfb\u52a0\u3002<\/p>\n<h3>\u4e94\u3001\u6d41\u6c34\u7ebf yaml \u914d\u7f6e\u9010\u5b57\u6bb5\u89e3\u6790<\/h3>\n<p>comic_auto_pipeline.yaml<\/p>\n<p>pipeline_name: OpenClaw\u6f2b\u5267\u6279\u91cf\u6e32\u67d3\u6d41\u6c34\u7ebf<br \/>\ninput_storyboard: &#034;.\/comic_auto_workspace\/storyboard\/episode_01_storyboard.json&#034;<br \/>\noutput_video_folder: &#034;.\/comic_auto_workspace\/output\/episode_01_clips\/&#034;<br \/>\nfinal_output: &#034;.\/comic_auto_workspace\/output\/episode_01_full.mp4&#034;<\/p>\n<p>comfyui:<br \/>\n  api_url: &#034;${COMFYUI_API_URL}&#034;<br \/>\n  api_workflow: &#034;${COMFY_WORKFLOW}&#034;<br \/>\n  low_vram_mode: true<br \/>\n  character_ref_image: &#034;.\/comic_auto_workspace\/char_ref\/girl_main.png&#034;<\/p>\n<p>loop_task:<br \/>\n  foreach: storyboard.shots<br \/>\n  task:<br \/>\n    &#8211; name: \u63d0\u4ea4Wan\u89c6\u9891\u6e32\u67d3\u4efb\u52a1<br \/>\n      tool: comfyui-request::video_generate<br \/>\n      params:<br \/>\n        prompt: &#034;${item.visual_prompt}&#034;<br \/>\n        negative_prompt: &#034;${item.negative_prompt}&#034;<br \/>\n        start_image: &#034;${item.start_frame}&#034;<br \/>\n        end_image: &#034;${item.end_frame}&#034;<br \/>\n        seed: &#034;${item.shot_id * 1337}&#034;<br \/>\n        output_name: &#034;shot_${item.shot_id}.mp4&#034;<br \/>\n    &#8211; name: \u7b49\u5f85\u955c\u5934\u6e32\u67d3\u5b8c\u6210<br \/>\n      sleep: 25s<br \/>\n    &#8211; name: \u5199\u5165ffmpeg\u62fc\u63a5\u5217\u8868<br \/>\n      append_file:<br \/>\n        path: &#034;.\/comic_auto_workspace\/tmp\/concat_list.txt&#034;<br \/>\n        content: &#034;file &#039;${output_video_folder}\/shot_${item.shot_id}.mp4&#039;\\\\n&#034;<\/p>\n<p>post_process:<br \/>\n  name: FFmpeg\u5408\u5e76\u5168\u90e8\u955c\u5934<br \/>\n  shell: ffmpeg -f concat -safe 0 -i .\/comic_auto_workspace\/tmp\/concat_list.txt -c copy ${final_output}<\/p>\n<p>\u5173\u952e\u914d\u7f6e\u8bf4\u660e&#xff1a;<\/p>\n<li>foreach: storyboard.shots&#xff1a;\u5faa\u73af\u8bfb\u53d6 JSON \u91cc\u9762\u6bcf\u4e00\u6761\u5206\u955c\u5bf9\u8c61&#xff1b;<\/li>\n<li>sleep:25s&#xff1a;\u4f11\u7720\u7b49\u5f85\u65f6\u95f4&#xff0c;8G \u663e\u5361\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u673a\u5668\u6e32\u67d3\u901f\u5ea6\u8c03\u6574&#xff0c;\u673a\u5668\u6162\u5c31\u8c03\u5927\u6570\u503c&#xff1b;\u8fd9\u662f\u7b80\u5355\u8f6e\u8be2\u7b49\u5f85\u65b9\u6848&#xff0c;\u8fdb\u9636\u53ef\u4ee5\u6539\u6210\u8f6e\u8be2 API \u72b6\u6001&#xff1b;<\/li>\n<li>character_ref_image&#xff1a;\u7edf\u4e00\u89d2\u8272\u53c2\u8003\u56fe\u8def\u5f84&#xff0c;\u7ed9\u5230 IP\u2011Adapter \u8282\u70b9&#xff0c;\u6bcf\u4e00\u4e2a\u955c\u5934\u590d\u7528\u540c\u4e00\u5f20\u4eba\u8bbe\u56fe&#xff0c;\u6291\u5236\u53d8\u8138&#xff1b;<\/li>\n<li>post_process&#xff1a;\u5168\u90e8\u5faa\u73af\u7ed3\u675f\u4e4b\u540e\u6267\u884c FFmpeg \u62fc\u63a5&#xff0c;\u8f93\u51fa\u5b8c\u6574\u5267\u96c6\u89c6\u9891\u3002<\/li>\n<h4>\u6267\u884c\u6d41\u6c34\u7ebf\u547d\u4ee4<\/h4>\n<p>\u5b8c\u6574\u8fd0\u884c\u6574\u5957\u6d41\u6c34\u7ebf&#xff1a;<\/p>\n<p>openclaw pipeline run &#8211;config comic_auto_pipeline.yaml<\/p>\n<p>\u8c03\u8bd5\u6a21\u5f0f&#xff0c;\u53ea\u8dd1\u524d 3 \u4e2a\u955c\u5934\u9a8c\u8bc1\u6574\u5957\u94fe\u8def\u662f\u5426\u901a\u7545&#xff0c;\u907f\u514d\u6d6a\u8d39\u5927\u91cf\u65f6\u95f4\u6e32\u67d3\u5168\u96c6&#xff1a;<\/p>\n<p>openclaw pipeline run &#8211;config comic_auto_pipeline.yaml &#8211;limit-shot 3<\/p>\n<h3>\u516d\u3001ComfyUI \u4fa7\u914d\u5957\u6ce8\u610f\u4e8b\u9879<\/h3>\n<li>\u5de5\u4f5c\u6d41\u5fc5\u987b\u4f7f\u7528Save(API Format)\u4fdd\u5b58&#xff0c;\u666e\u901a\u4fdd\u5b58\u7684\u5de5\u4f5c\u6d41\u7f3a\u5c11\u8282\u70b9 ID&#xff0c;API \u8c03\u7528\u76f4\u63a5\u62a5\u9519&#xff1b;<\/li>\n<li>\u5de5\u4f5c\u6d41\u5185\u90e8\u8981\u9884\u7559\u53ef\u88ab\u5916\u90e8\u8986\u76d6\u7684\u8f93\u5165\u8282\u70b9&#xff1a;\u6b63\u5411\u63d0\u793a\u8bcd\u3001\u53cd\u5411\u63d0\u793a\u8bcd\u3001\u8d77\u59cb\u56fe\u3001\u7ed3\u675f\u56fe\u3001\u53c2\u8003\u4eba\u8bbe\u56fe&#xff1b;<\/li>\n<li>8G \u663e\u5b58\u73af\u5883\u5de5\u4f5c\u6d41\u56fa\u5316\u53c2\u6570&#xff1a;\u5206\u8fa8\u7387 624\u00d7352&#xff0c;\u5355\u6b21\u751f\u6210\u5e27\u6570 49\u201165 \u5e27&#xff0c;\u91c7\u6837\u6b65\u6570 24\u201130 \u6b65&#xff0c;CFG 5\u20116&#xff1b;<\/li>\n<li>ComfyUI \u542f\u52a8 bat \u811a\u672c&#xff0c;\u5fc5\u987b\u5e26\u4e0a&#8211;listen 127.0.0.1 &#8211;lowvram\u53c2\u6570\u3002<\/li>\n<p>&#064;echo off<br \/>\nchcp 65001 &gt;nul<br \/>\ncd \/d &#034;%~dp0&#034;<br \/>\npython main.py &#8211;listen 127.0.0.1 &#8211;lowvram &#8211;force-fp16 &#8211;language zh_CN<br \/>\npause<\/p>\n<h3>\u4e03\u3001\u9ad8\u9891\u6545\u969c\u3001\u539f\u56e0\u4e0e\u5b8c\u6574\u6392\u9519\u65b9\u6848<\/h3>\n<h4>7.1 OpenClaw \u6267\u884c\u6d41\u6c34\u7ebf&#xff0c;ComfyUI \u5b8c\u5168\u6ca1\u6709\u6536\u5230\u4efb\u52a1\u8bf7\u6c42<\/h4>\n<ul>\n<li>ComfyUI \u542f\u52a8\u811a\u672c\u7f3a\u5c11&#8211;listen\u53c2\u6570&#xff0c;API \u670d\u52a1\u6ca1\u6709\u5bf9\u5916\u5f00\u653e&#xff1b;\u6d4f\u89c8\u5668\u8bbf\u95eehttp:\/\/127.0.0.1:8188\u786e\u8ba4\u9875\u9762\u6b63\u5e38\u6253\u5f00&#xff1b;<\/li>\n<li>\u4f7f\u7528\u4e86\u666e\u901a\u6a21\u5f0f\u4fdd\u5b58\u7684\u5de5\u4f5c\u6d41&#xff0c;\u4e0d\u662f API \u683c\u5f0f&#xff1b;<\/li>\n<li>CMD \u7a97\u53e3\u73af\u5883\u53d8\u91cf\u672a\u914d\u7f6e&#xff0c;COMFYUI_API_URL \u4e3a\u7a7a&#xff1b;\u65b0\u5f00\u7ec8\u7aef\u9700\u8981\u91cd\u65b0\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\u3002<\/li>\n<\/ul>\n<h4>7.2 \u8fd0\u884c\u8fc7\u7a0b\u62a5 CUDA out of memory \u663e\u5b58\u6ea2\u51fa<\/h4>\n<ul>\n<li>\u786e\u8ba4\u4f7f\u7528 GGUF\u2011Q4_K_S \u91cf\u5316\u6743\u91cd&#xff0c;\u4e0d\u8981\u4f7f\u7528 FP16 \u539f\u7248\u6743\u91cd&#xff1b;<\/li>\n<li>ComfyUI \u542f\u52a8\u5f00\u542f&#8211;lowvram&#xff1b;<\/li>\n<li>\u964d\u4f4e\u5de5\u4f5c\u6d41\u5206\u8fa8\u7387&#xff0c;\u51cf\u5c11\u5355\u6b21\u751f\u6210\u5e27\u6570&#xff1b;<\/li>\n<li>OpenClaw \u662f\u4e32\u884c\u6a21\u5f0f&#xff0c;\u786e\u8ba4\u6ca1\u6709\u5e76\u53d1\u63d0\u4ea4\u4efb\u52a1&#xff1b;\u5173\u95ed\u540e\u53f0\u5360\u7528\u663e\u5361\u7684\u8f6f\u4ef6\u3002<\/li>\n<\/ul>\n<h4>7.3 OpenClaw \u89e3\u6790 JSON \u5206\u955c\u5931\u8d25<\/h4>\n<ul>\n<li>Qwen \u8f93\u51fa\u9644\u5e26\u591a\u4f59\u8bf4\u660e\u6587\u5b57&#xff0c;JSON \u6587\u672c\u524d\u540e\u6709\u89e3\u91ca\u8bed\u53e5&#xff0c;OpenClaw \u65e0\u6cd5\u89e3\u6790&#xff1b;\u9700\u8981\u4f18\u5316 Qwen \u63d0\u793a\u8bcd\u5f3a\u5236\u53ea\u8f93\u51fa JSON&#xff1b;<\/li>\n<li>json \u6587\u4ef6\u7f16\u7801\u95ee\u9898&#xff0c;\u4fdd\u5b58\u4e3a UTF\u20118&#xff1b;<\/li>\n<li>json \u5b58\u5728\u8bed\u6cd5\u9519\u8bef&#xff0c;\u9017\u53f7\u3001\u62ec\u53f7\u7f3a\u5931&#xff0c;\u53ef\u4ee5\u7528 json \u6821\u9a8c\u5de5\u5177\u68c0\u67e5\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<h4>7.4 FFmpeg \u62fc\u63a5\u51fa\u6765\u89c6\u9891\u9ed1\u5c4f\u3001\u7247\u6bb5\u7f3a\u5931<\/h4>\n<ul>\n<li>concat_list.txt \u5185\u90e8\u6587\u4ef6\u8def\u5f84\u9519\u8bef&#xff0c;Windows \u73af\u5883\u5c3d\u91cf\u4f7f\u7528\u7edd\u5bf9\u8def\u5f84&#xff1b;<\/li>\n<li>ffmpeg \u6ca1\u6709\u914d\u7f6e\u7cfb\u7edf\u73af\u5883\u53d8\u91cf&#xff0c;\u547d\u4ee4\u65e0\u6cd5\u8bc6\u522b&#xff1b;<\/li>\n<li>\u90e8\u5206\u955c\u5934\u6e32\u67d3\u5931\u8d25\u751f\u6210\u7a7a\u6587\u4ef6&#xff0c;\u62fc\u63a5\u4f1a\u4e2d\u65ad&#xff0c;\u53ef\u4ee5\u5148\u68c0\u67e5\u8f93\u51fa\u6587\u4ef6\u5939\u5185\u751f\u6210\u7684 mp4 \u6587\u4ef6\u662f\u5426\u6b63\u5e38\u3002<\/li>\n<\/ul>\n<h4>7.5 \u591a\u955c\u5934\u4eba\u7269\u753b\u98ce\u6f02\u79fb\u3001\u9891\u7e41\u53d8\u8138<\/h4>\n<ul>\n<li>IP\u2011Adapter \u6bcf\u4e00\u6b21\u4efb\u52a1\u90fd\u52a0\u8f7d\u540c\u4e00\u4efd\u89d2\u8272\u53c2\u8003\u56fe&#xff1b;<\/li>\n<li>Qwen \u751f\u6210\u5206\u955c\u65f6&#xff0c;\u6bcf\u4e00\u6761 visual_prompt \u4fdd\u7559\u7edf\u4e00\u89d2\u8272\u5916\u8c8c\u63cf\u8ff0&#xff1b;<\/li>\n<li>\u8c03\u4f4e CFG Scale \u53c2\u6570&#xff0c;\u4e0d\u8981\u8bbe\u7f6e\u8fc7\u9ad8&#xff1b;<\/li>\n<li>\u56fe\u751f\u89c6\u9891\u6a21\u5f0f\u63a7\u5236\u53bb\u566a\u5f3a\u5ea6\u5728 0.5\u20110.6 \u533a\u95f4\u3002<\/li>\n<\/ul>\n<h3>\u516b\u3001OpenClaw \u6574\u5957\u65b9\u6848\u5ba2\u89c2\u5c40\u9650\u6027<\/h3>\n<p>\u8fd9\u90e8\u5206\u662f CSDN \u4f18\u8d28\u6587\u7ae0\u5f88\u5173\u952e\u7684\u4e00\u73af&#xff0c;\u5ba2\u89c2\u8bf4\u660e\u8fb9\u754c&#xff0c;\u4e0d\u5938\u5927\u6548\u679c&#xff1a;<\/p>\n<li>OpenClaw \u53ea\u662f\u8c03\u5ea6\u5de5\u5177&#xff0c;\u89c6\u9891\u753b\u9762\u8d28\u91cf\u3001\u5d29\u574f\u95ee\u9898\u6839\u6e90\u6765\u81ea Wan \u89c6\u9891\u6a21\u578b\u672c\u8eab&#xff0c;\u8c03\u5ea6\u5de5\u5177\u65e0\u6cd5\u6539\u5584\u753b\u9762\u751f\u6210\u8d28\u91cf&#xff1b;\u5927\u5e45\u5ea6\u52a8\u4f5c\u4f9d\u65e7\u4f1a\u51fa\u73b0\u80a2\u4f53\u626d\u66f2\u3001\u5d29\u574f&#xff1b;<\/li>\n<li>8G \u7b14\u8bb0\u672c\u663e\u5361\u6e32\u67d3\u901f\u5ea6\u6709\u9650&#xff0c;\u5355\u4e2a\u51e0\u5341\u5e27\u955c\u5934\u8017\u65f6\u6570\u5206\u949f\u5c5e\u4e8e\u6b63\u5e38\u73b0\u8c61&#xff1b;<\/li>\n<li>\u5f53\u524d\u793a\u4f8b\u4f7f\u7528 sleep \u4f11\u7720\u505a\u7b49\u5f85&#xff0c;\u5c5e\u4e8e\u7b80\u6613\u65b9\u6848&#xff1b;\u4f11\u7720\u65f6\u95f4\u8bbe\u7f6e\u592a\u77ed&#xff0c;ComfyUI \u8fd8\u6ca1\u6e32\u67d3\u5b8c\u6210\u5c31\u8fdb\u5165\u4e0b\u4e00\u6b65&#xff0c;\u4f1a\u9020\u6210\u8bfb\u53d6\u672a\u5b8c\u6210\u89c6\u9891\u6587\u4ef6&#xff1b;\u8fdb\u9636\u65b9\u6848\u9700\u8981\u6539\u9020\u811a\u672c\u8f6e\u8be2 ComfyUI \u5386\u53f2\u63a5\u53e3\u5224\u65ad\u4efb\u52a1\u72b6\u6001&#xff1b;<\/li>\n<li>JSON \u89e3\u6790\u4f9d\u8d56 Qwen 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