{"id":93808,"date":"2026-08-13T09:56:46","date_gmt":"2026-08-13T01:56:46","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93808.html"},"modified":"2026-08-13T09:56:46","modified_gmt":"2026-08-13T01:56:46","slug":"minimax-h3-%e6%9c%ac%e5%9c%b0%e8%b7%91%e4%b8%8d%e5%8a%a8%ef%bc%9f%e4%bb%8e%e8%83%bd%e5%90%af%e5%8a%a8%e5%88%b0%e8%83%bd%e4%ba%a4%e4%bb%98%e7%9a%84-5-%e4%b8%aa","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93808.html","title":{"rendered":"MiniMax H3 \u672c\u5730\u8dd1\u4e0d\u52a8\uff1f\u4ece\u201c\u80fd\u542f\u52a8\u201d\u5230\u201c\u80fd\u4ea4\u4ed8\u201d\u7684 5 \u4e2a\u6027\u80fd\u74f6\u9888\u6392\u67e5"},"content":{"rendered":"<p>MiniMax H3 \u5f00\u653e H3-Base \u6743\u91cd\u540e&#xff0c;\u201c\u672c\u5730\u8dd1\u89c6\u9891\u201d\u4ece\u6982\u5ff5\u53d8\u6210\u4e86\u771f\u5b9e\u9009\u62e9\u3002\u4f46\u5f88\u591a\u4eba\u5b8c\u6210\u5b89\u88c5\u540e\u7684\u7b2c\u4e00\u53cd\u5e94\u5e76\u4e0d\u662f\u201c\u7ec8\u4e8e\u80fd\u51fa\u7247\u4e86\u201d&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<ul>\n<li>\u5de5\u4f5c\u6d41\u80fd\u52a0\u8f7d&#xff0c;\u4e00\u70b9\u751f\u6210\u5c31\u7206\u663e\u5b58&#xff1b;<\/li>\n<li>\u4e0d\u62a5\u9519&#xff0c;\u4f46\u4e00\u6761\u77ed\u89c6\u9891\u8981\u8dd1\u5f88\u4e45&#xff1b;<\/li>\n<li>\u4e3a\u4e86\u7701\u663e\u5b58\u6362\u4e86\u91cf\u5316&#xff0c;\u4eba\u7269\u3001\u53c2\u8003\u56fe\u6216\u52a8\u4f5c\u53cd\u800c\u4e0d\u7a33\u5b9a&#xff1b;<\/li>\n<li>\u5355\u6761\u80fd\u51fa\u7ed3\u679c&#xff0c;\u6279\u91cf\u4efb\u52a1\u5374\u6392\u961f\u3001\u5931\u8d25\u3001\u627e\u4e0d\u5230\u8f93\u51fa&#xff1b;<\/li>\n<li>\u672c\u5730 768p \u5df2\u7ecf\u80fd\u505a&#xff0c;\u5374\u88ab\u8981\u6c42\u7a33\u5b9a\u4ea4\u4ed8 2K \u4e3b\u7247\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u73b0\u8c61\u591a\u6570\u4e0d\u662f\u5355\u70b9\u6545\u969c&#xff0c;\u800c\u662f\u628a\u201c\u80fd\u542f\u52a8\u6a21\u578b\u201d\u8bef\u5f53\u6210\u201c\u5177\u5907\u4ea4\u4ed8\u80fd\u529b\u201d\u3002H3 \u7684\u672c\u5730\u57fa\u7840\u8def\u7ebf\u9700\u8981\u540c\u65f6\u5904\u7406\u89c6\u9891\u751f\u6210\u4e3b\u4f53\u3001\u6587\u672c\u7f16\u7801\u3001\u89c6\u9891\/\u97f3\u9891\u89e3\u7801\u3001\u53c2\u8003\u7d20\u6750\u548c\u7ed3\u679c\u5b58\u50a8&#xff1b;\u800c\u4e14\u7eaf\u672c\u5730 H3-Base \u7684\u539f\u751f\u8f93\u51fa\u8fb9\u754c\u662f 768p&#xff0c;\u7ebf\u4e0a 2K \u8fd8\u6d89\u53ca\u672a\u5f00\u653e\u7684\u6a21\u5757&#xff0c;\u76f8\u5173\u516c\u5f00\u8bf4\u660e\u89c1\u6587\u672b\u53c2\u8003\u8d44\u6599 [1]\u3002<\/p>\n<p>\u672c\u6587\u4e0d\u63d0\u4f9b\u67d0\u4e00\u5f20\u663e\u5361\u7684\u4e07\u80fd\u53c2\u6570&#xff0c;\u4e5f\u4e0d\u628a\u793e\u533a\u7684\u5355\u673a\u8017\u65f6\u5f53\u4f5c\u901a\u7528\u57fa\u51c6\u3002\u5b83\u7ed9\u51fa\u7684\u662f\u4e00\u5957\u4ece\u75c7\u72b6\u5230\u6307\u6807\u7684\u6392\u67e5\u987a\u5e8f&#xff0c;\u9002\u5408\u4f7f\u7528 ComfyUI \u6216\u81ea\u5efa\u5de5\u4f5c\u6d41\u8fd0\u884c H3-Base \u7684\u56e2\u961f\u3002<\/p>\n<h3>\u4e00\u3001\u5148\u5efa\u7acb\u201c\u53ef\u4ea4\u4ed8\u201d\u6807\u51c6&#xff1a;\u4e0d\u8981\u53ea\u95ee\u80fd\u4e0d\u80fd\u8dd1<\/h3>\n<p>\u672c\u5730\u751f\u6210\u81f3\u5c11\u6709\u56db\u4e2a\u5c42\u7ea7&#xff1a;<\/p>\n<table>\n<tr>\u5c42\u7ea7\u8868\u73b0\u80fd\u5426\u8fdb\u5165\u751f\u4ea7<\/tr>\n<tbody>\n<tr>\n<td>\u80fd\u52a0\u8f7d<\/td>\n<td>\u6a21\u578b\u548c\u8282\u70b9\u4e0d\u62a5\u9519<\/td>\n<td>\u4e0d\u80fd\u8bf4\u660e\u80fd\u751f\u6210<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u51fa\u4e00\u6761<\/td>\n<td>\u5355\u6b21\u4efb\u52a1\u5b8c\u6210\u5e76\u5f97\u5230\u6587\u4ef6<\/td>\n<td>\u4e0d\u80fd\u8bf4\u660e\u901f\u5ea6\u548c\u8d28\u91cf\u53ef\u63a5\u53d7<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u7a33\u5b9a\u51fa\u7247<\/td>\n<td>\u5728\u76ee\u6807\u89c4\u683c\u4e0b&#xff0c;\u5931\u8d25\u53ef\u5b9a\u4f4d\u3001\u7ed3\u679c\u53ef\u9a8c\u6536<\/td>\n<td>\u53ef\u4ee5\u7528\u4e8e\u5c0f\u89c4\u6a21\u751f\u4ea7<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u89c4\u6a21\u5316\u4ea4\u4ed8<\/td>\n<td>\u961f\u5217\u3001\u7248\u672c\u3001\u5b58\u50a8\u3001\u91cd\u8bd5\u548c\u8d28\u68c0\u53ef\u8ffd\u6eaf<\/td>\n<td>\u624d\u80fd\u63a5\u5165\u6b63\u5f0f\u5185\u5bb9\u94fe\u8def<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u5f00\u59cb\u5c31\u628a\u76ee\u6807\u5199\u6e05\u695a&#xff1a;\u753b\u5e45\u3001\u65f6\u957f\u3001\u5206\u8fa8\u7387\u3001\u662f\u5426\u5e26\u97f3\u9891\u3001\u53c2\u8003\u7d20\u6750\u6570\u91cf\u3001\u6bcf\u5929\u9700\u8981\u7684\u53ef\u7528\u6210\u7247\u6570\u91cf\u3001\u53ef\u63a5\u53d7\u7684\u7b49\u5f85\u65f6\u95f4\u3002\u8fd9\u4e9b\u53d8\u91cf\u51b3\u5b9a\u4e86\u540e\u9762\u7684\u8d44\u6e90\u9884\u7b97&#xff0c;\u4e0d\u80fd\u53ea\u7528\u201c\u6211\u6709\u4e00\u5f20\u663e\u5361\u201d\u6765\u89c4\u5212\u3002<\/p>\n<h3>\u4e8c\u3001\u74f6\u9888 1&#xff1a;\u663e\u5b58\u9884\u7b97\u53ea\u7b97\u4e86\u751f\u6210\u4e3b\u4f53&#xff0c;\u6ca1\u6709\u7b97\u6574\u6761\u5de5\u4f5c\u6d41<\/h3>\n<h4>\u5178\u578b\u75c7\u72b6<\/h4>\n<ul>\n<li>\u52a0\u8f7d\u6a21\u578b\u4f3c\u4e4e\u6b63\u5e38&#xff0c;\u70b9\u51fb\u751f\u6210\u540e\u624d\u51fa\u73b0 OOM&#xff1b;<\/li>\n<li>\u52a0\u4e00\u5f20\u4eba\u7269\u5361\u3001\u53c2\u8003\u89c6\u9891\u6216\u97f3\u9891\u540e&#xff0c;\u539f\u672c\u80fd\u8dd1\u7684\u5de5\u4f5c\u6d41\u7a81\u7136\u5931\u8d25&#xff1b;<\/li>\n<li>\u9996\u6b21\u80fd\u8dd1&#xff0c;\u8fde\u7eed\u63d0\u4ea4\u540e\u663e\u5b58\u4e0d\u91ca\u653e&#xff0c;\u540e\u7eed\u4efb\u52a1\u5931\u8d25\u3002<\/li>\n<\/ul>\n<h4>\u6839\u56e0<\/h4>\n<p>\u89c6\u9891\u751f\u6210\u7684\u663e\u5b58\u6d88\u8017\u4e0d\u662f\u4e00\u4e2a\u56fa\u5b9a\u6570\u5b57\u3002\u9664\u751f\u6210\u4e3b\u4f53\u5916&#xff0c;\u6587\u672c\u7f16\u7801\u5668\u3001\u89c6\u9891 VAE\u3001\u97f3\u9891 VAE\u3001\u53c2\u8003\u7d20\u6750\u7f16\u7801\u3001\u4e2d\u95f4 latent\u3001\u9884\u89c8\u3001\u7f13\u5b58\u548c\u754c\u9762\u8fdb\u7a0b\u90fd\u4f1a\u5360\u7528\u8d44\u6e90\u3002\u591a\u53c2\u8003\u3001\u957f\u89c6\u9891\u3001\u9ad8\u5206\u8fa8\u7387\u4e0e\u66f4\u9ad8\u5e27\u6570\u5f80\u5f80\u4f1a\u53e0\u52a0\u653e\u5927\u5cf0\u503c\u3002<\/p>\n<h4>\u6392\u67e5\u4e0e\u5904\u7406<\/h4>\n<li>\u7528\u76ee\u6807\u5de5\u4f5c\u6d41\u8dd1 \u6700\u5c0f\u4efb\u52a1&#xff1a;\u4e00\u6bb5\u77ed\u65f6\u957f\u3001\u65e0\u53c2\u8003\u6216\u5355\u53c2\u8003\u7684\u4efb\u52a1&#xff0c;\u8bb0\u5f55\u5f00\u59cb\u751f\u6210\u65f6\u7684\u5cf0\u503c\u663e\u5b58&#xff1b;<\/li>\n<li>\u6bcf\u6b21\u53ea\u589e\u52a0\u4e00\u4e2a\u53d8\u91cf&#xff1a;\u4eba\u7269\u5361 \u2192 \u53c2\u8003\u89c6\u9891 \u2192 \u97f3\u9891 \u2192 \u65f6\u957f \u2192 \u5206\u8fa8\u7387&#xff1b;<\/li>\n<li>\u8bb0\u5f55\u6bcf\u4e00\u6b65\u7684\u5cf0\u503c\u663e\u5b58\u3001\u8017\u65f6\u548c\u7ed3\u679c\u8d28\u91cf&#xff0c;\u800c\u4e0d\u662f\u53ea\u8bb0\u5f55\u201c\u6210\u529f\/\u5931\u8d25\u201d&#xff1b;<\/li>\n<li>\u5982\u679c\u542f\u7528 CPU \/ \u5185\u5b58\u5378\u8f7d&#xff0c;\u8981\u628a\u5b83\u5f53\u4f5c\u201c\u7528\u65f6\u95f4\u6362\u663e\u5b58\u201d&#xff0c;\u540c\u65f6\u8bb0\u5f55\u751f\u6210\u65f6\u957f\u548c\u7cfb\u7edf\u5185\u5b58\u538b\u529b&#xff1b;<\/li>\n<li>\u8fde\u7eed\u8fd0\u884c\u524d\u68c0\u67e5\u662f\u5426\u6709\u9884\u89c8\u7f13\u5b58\u3001\u5931\u8d25\u4efb\u52a1\u6b8b\u7559\u6216\u5176\u4ed6 GPU \u8fdb\u7a0b\u5360\u7528\u3002<\/li>\n<p>\u4e0d\u8981\u76f4\u63a5\u7528\u522b\u4eba\u7684\u663e\u5b58\u6570\u5b57\u505a\u91c7\u8d2d\u4f9d\u636e\u3002 \u4e0d\u540c\u91cf\u5316\u3001\u63a8\u7406\u6846\u67b6\u3001\u9a71\u52a8\u3001\u5de5\u4f5c\u6d41\u8282\u70b9\u3001\u53c2\u8003\u6570\u91cf\u548c\u5378\u8f7d\u7b56\u7565\u7684\u5cf0\u503c\u5dee\u5f02\u5f88\u5927&#xff1b;\u5e94\u4ee5\u81ea\u5df1\u7684\u76ee\u6807\u4efb\u52a1\u505a\u9884\u7b97\u3002<\/p>\n<h4>\u5b9e\u64cd&#xff1a;\u5148\u628a ComfyUI \u7684\u8d44\u6e90\u5feb\u7167\u4fdd\u5b58\u4e0b\u6765<\/h4>\n<p>\u4e0b\u9762\u7684\u811a\u672c\u8bfb\u53d6\u672c\u5730 ComfyUI \u7684 \/system_stats&#xff0c;\u5e76\u628a\u63d0\u4ea4\u524d\u3001\u5b8c\u6210\u540e\u7684\u539f\u59cb\u8d44\u6e90\u5feb\u7167\u5199\u5165\u4efb\u52a1\u76ee\u5f55\u3002\u5b83\u4e0d\u628a\u77ac\u65f6\u5feb\u7167\u8bef\u5f53\u4f5c\u201c\u5cf0\u503c\u663e\u5b58\u201d&#xff0c;\u4f46\u53ef\u4ee5\u5feb\u901f\u786e\u8ba4\u8bbe\u5907\u662f\u5426\u88ab\u8bc6\u522b\u3001\u63d0\u4ea4\u524d\u662f\u5426\u5df2\u6709\u663e\u5b58\u5360\u7528&#xff0c;\u4ee5\u53ca\u4e00\u6b21\u4efb\u52a1\u540e\u662f\u5426\u51fa\u73b0\u660e\u663e\u6b8b\u7559\u3002\u5cf0\u503c\u4ecd\u5e94\u901a\u8fc7\u8fd0\u884c\u671f\u95f4\u7684\u6301\u7eed\u91c7\u6837\u6216 GPU \u76d1\u63a7\u5de5\u5177\u8bb0\u5f55\u3002<\/p>\n<p><span class=\"token comment\"># save_comfy_stats.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<br \/>\n<span class=\"token keyword\">import<\/span> argparse<br \/>\n<span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">import<\/span> requests<\/p>\n<p>COMFY_URL <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;http:\/\/127.0.0.1:8188&#034;<\/span><br \/>\nTASK_DIR <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;runs\/h3_20260812_001&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser <span class=\"token operator\">&#061;<\/span> argparse<span class=\"token punctuation\">.<\/span>ArgumentParser<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;label&#034;<\/span><span class=\"token punctuation\">,<\/span> choices<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;before_submit&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;after_complete&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nargs <span class=\"token operator\">&#061;<\/span> parser<span class=\"token punctuation\">.<\/span>parse_args<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">save_snapshot<\/span><span class=\"token punctuation\">(<\/span>label<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>COMFY_URL<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/system_stats&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> timeout<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    response<span class=\"token punctuation\">.<\/span>raise_for_status<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    TASK_DIR<span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>parents<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    payload <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;captured_at&#034;<\/span><span class=\"token punctuation\">:<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>isoformat<span class=\"token punctuation\">(<\/span>timespec<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;seconds&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;label&#034;<\/span><span class=\"token punctuation\">:<\/span> label<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;system_stats&#034;<\/span><span class=\"token punctuation\">:<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n    path <span class=\"token operator\">&#061;<\/span> TASK_DIR <span class=\"token operator\">\/<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>label<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">-system_stats.json&#034;<\/span><\/span><br \/>\n    path<span class=\"token punctuation\">.<\/span>write_text<span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>payload<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> indent<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;saved: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>save_snapshot<span class=\"token punctuation\">(<\/span>args<span class=\"token punctuation\">.<\/span>label<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5728\u63d0\u4ea4\u57fa\u7ebf\u5de5\u4f5c\u6d41\u524d\u6267\u884c python save_comfy_stats.py before_submit&#xff0c;\u4efb\u52a1\u7ed3\u675f\u540e\u6267\u884c python save_comfy_stats.py after_complete\u3002<\/p>\n<p>\u6392\u969c\u65f6\u4f18\u5148\u6bd4\u8f83\u540c\u4e00\u53f0\u673a\u5668\u3001\u540c\u4e00\u5de5\u4f5c\u6d41\u7248\u672c\u7684\u5feb\u7167&#xff0c;\u800c\u4e0d\u662f\u62ff\u4e0d\u540c\u9879\u76ee\u7684\u622a\u56fe\u6a2a\u5411\u6bd4\u8f83\u3002\u82e5\u63d0\u4ea4\u524d\u5df2\u6709\u5f02\u5e38\u5360\u7528&#xff0c;\u5148\u5904\u7406\u5176\u4ed6 GPU \u8fdb\u7a0b\u3001\u9884\u89c8\u7f13\u5b58\u6216\u4e0a\u4e00\u6761\u5931\u8d25\u4efb\u52a1&#xff1b;\u5426\u5219\u540e\u7eed OOM \u7684\u7ed3\u8bba\u4e0d\u53ef\u9760\u3002<\/p>\n<h3>\u4e09\u3001\u74f6\u9888 2&#xff1a;\u4efb\u52a1\u89c4\u6a21\u88ab\u4f4e\u4f30\u2014\u2014\u5206\u8fa8\u7387\u3001\u65f6\u957f\u3001\u5e27\u6570\u548c\u53c2\u8003\u6570\u5728\u4e00\u8d77\u653e\u5927<\/h3>\n<h4>\u5178\u578b\u75c7\u72b6<\/h4>\n<ul>\n<li>\u4f4e\u89c4\u683c\u6d4b\u8bd5\u6d41\u7545&#xff0c;\u5207\u5230\u76ee\u6807\u65f6\u957f\u6216 768p \u540e\u901f\u5ea6\u9aa4\u964d&#xff1b;<\/li>\n<li>\u589e\u52a0\u53c2\u8003\u89c6\u9891\u540e&#xff0c;\u6392\u961f\u548c\u89e3\u7801\u9636\u6bb5\u660e\u663e\u53d8\u6162&#xff1b;<\/li>\n<li>\u8f93\u51fa\u5206\u8fa8\u7387\u63d0\u9ad8\u540e&#xff0c;\u4eba\u7269\u3001\u6587\u672c\u6216\u52a8\u4f5c\u4e00\u81f4\u6027\u6ca1\u6709\u540c\u6b65\u63d0\u5347\u3002<\/li>\n<\/ul>\n<h4>\u6839\u56e0<\/h4>\n<p>\u672c\u5730\u89c6\u9891\u751f\u6210\u4e0d\u662f\u53ea\u770b\u201c\u5206\u8fa8\u7387\u201d\u3002\u4efb\u52a1\u89c4\u6a21\u81f3\u5c11\u53d7\u4ee5\u4e0b\u56e0\u7d20\u5171\u540c\u5f71\u54cd&#xff1a;<\/p>\n<p>\u4efb\u52a1\u8d1f\u8f7d \u2248 \u753b\u9762\u50cf\u7d20 \u00d7 \u5e27\u6570 \u00d7 \u63a8\u7406\u6b65\u6570 \u00d7 \u53c2\u8003\u7f16\u7801\u5f00\u9500 \u00d7 \u89c6\u9891\/\u97f3\u9891\u89e3\u7801\u5f00\u9500<\/p>\n<p>\u8fd9\u4e0d\u662f\u7cbe\u786e\u8ba1\u8d39\u516c\u5f0f&#xff0c;\u4f46\u8db3\u4ee5\u8bf4\u660e\u4e3a\u4ec0\u4e48\u628a\u65f6\u957f\u3001\u5206\u8fa8\u7387\u3001\u5e27\u6570\u548c\u53c2\u8003\u6570\u91cf\u540c\u65f6\u62c9\u9ad8&#xff0c;\u5e38\u5e38\u4f1a\u5bfc\u81f4\u8d44\u6e90\u4e0e\u7b49\u5f85\u65f6\u95f4\u7a81\u589e\u3002<\/p>\n<h4>\u6392\u67e5\u4e0e\u5904\u7406<\/h4>\n<p>\u5148\u505a\u201c\u9636\u68af\u538b\u6d4b\u201d&#xff0c;\u4e0d\u8981\u76f4\u63a5\u62ff\u6700\u7ec8\u89c4\u683c\u8bd5\u9519&#xff1a;<\/p>\n<table>\n<tr>\u9636\u6bb5\u53ea\u6539\u53d8\u4ec0\u4e48\u8981\u8bb0\u5f55\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>\u57fa\u7ebf<\/td>\n<td>\u56fa\u5b9a\u77ed\u65f6\u957f\u3001\u4f4e\u53c2\u8003\u6570\u91cf<\/td>\n<td>\u5cf0\u503c\u663e\u5b58\u3001\u5355\u6b21\u8017\u65f6\u3001\u8f93\u51fa\u662f\u5426\u5b8c\u6574<\/td>\n<\/tr>\n<tr>\n<td>\u65f6\u957f\u9636\u68af<\/td>\n<td>\u6bcf\u6b21\u53ea\u589e\u52a0\u65f6\u957f<\/td>\n<td>\u8017\u65f6\u589e\u957f\u3001\u5931\u8d25\u7387\u3001\u4eba\u7269\/\u5546\u54c1\u6f02\u79fb<\/td>\n<\/tr>\n<tr>\n<td>\u5206\u8fa8\u7387\u9636\u68af<\/td>\n<td>\u56fa\u5b9a\u65f6\u957f&#xff0c;\u53ea\u63d0\u9ad8\u5206\u8fa8\u7387<\/td>\n<td>\u663e\u5b58\u5cf0\u503c\u3001\u8d28\u91cf\u6536\u76ca\u3001\u95ea\u70c1\u6216\u7ec6\u8282\u95ee\u9898<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u8003\u9636\u68af<\/td>\n<td>\u9010\u4e2a\u52a0\u5165\u56fe\u3001\u89c6\u9891\u3001\u97f3\u9891<\/td>\n<td>\u7f16\u7801\u8017\u65f6\u3001\u6761\u4ef6\u9075\u5faa\u3001\u7d20\u6750\u662f\u5426\u4e92\u76f8\u5e72\u6270<\/td>\n<\/tr>\n<tr>\n<td>\u5e76\u53d1\u9636\u68af<\/td>\n<td>\u4ece\u5355\u4efb\u52a1\u9010\u6b65\u63d0\u9ad8<\/td>\n<td>\u961f\u5217\u65f6\u957f\u3001\u5931\u8d25\u6062\u590d\u3001\u7cfb\u7edf\u7a33\u5b9a\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5f97\u5230\u9636\u68af\u6570\u636e\u540e&#xff0c;\u518d\u786e\u5b9a\u65e5\u5e38\u9ed8\u8ba4\u89c4\u683c\u3002\u9ed8\u8ba4\u89c4\u683c\u5e94\u8be5\u662f\u201c\u53ef\u7a33\u5b9a\u5b8c\u6210\u3001\u8d28\u91cf\u8db3\u591f\u201d\u7684\u90a3\u4e00\u6863&#xff0c;\u800c\u4e0d\u662f\u5076\u5c14\u80fd\u8dd1\u6210\u529f\u7684\u6700\u9ad8\u4e00\u6863\u3002<\/p>\n<h4>\u5b9e\u64cd&#xff1a;\u7528 JSONL \u56fa\u5b9a\u4fdd\u5b58\u9636\u68af\u6d4b\u8bd5\u7ed3\u679c<\/h4>\n<p>\u4e0d\u8981\u628a\u538b\u6d4b\u7ed3\u8bba\u6563\u843d\u5728\u804a\u5929\u8bb0\u5f55\u91cc\u3002\u4ee5\u4e0b\u811a\u672c\u6bcf\u8fd0\u884c\u4e00\u6b21\u5c31\u8ffd\u52a0\u4e00\u884c\u8bb0\u5f55&#xff0c;\u4fbf\u4e8e\u540e\u7eed\u6309 workflow_version\u3001reference_count \u6216 status \u7b5b\u9009\u3002peak_vram_mib \u9700\u8981\u586b\u5165\u8fd0\u884c\u671f\u95f4\u76d1\u63a7\u5230\u7684\u5cf0\u503c&#xff0c;\u4e0d\u80fd\u7528\u4efb\u52a1\u5b8c\u6210\u540e\u7684\u7a7a\u95f2\u663e\u5b58\u66ff\u4ee3\u3002<\/p>\n<p><span class=\"token comment\"># append_run_record.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<br \/>\n<span class=\"token keyword\">import<\/span> argparse<br \/>\n<span class=\"token keyword\">import<\/span> json<\/p>\n<p>parser <span class=\"token operator\">&#061;<\/span> argparse<span class=\"token punctuation\">.<\/span>ArgumentParser<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;task-id&#034;<\/span><span class=\"token punctuation\">,<\/span> required<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;workflow&#034;<\/span><span class=\"token punctuation\">,<\/span> required<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;duration-s&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">type<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">float<\/span><span class=\"token punctuation\">,<\/span> required<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;resolution&#034;<\/span><span class=\"token punctuation\">,<\/span> required<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>       <span class=\"token comment\"># \u4f8b\u5982 720&#215;1280<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;references&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">type<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">,<\/span> required<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;elapsed-s&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">type<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">float<\/span><span class=\"token punctuation\">,<\/span> required<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;peak-vram-mib&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">type<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">,<\/span> default<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;status&#034;<\/span><span class=\"token punctuation\">,<\/span> choices<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;succeeded&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;failed&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> required<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\nparser<span class=\"token punctuation\">.<\/span>add_argument<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#8211;note&#034;<\/span><span class=\"token punctuation\">,<\/span> default<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nargs <span class=\"token operator\">&#061;<\/span> parser<span class=\"token punctuation\">.<\/span>parse_args<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>record <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;recorded_at&#034;<\/span><span class=\"token punctuation\">:<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>isoformat<span class=\"token punctuation\">(<\/span>timespec<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;seconds&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;task_id&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>task_id<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;workflow_version&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>workflow<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;duration_s&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>duration_s<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;resolution&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>resolution<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;reference_count&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>references<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;elapsed_s&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>elapsed_s<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;peak_vram_mib&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>peak_vram_mib<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>status<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;note&#034;<\/span><span class=\"token punctuation\">:<\/span> args<span class=\"token punctuation\">.<\/span>note<span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;runs&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">with<\/span> Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;runs\/h3_benchmark.jsonl&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;a&#034;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n    f<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u793a\u4f8b&#xff1a;python append_run_record.py &#8211;task-id h3_001 &#8211;workflow h3-ref2va-ecom-v03 &#8211;duration-s 12 &#8211;resolution 720&#215;1280 &#8211;references 2 &#8211;elapsed-s 486 &#8211;status succeeded &#8211;note &#034;\u5cf0\u503c\u5f85\u8865\u5f55&#034;\u3002\u672a\u83b7\u5f97\u5cf0\u503c\u65f6\u8ba9\u8be5\u5b57\u6bb5\u4fdd\u7559\u4e3a null&#xff0c;\u4e0d\u8981\u586b\u4e00\u4e2a\u731c\u6d4b\u503c\u3002<\/p>\n<h3>\u56db\u3001\u74f6\u9888 3&#xff1a;\u91cf\u5316\u4e0e\u5378\u8f7d\u89e3\u51b3\u4e86\u5185\u5b58&#xff0c;\u5374\u6539\u53d8\u4e86\u4ea4\u4ed8\u8d28\u91cf<\/h3>\n<h4>\u5178\u578b\u75c7\u72b6<\/h4>\n<ul>\n<li>\u6362\u7528\u66f4\u8f7b\u7684\u91cf\u5316\u540e\u80fd\u8fd0\u884c&#xff0c;\u4f46\u4eba\u7269\u8eab\u4efd\u3001\u5546\u54c1\u7ec6\u8282\u3001\u955c\u5934\u6307\u4ee4\u6216\u58f0\u97f3\u540c\u6b65\u53d8\u5dee&#xff1b;<\/li>\n<li>\u4efb\u52a1\u53d8\u5feb\u4e86&#xff0c;\u4f46\u9700\u8981\u66f4\u591a\u6b21\u91cd\u751f\u6210\u624d\u80fd\u9009\u51fa\u53ef\u7528\u7247\u6bb5&#xff1b;<\/li>\n<li>\u540c\u4e00 Prompt \u5728\u4e0d\u540c\u91cf\u5316 \/ \u5de5\u4f5c\u6d41\u4e0b\u7ed3\u679c\u5dee\u5f02\u5f88\u5927&#xff0c;\u56e2\u961f\u4e0d\u77e5\u9053\u8be5\u4fe1\u54ea\u4e00\u6761\u3002<\/li>\n<\/ul>\n<h4>\u6839\u56e0<\/h4>\n<p>\u91cf\u5316\u3001\u88c1\u526a\u3001\u5378\u8f7d\u3001\u7f13\u5b58\u548c\u964d\u6b65\u6570\u90fd\u662f\u8d44\u6e90\u4f18\u5316\u624b\u6bb5&#xff0c;\u4e0d\u662f\u201c\u514d\u8d39\u6027\u80fd\u201d\u3002\u5b83\u4eec\u53ef\u80fd\u6539\u53d8\u6570\u503c\u7cbe\u5ea6\u3001\u6a21\u578b\u52a0\u8f7d\u65b9\u5f0f\u3001\u63a8\u7406\u8def\u5f84\u6216\u53ef\u7528\u4e0a\u4e0b\u6587&#xff0c;\u4ece\u800c\u5f71\u54cd\u6761\u4ef6\u9075\u5faa\u548c\u6210\u7247\u7a33\u5b9a\u6027\u3002H3 \u7684 AdaLN \u8c03\u5236\u5206\u652f\u53ef\u4f5c\u4e3a\u8d44\u6e90\u6743\u8861\u7684\u4e00\u90e8\u5206&#xff0c;\u4f46\u662f\u5426\u52a0\u8f7d\u4e0d\u80fd\u53ea\u6309\u663e\u5b58\u5224\u65ad&#xff0c;\u5fc5\u987b\u91cd\u65b0\u68c0\u67e5\u753b\u9762\u4e0e\u58f0\u97f3\u8d28\u91cf\u3002<\/p>\n<h4>\u6392\u67e5\u4e0e\u5904\u7406<\/h4>\n<p>\u4e0d\u8981\u53ea\u6bd4\u201c\u901f\u5ea6\u201d\u548c\u201c\u663e\u5b58\u201d&#xff0c;\u8981\u5efa\u7acb\u5c0f\u578b\u56de\u5f52\u96c6\u3002\u81f3\u5c11\u5305\u542b&#xff1a;<\/p>\n<li>\u5546\u54c1\u9759\u7269\u4e0e\u6750\u8d28\u8fd1\u666f&#xff1b;<\/li>\n<li>\u5546\u54c1\u56fe &#043; \u4eba\u7269\u5361\u7684\u7b80\u5355\u4e92\u52a8&#xff1b;<\/li>\n<li>\u624b\u90e8\u64cd\u4f5c\u6216\u5f00\u5408\u52a8\u4f5c&#xff1b;<\/li>\n<li>\u53c2\u8003\u89c6\u9891\u9a71\u52a8\u7684\u52a8\u4f5c\u7247\u6bb5&#xff1b;<\/li>\n<li>\u5e26\u73af\u5883\u58f0\u6216\u62df\u97f3\u7684\u97f3\u753b\u7247\u6bb5\u3002<\/li>\n<p>\u6bcf\u6b21\u5207\u6362\u91cf\u5316\u3001\u8c03\u6574\u5378\u8f7d\u7b56\u7565\u6216\u51cf\u5c11\u6b65\u6570&#xff0c;\u90fd\u7528\u540c\u4e00\u7ec4\u7d20\u6750\u4e0e Prompt \u5bf9\u6bd4\u4ee5\u4e0b\u6307\u6807&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u53ea\u770b\u901f\u5ea6\u4f1a\u9057\u6f0f\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>\u9996\u6b21\u53ef\u7528\u7387<\/td>\n<td>\u53d8\u5feb\u4f46\u91cd\u751f\u6210\u6b21\u6570\u53d8\u591a&#xff0c;\u5b9e\u9645\u53ef\u80fd\u66f4\u6162<\/td>\n<\/tr>\n<tr>\n<td>\u5546\u54c1 \/ \u4eba\u7269\u4e00\u81f4\u6027<\/td>\n<td>\u4e3b\u4f53\u8eab\u4efd\u4e0e\u4ea7\u54c1\u7ed3\u6784\u662f\u5426\u4e22\u5931<\/td>\n<\/tr>\n<tr>\n<td>\u52a8\u4f5c\u53ef\u4fe1\u5ea6<\/td>\n<td>\u624b\u90e8\u3001\u63a5\u89e6\u3001\u7269\u7406\u903b\u8f91\u662f\u5426\u66f4\u5bb9\u6613\u51fa\u9519<\/td>\n<\/tr>\n<tr>\n<td>\u97f3\u753b\u540c\u6b65<\/td>\n<td>\u58f0\u97f3\u662f\u5426\u4ecd\u8d34\u5408\u52a8\u4f5c\u4e0e\u955c\u5934<\/td>\n<\/tr>\n<tr>\n<td>\u5355\u6761\u53ef\u7528\u6210\u7247\u6210\u672c<\/td>\n<td>\u663e\u5361\u65f6\u95f4\u548c\u4eba\u5de5\u7b5b\u9009\u662f\u5426\u771f\u7684\u4e0b\u964d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u53ea\u6709\u5f53\u8d44\u6e90\u6536\u76ca\u548c\u53ef\u7528\u7387\u540c\u65f6\u6539\u5584&#xff0c;\u4f18\u5316\u624d\u503c\u5f97\u4fdd\u7559\u3002<\/p>\n<h3>\u4e94\u3001\u74f6\u9888 4&#xff1a;\u5355\u6761\u80fd\u8dd1&#xff0c;\u4e0d\u7b49\u4e8e\u961f\u5217\u3001\u5931\u8d25\u548c\u5b58\u50a8\u80fd\u7ba1\u7406<\/h3>\n<h4>\u5178\u578b\u75c7\u72b6<\/h4>\n<ul>\n<li>\u4e00\u6b21\u8fde\u7eed\u63d0\u4ea4\u591a\u6761\u4efb\u52a1\u540e&#xff0c;\u4e0d\u77e5\u9053\u54ea\u6761\u5728\u8fd0\u884c\u3001\u5931\u8d25\u6216\u5df2\u5b8c\u6210&#xff1b;<\/li>\n<li>OOM \u540e\u53ea\u80fd\u624b\u52a8\u91cd\u542f&#xff0c;\u4e4b\u524d\u7684\u53c2\u6570\u548c\u7d20\u6750\u7248\u672c\u627e\u4e0d\u56de\u6765&#xff1b;<\/li>\n<li>\u8f93\u51fa\u6587\u4ef6\u6563\u843d\u5728\u4e34\u65f6\u76ee\u5f55&#xff0c;\u4eba\u5de5\u7b5b\u9009\u540e\u65e0\u6cd5\u8ffd\u6eaf\u56de\u539f Prompt&#xff1b;<\/li>\n<li>\u540c\u4e00\u5546\u54c1\u53cd\u590d\u751f\u6210&#xff0c;\u7d20\u6750\u7248\u672c\u6df7\u4e71&#xff0c;\u7ed3\u679c\u4e0d\u80fd\u7528\u4e8e\u56de\u5f52\u6bd4\u8f83\u3002<\/li>\n<\/ul>\n<h4>\u6839\u56e0<\/h4>\n<p>\u89c6\u9891\u751f\u6210\u662f\u957f\u8017\u65f6\u3001\u6613\u5931\u8d25\u7684\u5f02\u6b65\u4efb\u52a1\u3002\u628a\u5b83\u5f53\u6210\u201c\u70b9\u4e00\u4e0b\u7b49\u7ed3\u679c\u201d\u7684\u684c\u9762\u64cd\u4f5c&#xff0c;\u65e0\u6cd5\u8fdb\u5165\u6279\u91cf\u751f\u4ea7\u3002ComfyUI \u672c\u8eab\u5177\u6709\u961f\u5217\u4e0e\u5de5\u4f5c\u6d41\u80fd\u529b&#xff0c;\u4f46\u56e2\u961f\u4ecd\u9700\u5728\u81ea\u5df1\u7684\u4efb\u52a1\u8bb0\u5f55\u3001\u8f93\u51fa\u76ee\u5f55\u548c\u5ba1\u6838\u6d41\u7a0b\u4e2d\u8865\u9f50\u53ef\u8ffd\u6eaf\u6027&#xff0c;\u76f8\u5173\u8bf4\u660e\u89c1\u6587\u672b\u53c2\u8003\u8d44\u6599 [2]\u3002<\/p>\n<h4>\u6700\u5c0f\u4efb\u52a1\u8bb0\u5f55<\/h4>\n<p>\u65e0\u8bba\u7528\u8868\u683c\u3001\u6570\u636e\u5e93\u8fd8\u662f API&#xff0c;\u81f3\u5c11\u4fdd\u5b58\u4e0b\u9762\u7684\u5b57\u6bb5&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;task_id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;h3_20260812_001&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;workflow_version&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;h3-ref2va-ecom-v03&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;model_version&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;actual-local-checkpoint&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;quantization&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;actual-setting&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;assets&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;product&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;product-v12&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;character&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;character-v03&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;motion_reference&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;motion-v05&#034;<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;prompt_version&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;prompt-v07&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;output_spec&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;actual-resolution-duration&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;status&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;queued | running | succeeded | failed&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;error_type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;oom | timeout | decode | unknown&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;retry_count&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;output_uri&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;approved-output-location&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fd9\u4e0d\u662f H3 \u5b98\u65b9 API \u683c\u5f0f&#xff0c;\u800c\u662f\u7528\u4e8e\u5efa\u7acb\u751f\u4ea7\u53ef\u8ffd\u6eaf\u6027\u7684\u4efb\u52a1\u8bb0\u5f55\u793a\u4f8b\u3002<\/p>\n<h4>\u6392\u67e5\u4e0e\u5904\u7406<\/h4>\n<ul>\n<li>\u5c06\u201c\u5931\u8d25\u201d\u533a\u5206\u4e3a OOM\u3001\u8d85\u65f6\u3001\u89e3\u7801\u5931\u8d25\u3001\u8f93\u51fa\u4e22\u5931\u548c\u8d28\u91cf\u4e0d\u5408\u683c&#xff0c;\u4e0d\u80fd\u53ea\u8bb0\u4e3a\u201c\u5931\u8d25\u201d&#xff1b;<\/li>\n<li>\u8bbe\u7f6e\u91cd\u8bd5\u4e0a\u9650&#xff0c;\u907f\u514d OOM \u4efb\u52a1\u65e0\u9650\u91cd\u8dd1\u5e76\u5835\u585e\u961f\u5217&#xff1b;<\/li>\n<li>\u8f93\u51fa\u76ee\u5f55\u6309\u65e5\u671f\u3001\u4efb\u52a1 ID\u3001\u5546\u54c1 \/ \u9879\u76ee\u548c\u72b6\u6001\u7ec4\u7ec7&#xff0c;\u6700\u7ec8\u6210\u7247\u4e0d\u8981\u4e0e\u4e34\u65f6\u9884\u89c8\u6df7\u653e&#xff1b;<\/li>\n<li>\u6bcf\u6b21\u6539\u5de5\u4f5c\u6d41\u3001\u91cf\u5316\u6216 Prompt \u90fd\u66f4\u65b0\u7248\u672c\u53f7&#xff0c;\u786e\u4fdd\u53ef\u56de\u6eda\u3002<\/li>\n<\/ul>\n<h4>\u5b9e\u64cd&#xff1a;\u7528 API \u63d0\u4ea4\u3001\u8f6e\u8be2\u5e76\u4fdd\u7559\u539f\u59cb\u8fd4\u56de<\/h4>\n<p>ComfyUI \u7684 API \u5de5\u4f5c\u6d41\u4e0d\u662f\u624b\u5199\u67d0\u4e2a H3 \u8282\u70b9\u540d&#xff1a;\u5e94\u5728\u5f53\u524d\u5df2\u9a8c\u8bc1\u53ef\u8fd0\u884c\u7684\u5de5\u4f5c\u6d41\u4e2d\u9009\u62e9 Save (API Format) \u5bfc\u51fa\u4e3a workflow_api.json&#xff0c;\u7136\u540e\u7531\u4e0b\u9762\u7684\u811a\u672c\u63d0\u4ea4\u3002\u8fd9\u6837\u80fd\u591f\u907f\u514d\u6559\u7a0b\u91cc\u7684\u65e7\u8282\u70b9\u540d\u3001\u65e7\u5b57\u6bb5\u4e0e\u672c\u673a\u7248\u672c\u4e0d\u5339\u914d\u3002POST \/prompt \u7528\u4e8e\u5165\u961f&#xff0c;GET \/history\/{prompt_id} \u7528\u4e8e\u53d6\u56de\u5df2\u5b8c\u6210\u4efb\u52a1\u7684\u5386\u53f2\u7ed3\u679c\u3002[2]<\/p>\n<p><span class=\"token comment\"># submit_and_poll_comfy.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<br \/>\n<span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">import<\/span> uuid<br \/>\n<span class=\"token keyword\">import<\/span> requests<\/p>\n<p>COMFY_URL <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;http:\/\/127.0.0.1:8188&#034;<\/span><br \/>\nTASK_ID <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;h3_20260812_001&#034;<\/span><br \/>\nTASK_DIR <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;runs&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> TASK_ID<br \/>\nTASK_DIR<span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>parents<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>workflow <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;workflow_api.json&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>read_text<span class=\"token punctuation\">(<\/span>encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\npayload <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;prompt&#034;<\/span><span class=\"token punctuation\">:<\/span> workflow<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;client_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>COMFY_URL<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/prompt&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> json<span class=\"token operator\">&#061;<\/span>payload<span class=\"token punctuation\">,<\/span> timeout<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30<\/span><span class=\"token punctuation\">)<\/span><br \/>\nresponse<span class=\"token punctuation\">.<\/span>raise_for_status<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nqueued <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">(<\/span>TASK_DIR <span class=\"token operator\">\/<\/span> <span class=\"token string\">&#034;queue_response.json&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>write_text<span class=\"token punctuation\">(<\/span><br \/>\n    json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>queued<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> indent<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> queued<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;prompt_id&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u6821\u9a8c\u5931\u8d25\u65f6&#xff0c;ComfyUI \u901a\u5e38\u4f1a\u5728\u54cd\u5e94\u4e2d\u7ed9\u51fa node_errors&#xff1b;\u5b8c\u6574\u4fdd\u7559&#xff0c;\u4fbf\u4e8e\u5b9a\u4f4d\u8282\u70b9\u6216\u8f93\u5165\u3002<\/span><br \/>\n    <span class=\"token keyword\">raise<\/span> RuntimeError<span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>queued<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> indent<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>prompt_id <span class=\"token operator\">&#061;<\/span> queued<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;prompt_id&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\nstarted_at <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>monotonic<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">while<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    history <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>COMFY_URL<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/history\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>prompt_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> timeout<span class=\"token operator\">&#061;<\/span><span class=\"token number\">30<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> prompt_id <span class=\"token keyword\">in<\/span> history<span class=\"token punctuation\">:<\/span><br \/>\n        result <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;task_id&#034;<\/span><span class=\"token punctuation\">:<\/span> TASK_ID<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;prompt_id&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt_id<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;finished_at&#034;<\/span><span class=\"token punctuation\">:<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>isoformat<span class=\"token punctuation\">(<\/span>timespec<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;seconds&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;elapsed_s&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>time<span class=\"token punctuation\">.<\/span>monotonic<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> started_at<span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;history&#034;<\/span><span class=\"token punctuation\">:<\/span> history<span class=\"token punctuation\">[<\/span>prompt_id<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">(<\/span>TASK_DIR <span class=\"token operator\">\/<\/span> <span class=\"token string\">&#034;history_response.json&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>write_text<span class=\"token punctuation\">(<\/span><br \/>\n            json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> indent<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;finished: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>TASK_ID<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">; inspect <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>TASK_DIR <span class=\"token operator\">\/<\/span> <span class=\"token string\">&#039;history_response.json&#039;<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">break<\/span><br \/>\n    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u6bb5\u811a\u672c\u53ea\u8d1f\u8d23\u63d0\u4ea4\u4e0e\u7559\u75d5&#xff0c;\u4e0d\u66ff\u4ee3\u8d28\u68c0\u3002\u4efb\u52a1\u51fa\u73b0\u5728\u5386\u53f2\u8bb0\u5f55\u4e2d\u540e&#xff0c;\u4ecd\u8981\u68c0\u67e5 history_response.json \u4e2d\u7684\u8282\u70b9\u8f93\u51fa\u3001\u5f02\u5e38\u4fe1\u606f\u548c\u6700\u7ec8\u6587\u4ef6&#xff0c;\u518d\u6839\u636e\u4e0b\u8868\u5199\u5165\u4efb\u52a1\u8bb0\u5f55\u3002<\/p>\n<p><span class=\"token comment\"># classify_error.py&#xff1a;\u5c06\u539f\u59cb\u9519\u8bef\u6587\u672c\u6620\u5c04\u4e3a\u53ef\u7edf\u8ba1\u7684\u4e00\u7ea7\u5206\u7c7b<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">classify_error<\/span><span class=\"token punctuation\">(<\/span>error_text<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    text <span class=\"token operator\">&#061;<\/span> error_text<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;out of memory&#034;<\/span> <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;cuda oom&#034;<\/span> <span class=\"token keyword\">in<\/span> text<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;oom&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;validation&#034;<\/span> <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;node_errors&#034;<\/span> <span class=\"token keyword\">in<\/span> text<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;workflow_validation&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;decode&#034;<\/span> <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;ffmpeg&#034;<\/span> <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;vae&#034;<\/span> <span class=\"token keyword\">in<\/span> text<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;decode_or_encode&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;timeout&#034;<\/span> <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;timed out&#034;<\/span> <span class=\"token keyword\">in<\/span> text<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;timeout&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;file not found&#034;<\/span> <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;no such file&#034;<\/span> <span class=\"token keyword\">in<\/span> text<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;asset_or_output_missing&#034;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;unknown&#034;<\/span><\/p>\n<p>\u5206\u7c7b\u53ea\u7528\u4e8e\u9996\u8f6e\u5206\u6d41&#xff1a;oom \u56de\u5230\u8d44\u6e90\u9636\u68af&#xff0c;workflow_validation \u68c0\u67e5\u5bfc\u51fa\u7684 API \u5de5\u4f5c\u6d41\u548c\u8282\u70b9\u8f93\u5165&#xff0c;decode_or_encode \u68c0\u67e5\u5a92\u4f53\u4f9d\u8d56\u4e0e\u8f93\u51fa\u8282\u70b9&#xff0c;asset_or_output_missing \u68c0\u67e5\u7d20\u6750\u6302\u8f7d\u8def\u5f84\u548c\u8f93\u51fa\u76ee\u5f55\u3002\u4e0d\u8981\u7528\u5173\u952e\u8bcd\u5206\u7c7b\u66ff\u4ee3\u539f\u59cb\u65e5\u5fd7&#xff1b;\u539f\u59cb\u54cd\u5e94\u5fc5\u987b\u968f\u4efb\u52a1\u4fdd\u5b58\u3002<\/p>\n<h3>\u516d\u3001\u74f6\u9888 5&#xff1a;\u628a\u7eaf\u672c\u5730 768p \u5f53\u6210\u7ebf\u4e0a 2K \u5b8c\u6574\u94fe\u8def<\/h3>\n<h4>\u5178\u578b\u75c7\u72b6<\/h4>\n<ul>\n<li>\u4e1a\u52a1\u76f4\u63a5\u8981\u6c42\u201c\u672c\u5730\u8f93\u51fa\u7ebf\u4e0a\u540c\u6b3e 2K\u201d&#xff1b;<\/li>\n<li>\u56e2\u961f\u53cd\u590d\u8c03\u53c2&#xff0c;\u5374\u59cb\u7ec8\u65e0\u6cd5\u5f97\u5230\u4e0e\u5b98\u65b9\u4e91\u7aef\u5b8c\u6574\u94fe\u8def\u76f8\u540c\u7684\u4ea4\u4ed8\u5f62\u6001&#xff1b;<\/li>\n<li>\u4e3a\u4e86\u8ffd 2K \u53cd\u590d\u5806\u672c\u5730\u540e\u5904\u7406&#xff0c;\u7ed3\u679c\u65f6\u95f4\u548c\u8d28\u91cf\u90fd\u4e0d\u53ef\u63a7\u3002<\/li>\n<\/ul>\n<h4>\u6839\u56e0<\/h4>\n<p>H3-Base \u7684\u5f00\u653e\u6743\u91cd\u652f\u6301\u672c\u5730\u89c6\u9891\u4e0e\u540c\u6b65\u7acb\u4f53\u58f0\u97f3\u9891\u751f\u6210&#xff0c;\u4f46\u5b8c\u6574\u7ebf\u4e0a H3 \u8fd8\u5305\u62ec\u672a\u5f00\u653e\u7684 H3-Context-IR \u4e0e H3-Regenerate-2K \u6a21\u5757\u3002\u7eaf\u672c\u5730 Base \u7684\u539f\u751f\u8f93\u51fa\u8fb9\u754c\u662f 768p&#xff1b;\u8981\u8fdb\u5165\u5b98\u65b9\u5b8c\u6574 2K \u94fe\u8def&#xff0c;\u9700\u8981\u8bc4\u4f30\u201c\u672c\u5730 Base &#043; \u5b98\u65b9\u4e91\u7aef\u6a21\u5757\u201d\u7684\u6df7\u5408\u8def\u7ebf&#xff0c;\u800c\u4e0d\u662f\u53ea\u6269\u5145\u672c\u5730\u5de5\u4f5c\u6d41\u3002\u5177\u4f53\u6a21\u578b\u5361\u3001\u8bb8\u53ef\u4e0e\u63a5\u53e3\u53ef\u7528\u6027\u5e94\u4ee5\u5f53\u524d\u5b98\u65b9\u9875\u9762\u4e3a\u51c6\u3002<\/p>\n<h4>\u4f55\u65f6\u8f6c\u5411\u6df7\u5408\u6216\u4e91\u7aef<\/h4>\n<table>\n<tr>\u4efb\u52a1\u60c5\u51b5\u66f4\u5408\u9002\u7684\u8def\u7ebf<\/tr>\n<tbody>\n<tr>\n<td>\u5546\u54c1\u9759\u7269\u3001\u573a\u666f\u63a2\u7d22\u3001\u6279\u91cf\u53d8\u4f53\u3001\u5185\u90e8\u9884\u6f14<\/td>\n<td>H3-Base \u7eaf\u672c\u5730<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u4e0e\u6d41\u7a0b\u9700\u8981\u672c\u5730\u63a7\u5236&#xff0c;\u4f46\u6700\u7ec8\u8981\u5b98\u65b9 2K \u94fe\u8def<\/td>\n<td>H3-Base &#043; \u5b98\u65b9\u4e91\u7aef\u6a21\u5757<\/td>\n<\/tr>\n<tr>\n<td>\u590d\u6742\u4eba\u7269\u52a8\u4f5c\u3001\u5173\u952e\u8fd1\u666f\u3001\u4e3b\u6295\u5e7f\u544a\u7247<\/td>\n<td>Seedance \u7b49\u9ad8\u8d28\u91cf\u4e91\u7aef\u8def\u7ebf<\/td>\n<\/tr>\n<tr>\n<td>\u672c\u5730\u53cd\u590d OOM\u3001\u961f\u5217\u7b49\u5f85\u8d85\u8fc7\u5185\u5bb9\u8282\u594f\u3001\u4eba\u5de5\u7b5b\u9009\u6210\u672c\u5931\u63a7<\/td>\n<td>\u5148\u8f6c\u4e91\u7aef\u9a8c\u8bc1\u9700\u6c42&#xff0c;\u518d\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed\u4f18\u5316\u672c\u5730<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8f6c\u4e91\u7aef\u4e0d\u662f\u201c\u672c\u5730\u90e8\u7f72\u5931\u8d25\u201d\u3002\u6b63\u786e\u7684\u76ee\u6807\u662f\u8ba9\u6bcf\u4e2a\u955c\u5934\u8fdb\u5165\u6210\u672c\u3001\u98ce\u9669\u548c\u4ea4\u4ed8\u901f\u5ea6\u90fd\u5408\u9002\u7684\u8def\u5f84\u3002<\/p>\n<h3>\u4e03\u3001\u4e00\u4e2a\u53ef\u6267\u884c\u7684\u6392\u67e5\u987a\u5e8f<\/h3>\n<p>\u5f53 H3 \u672c\u5730\u201c\u8dd1\u4e0d\u52a8\u201d\u65f6&#xff0c;\u6309\u4e0b\u9762\u987a\u5e8f\u5904\u7406&#xff0c;\u6bd4\u540c\u65f6\u6539\u6240\u6709\u53c2\u6570\u66f4\u5bb9\u6613\u627e\u5230\u6839\u56e0&#xff1a;<\/p>\n<p>1. \u56fa\u5b9a\u4e00\u6761\u6700\u5c0f\u57fa\u7ebf\u4efb\u52a1&#xff0c;\u786e\u8ba4\u771f\u5b9e\u5cf0\u503c\u663e\u5b58\u548c\u8017\u65f6\u3002<br \/>\n2. \u9010\u9879\u589e\u52a0\u65f6\u957f\u3001\u5206\u8fa8\u7387\u3001\u56fe\u50cf\u53c2\u8003\u3001\u89c6\u9891\u53c2\u8003\u3001\u97f3\u9891\u53c2\u8003\u3002<br \/>\n3. \u786e\u8ba4\u662f OOM\u3001\u901f\u5ea6\u3001\u89e3\u7801\u3001\u961f\u5217\u8fd8\u662f\u8d28\u91cf\u95ee\u9898\u3002<br \/>\n4. \u53ea\u6539\u4e00\u4e2a\u8d44\u6e90\u7b56\u7565&#xff1a;\u91cf\u5316\u3001\u5378\u8f7d\u3001\u6b65\u6570\u6216\u7f13\u5b58\u3002<br \/>\n5. \u7528\u56fa\u5b9a\u56de\u5f52\u96c6\u590d\u6838\u5546\u54c1\u3001\u4eba\u7269\u3001\u52a8\u4f5c\u3001\u58f0\u97f3\u548c\u9996\u6b21\u53ef\u7528\u7387\u3002<br \/>\n6. \u4e3a\u6bcf\u6761\u4efb\u52a1\u8bb0\u5f55\u7248\u672c\u3001\u53c2\u6570\u3001\u9519\u8bef\u7c7b\u578b\u548c\u8f93\u51fa\u5730\u5740\u3002<br \/>\n7. \u8fbe\u4e0d\u5230\u76ee\u6807\u65f6&#xff0c;\u6309\u955c\u5934\u7c7b\u578b\u8f6c\u5411\u6df7\u5408\u6216\u4e91\u7aef&#xff0c;\u800c\u4e0d\u662f\u65e0\u9650\u8c03\u53c2\u3002<\/p>\n<h3>\u7ed3\u8bed&#xff1a;\u672c\u5730 H3 \u7684\u95e8\u69db\u4e0d\u662f\u201c\u88c5\u4e0a ComfyUI\u201d&#xff0c;\u800c\u662f\u5efa\u7acb\u53ef\u9a8c\u8bc1\u7684\u751f\u4ea7\u7cfb\u7edf<\/h3>\n<p>MiniMax H3 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