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src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/011-244a2dd3786a.png\"\/><\/p>\n<p>\u5982\u679c\u4f60\u7528\u8fc7Coze\uff0c\u5e94\u8be5\u80fd\u7406\u89e3\u8282\u70b9\u5de5\u4f5c\u6d41\u7684\u6267\u884c\u903b\u8f91\uff0c\u5c31\u662f\u987a\u7740\u8fd9\u4e2a\u5de5\u4f5c\u6d41\u7684\u8282\u70b9\uff0c\u5148\u6267\u884cA\uff0c\u518d\u6267\u884cB\uff0c\u7136\u540e\u6267\u884cC\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/012-6675748f9084.png\"\/><\/p>\n<p>ComfyUI\u7684\u6267\u884c\u903b\u8f91\u8ddfCoze\u51e0\u4e4e\u5b8c\u5168\u4e00\u6837\uff0c\u53ea\u662f\u628aCoze\u4e2d\u6bcf\u4e2a\u8282\u70b9\u7684\u8f93\u5165\u8f93\u51fa\u53c2\u6570\uff0c\u4ee5\u66f4\u5f62\u8c61\u76f4\u89c2\u7684\u53ef\u8fde\u63a5\u7aef\u70b9\u7684\u5f62\u5f0f\u4f53\u73b0\u4e86\u51fa\u6765\u3002<\/p>\n<p>\u53ea\u8981\u4e0a\u4e00\u8282\u70b9\u53f3\u4fa7\u548c\u4e0b\u4e00\u8282\u70b9\u5de6\u4fa7\u6709\u7aef\u70b9\u76f8\u540c\uff08\u989c\u8272\u76f8\u540c\uff09\uff0c\u90a3\u4e48\u5b83\u4eec\u5c31\u53ef\u4ee5\u76f8\u8fde\u3002\u4f8b\u5982\u4e0b\u9762\u4e24\u4e2a\u8282\u70b9\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/013-c23bf62f07c3.png\"\/><\/p>\n<p>\u300cAPI LLM\u52a0\u8f7d\u5668\u300d\u53f3\u4fa7\u7684model\u548c\u300cAPI LLM\u901a\u7528\u94fe\u8def\u300d\u5de6\u4fa7\u7684model\u5bf9\u5e94\u76f8\u8fde\uff0c\u610f\u601d\u5c31\u662f\u901a\u8fc7\u300cAPI LLM\u52a0\u8f7d\u5668\u300d\u52a0\u8f7d\u4e0a\u7845\u57fa\u6d41\u52a8\u7684DeepSeek-V3\u7684\u6a21\u578b\uff0c\u628a\u5b83\u52a0\u8f7d\u8fdb\u4e86\u300cAPI LLM\u901a\u7528\u94fe\u8def\u300d\u8282\u70b9\u5f53\u4e2d\u3002<\/p>\n<p>\u7136\u540e\uff0c\u5bf9\u4e8e\u300cAPI LLM\u901a\u7528\u94fe\u8def\u300d\u8282\u70b9\uff0c\u6211\u4eec\u8fd8\u7f3aprompt\u7684\u8f93\u5165\uff0c\u8fd8\u6709\u5927\u6a21\u578b\u6267\u884c\u7ed3\u679c\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u5bf9\u4e8eprompt\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u300cAPI LLM\u901a\u7528\u94fe\u8def\u300d\u8282\u70b9\u4e4b\u524d\uff0c\u52a0\u5165\u4e24\u4e2a\u5b57\u7b26\u4e32\u8f93\u5165\u8282\u70b9\uff1b\u800c\u5bf9\u4e8e\u7ed3\u679c\u8f93\u51fa\uff0c\u6211\u4eec\u5219\u53ef\u4ee5\u76f4\u63a5\u8fde\u63a5\u4e00\u4e2a\u300c\u663e\u793a\u6587\u672c\u300d\u8282\u70b9\uff0c\u7528\u4e8e\u5c55\u793aassistant response\u7684\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<p>\u50cf\u8fd9\u6837\u8fde\u63a5\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/014-17227e844237.png\"\/><\/p>\n<p>\u6211\u4eec\u5728\u8fde\u63a5system prompt input\uff08\u7cfb\u7edf\u63d0\u793a\u8bcd\u8f93\u5165\uff09\u7684\u300c\u8f93\u5165\u5b57\u7b26\u4e32\u300d\u4e2d\u586b\u5199\uff1a<\/p>\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u8bd7\u4eba\uff0c\u4e0d\u7ba1\u522b\u4eba\u7ed9\u4f60\u4ec0\u4e48\u5173\u952e\u8bcd\uff0c\u4f60\u603b\u80fd\u6839\u636e\u5b83\u4f5c\u4e00\u9996\u8bd7\u3002\n<\/code><\/pre>\n<p>\u5728\u8fde\u63a5user prompt input\uff08\u7528\u6237\u63d0\u793a\u8bcd\u8f93\u5165\uff09\u7684\u300c\u8f93\u5165\u5b57\u7b26\u4e32\u300d\u4e2d\u586b\u5199\uff1a<\/p>\n<pre><code>\u5c0f\u732b\n<\/code><\/pre>\n<p>\u70b9\u51fb\u8fd0\u884c\u3002<\/p>\n<p>\u4e00\u9996\u5173\u4e8e\u300c\u5c0f\u732b\u300d\u7684\u8bd7\uff0c\u5c31\u51fa\u73b0\u5728\u4e86\u53f3\u4fa7\u7684\u300c\u663e\u793a\u6587\u672c\u300d\u8282\u70b9\u4e2d\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/015-e333a80b32fb.png\"\/><\/p>\n<p>\u6211\u4eec\u518d\u6765\u590d\u76d8\u4e00\u4e0b\u4e0a\u9762\u6267\u884c\u7684\u8fd9\u4e2a\u7b80\u77ed\u7684\u5de5\u4f5c\u6d41\uff1a<\/p>\n<p>1.\u901a\u8fc7\u300cAPI LLM\u52a0\u8f7d\u5668\u300d\u8282\u70b9\uff0c\u52a0\u8f7d\u4e86\u6765\u81ea\u7845\u57fa\u6d41\u52a8\u7684DeepSeek-V3\u6a21\u578b\u3002<\/p>\n<p>2.\u901a\u8fc7\u300c\u8f93\u5165\u5b57\u7b26\u4e32\u300d\u8282\u70b9\uff0c\u8bbe\u5b9a\u4e86\u7cfb\u7edf\u63d0\u793a\u8bcd\uff1a\u4f60\u662f\u4e00\u4e2a\u8bd7\u4eba\uff0c\u4e0d\u7ba1\u522b\u4eba\u7ed9\u4f60\u4ec0\u4e48\u5173\u952e\u8bcd\uff0c\u4f60\u603b\u80fd\u6839\u636e\u5b83\u4f5c\u4e00\u9996\u8bd7\u3002<\/p>\n<p>3.\u8fd8\u662f\u901a\u8fc7\u300c\u8f93\u5165\u5b57\u7b26\u4e32\u300d\u8282\u70b9\uff0c\u8f93\u5165\u4e86\u7528\u6237\u63d0\u793a\u8bcd\uff1a\u5c0f\u732b\u3002<\/p>\n<p>4.\u300cAPI LLM\u901a\u7528\u94fe\u8def\u300d\u8282\u70b9\u63a5\u6536\u5230\u4e86\u4e0a\u97621\u30012\u30013\u7684\u8f93\u5165\uff0c\u5e76\u6267\u884c\u3002<\/p>\n<p>5.\u901a\u8fc7\u4e00\u4e2a\u300c\u663e\u793a\u6587\u672c\u300d\u8282\u70b9\uff0c\u5c06\u300cAPI LLM\u901a\u7528\u94fe\u8def\u300d\u7684\u6267\u884c\u7ed3\u679c\u2014\u2014\u4e00\u9996AI\u751f\u6210\u7684\u5c0f\u8bd7\u300a\u732b\u7684\u54f2\u5b66\u300b\u2014\u2014\u663e\u793a\u4e86\u51fa\u6765\u3002<\/p>\n<p>\u8fd9\u5c31\u662fComfyUI\u7684\u57fa\u672c\u8fd0\u4f5c\u903b\u8f91\u3002<\/p>\n<p>\u7406\u89e3\u4e86\u57fa\u672c\u8fd0\u4f5c\u903b\u8f91\uff0c\u6211\u4eec\u7ee7\u7eed\u5bf9\u8fd9\u4e2a\u751f\u6210\u5c0f\u8bd7\u7684\u5de5\u4f5c\u6d41\u8fdb\u884c\u5fae\u8c03\uff0c\u8ba9\u5b83\u66f4\u52a0\u8d34\u8fd1\u6211\u4eec\u7684\u5b9e\u7528\u573a\u666f\u3002<\/p>\n<p>\u89c2\u5bdf\u300cAPI LLM\u901a\u7528\u94fe\u8def\u300d\u8282\u70b9\u7684\u7aef\u70b9\uff0c\u53ef\u4ee5\u53d1\u73b0\uff0c\u9664\u4e86\u6587\u5b57prompt\u8f93\u5165\u5916\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u8fdb\u884c\u56fe\u7247\u8f93\u5165\u3002<\/p>\n<p>\u6b63\u597d\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u505a\u4e00\u4e2a\u56fe\u7247\u53cd\u63a8\u7684\u529f\u80fd\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/016-f8d691b8eb16.png\"\/><\/p>\n<p>\u7845\u57fa\u6d41\u52a8\u521a\u521a\u4e0a\u7ebf\u4e86\u667a\u8c31\u65b0\u53d1\u5e03\u7684\u89c6\u89c9\u6a21\u578b\uff0c\u6211\u4eec\u5c31\u7528\u8fd9\u4e2a\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/017-0c85f97d3acf.png\"\/><\/p>\n<p>\u76f4\u63a5\u5728API LLM\u52a0\u8f7d\u5668\u4e2d\u4fee\u6539\u6389\u6a21\u578b\u540d\u79f0\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/018-c59646e80719.png\"\/><\/p>\n<p>\u4e3a\u4e86\u4e0a\u4f20\u56fe\u7247\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u6dfb\u52a0\u4e00\u4e2a\u300c\u52a0\u8f7d\u56fe\u50cf\u300d\u8282\u70b9\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/019-a53c96097b5e.png\"\/><\/p>\n<p>\u7528\u6237\u63d0\u793a\u8bcd\u53ef\u4ee5\u53bb\u6389\uff0c\u7cfb\u7edf\u63d0\u793a\u8bcd\u6539\u6210\uff1a<\/p>\n<pre><code>\u8bf7\u5206\u6790\u56fe\u7247\uff1a\n<\/code><\/pre>\n<p>\u7136\u540e\uff0c\u6267\u884c\u3002<\/p>\n<p>\u6211\u4eec\u5c31\u5f97\u5230\u4e86GLM-4.1V-9B-Thinking\u6a21\u578b\u5bf9\u8fd9\u5f20\u56fe\u7247\u7684\u53cd\u63a8\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/020-b06b63917e4c.png\"\/><\/p>\n<p>\u4e0d\u96be\u5427\u3002<\/p>\n<p>\u77ed\u77ed\u51e0\u5206\u949f\u4e4b\u5185\uff0c\u6211\u4eec\u5df2\u7ecf\u57fa\u4e8e\u300c API LLM\u901a\u7528\u94fe\u8def \u300d\u8fd9\u4e2a\u8282\u70b9\u5f00\u53d1\u4e86\u4e24\u4e2a\u5c0f\u578b\u5de5\u4f5c\u6d41\u4e86\u3002<\/p>\n<p>\u8fd9\u65f6\u5019\u5c31\u8981\u63d0\u5230\u65b0\u624b\u5bb9\u6613\u51fa\u73b0\u7684\u53e6\u4e00\u4e2a\u8bef\u533a\u4e86\uff1a\u300c\u50cf\u5b83\u90a3\u6837\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u6211\u642d\u4e0d\u6765\u3002\u300d<\/p>\n<p>\u5b66\u4f1a\u4e86\u642d\u5efa\u8fd9\u79cd\u51e0\u4e2a\u8282\u70b9\u7684\u5c0f\u578b\u5de5\u4f5c\u6d41\u4ee5\u540e\uff0c\u4e00\u5b9a\u4f1a\u6709\u4eba\u8bf4\uff1a\u300c\u867d\u7136\u4f60\u8bf4\u7684\u8fd9\u4e2a\u6211\u5b66\u4f1a\u4e86\uff0c\u4f46\u6211\u53ea\u4f1a\u8fd9\u6837\u7b80\u5355\u7684\u5de5\u4f5c\u6d41\u53c8\u6709\u4ec0\u4e48\u7528\u5462\uff1f\u300d<\/p>\n<p>\u4f46\u662f\uff0c\u670b\u53cb\u4eec\u3002<\/p>\n<p>\u4f60\u9700\u8981\u77e5\u9053\u7684\u771f\u76f8\u662f\uff1a\u5f53\u7136\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u642d\u5efa\u8ddf\u6280\u672f\u80fd\u529b\u6709\u5173\u7cfb\uff0c\u4f46\u90a3\u53ef\u80fd\u53ea\u536020%\uff0c\u53e6\u591680%\u5219\u662f\u8ddf\u9700\u6c42\u76f8\u5173\u3002<\/p>\n<p>\u4f8b\u5982\u8bf4\uff0c\u6211\u73b0\u5728\u5df2\u7ecf\u6709\u4e86\u4e00\u5f20\u56fe\u7247\uff0c\u4f46\u6211\u8fd8\u5e0c\u671b\u901a\u8fc7AI\u751f\u6210\u4e00\u6279\u8ddf\u5b83\u7c7b\u4f3c\u7684\u56fe\u7247\u3002<\/p>\n<p>\u6211\u4eec\u62c6\u89e3\u4e00\u4e0b\u8fd9\u4e2a\u4efb\u52a1\u8981\u600e\u4e48\u5b8c\u6210\uff1a<\/p>\n<p>1.\u9996\u5148\u6211\u8981\u80fd\u63cf\u8ff0\u73b0\u5728\u6709\u7684\u56fe\u7247\u3002<\/p>\n<p>2.\u7136\u540e\u624d\u80fd\u7f16\u5199\u751f\u6210\u7c7b\u4f3c\u56fe\u7247\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n<p>3.\u6700\u540e\u8981\u628a\u63d0\u793a\u8bcd\u8f93\u5165\u7ed9\u53ef\u4ee5\u751f\u6210\u56fe\u7247\u7684\u5927\u6a21\u578b\u6765\u751f\u6210\u65b0\u56fe\u7247\u3002<\/p>\n<p>\u8fd9\u5176\u4e2d\u53ef\u80fd\u8fd8\u4f1a\u6d89\u53ca\u5230\u4e00\u7cfb\u5217\u8bed\u8a00\u7684\u7ffb\u8bd1\u548c\u8f6c\u6362\u95ee\u9898\u3002<\/p>\n<p>\u4e0d\u96be\u53d1\u73b0\uff0c\u7b2c1\u6761\uff0c\u8fd9\u4e2a\u4efb\u52a1\u7684\u8d77\u70b9\uff0c\u5c31\u662f\u521a\u624d\u7684\u53cd\u63a8\u56fe\u7247\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u6267\u884c\u521a\u624d\u7684\u53cd\u63a8\u5de5\u4f5c\u6d41\u4e4b\u540e\uff0c\u5f97\u5230\u7684\u5c31\u662f\u56fe\u7247\u7684\u63cf\u8ff0\u3002<\/p>\n<p>\u7136\u540e\u6211\u4eec\u8981\u6267\u884c\u7b2c2\u6b65\uff0c\u7f16\u5199\u63d0\u793a\u8bcd\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u53ef\u4ee5\u901a\u8fc7AI\u6765\u5b8c\u6210\uff0c\u6211\u4eec\u76f4\u63a5\u5728\u524d\u9762\u7684\u751f\u6210\u7ed3\u679c\u540e\u9762\u7ee7\u7eed\u63a5\u4e00\u4e2a\u300cAPI LLM\u901a\u7528\u94fe\u8def\u300d\u8282\u70b9\uff0c\u6765\u751f\u6210\u751f\u56fe\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/021-38a6ef982110.png\"\/><\/p>\n<p>\u52a0\u8f7d\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6bd4\u5982Qwen\/Qwen3-235B-A22B\u3002<\/p>\n<p>\u7cfb\u7edf\u63d0\u793a\u8bcd\u8bbe\u7f6e\u5982\u4e0b\uff1a<\/p>\n<pre><code>\u8bf7\u5e2e\u6211\u6839\u636e\u56fe\u7247\u63cf\u8ff0\u751f\u6210\u4e00\u6bb5\u7528\u4e8e\u6587\u751f\u56fe\u7684\u7eaf\u82f1\u6587prompt\u3002\u4f60\u7684\u8f93\u51fa\u7ed3\u679c\u5c06\u76f4\u63a5\u7528\u4e8e\u56fe\u7247\u751f\u6210\uff0c\u8bf7\u76f4\u63a5\u8f93\u51fa\u751f\u6210\u7684prompt\u5185\u5bb9\uff0c\u4e0d\u8981\u5e26\u6709\u4efb\u4f55\u89e3\u91ca\u6027\u6587\u5b57\n<\/code><\/pre>\n<p>\u56fe\u7247\u5206\u6790\u7ed3\u679c\u76f4\u63a5\u4f5c\u4e3a\u7528\u6237\u63d0\u793a\u8bcd\u3002<\/p>\n<p>\u76f4\u63a5\u751f\u6210\u4e00\u6bb5\u82f1\u6587prompt\uff0c\u4f7f\u7528\u300c\u663e\u793a\u6587\u672c\u300d\u5c06\u5b83\u5c55\u793a\u51fa\u6765\u3002<\/p>\n<p>\u4e3a\u4e86\u4fbf\u4e8e\u67e5\u770b\uff0c\u5728\u300c\u663e\u793a\u6587\u672c\u300d\u7684\u540e\u9762\u53c8\u53ef\u4ee5\u63a5\u4e00\u4e2a\u8c37\u6b4c\u7ffb\u8bd1\u7684\u8282\u70b9\uff0c\u5c06\u82f1\u6587\u7ffb\u8bd1\u6210\u4e2d\u6587\uff0c\u4e13\u95e8\u7528\u4e8e\u67e5\u770b\u3002<\/p>\n<p>\u73b0\u5728\u7684\u5de5\u4f5c\u6d41\u5c31\u53d8\u6210\u4e86\u8fd9\u4e2a\u6837\u5b50\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/022-35303b11e1eb.png\"\/><\/p>\n<p>\u63a5\u4e0b\u6765\u5c31\u5230\u4e86\u7b2c3\u6b65\uff0c\u751f\u6210\u56fe\u7247\u3002<\/p>\n<p>\u6700\u65b0\u7248\u7684ComfyUI\u5185\u7f6e\u4e86FLUX.1\u7684API\u751f\u56fe\u8282\u70b9\uff08\u4ed8\u8d39\uff09\u3002\u6211\u4eec\u76f4\u63a5\u5728\u7a7a\u767d\u7684\u5730\u65b9\u53cc\u51fb\uff0c\u5728\u641c\u7d22\u6846\u4e2d\u8f93\u5165&#8221;FLUX&#8221;\uff0c\u627e\u5230\u300cFlux 1.1 [pro] Ultra Image\u300d\uff0c\u5355\u51fb\u5373\u53ef\u6dfb\u52a0\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/023-af30a427acbf.png\"\/><\/p>\n<p>\u751f\u56fe\u8282\u70b9\u5de6\u4fa7\u7684prompt\u7aef\u70b9\uff0c\u5411\u524d\u8fde\u63a5\u4e0a\u521a\u624dQwen\u751f\u6210\u7684\u751f\u56fe\u63d0\u793a\u8bcd\uff0c\u53f3\u4fa7\u7684image\u7aef\u70b9\uff0c\u5411\u540e\u63a5\u4e0a\u4e00\u4e2a\u300c\u4fdd\u5b58\u56fe\u50cf\u300d\u8282\u70b9\u7528\u4e8e\u56fe\u7247\u4fdd\u5b58\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/024-4fe1b2cc54ab.png\"\/><\/p>\n<p>\u6574\u4e2a\u4eff\u56fe\u7684\u5de5\u4f5c\u6d41\u5c31\u8fd9\u6837\u5b8c\u6210\u4e86\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/025-b5d4868854fd.png\"\/><\/p>\n<p>\u867d\u7136\u5176\u5b9e\u7b97\u4e0d\u4e0a\u590d\u6742\uff0c\u4f46\u8fd9\u4e2a\u5de5\u4f5c\u6d41\u8981\u6bd4\u524d\u9762\u4e09\u7ea7\u8282\u70b9\u7ec4\u6210\u7684\u5c0f\u578b\u5de5\u4f5c\u6d41\u5b8c\u5907\u591a\u4e86\u3002<\/p>\n<p>\u4f60\u8bf4\u5b83\u642d\u5efa\u8d77\u6765\u66f4\u96be\u4e86\u5417\uff1f\u5e76\u6ca1\u6709\u3002<\/p>\n<p>\u9700\u6c42\u8db3\u591f\u660e\u786e\uff0c\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u9700\u6c42\uff0c\u9700\u8981\u7528\u4ec0\u4e48\u8282\u70b9\uff0c\u5c31\u6dfb\u52a0\u4ec0\u4e48\u8282\u70b9\uff0c\u5de5\u4f5c\u6d41\u81ea\u7136\u5c31\u4f1a\u4e30\u5bcc\u8d77\u6765\u3002<\/p>\n<p>\u800c\u8fd9\uff0c\u4e5f\u5c31\u662f\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u57fa\u672c\u642d\u5efa\u903b\u8f91\u3002<\/p>\n<p>\u4f60\u770b\uff0c\u5230\u73b0\u5728\u4e3a\u6b62\uff0c\u6211\u4eec\u6ca1\u6709\u8c03\u7528\u8fc7\u672c\u5730\u663e\u5361\u3002<\/p>\n<p>\u5e76\u4e14\u642d\u5efa\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u56fe\u7247\u53cd\u63a8\u518d\u751f\u56fe\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u80fd\u591f\u505a\u5230\u8fd9\u4e00\u6b65\uff0c\u4f60\u5df2\u7ecf\u53ef\u4ee5\u8bf4\u662f\u5165\u95e8ComfyUI\u4e86\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u518d\u56de\u6765\u770b\u521a\u624d\u7684SD\u672c\u5730\u6a21\u578b\u753b\u74f6\u5b50\u5de5\u4f5c\u6d41\uff0c\u5e94\u8be5\u4e5f\u5f88\u5bb9\u6613\u7406\u89e3\u4e86\uff1a<\/p>\n<p>\u65e0\u975e\u5c31\u662f\u628a\u989c\u8272\u76f8\u540c\u7684\u7aef\u70b9\u76f8\u8fde\uff0c\u52a0\u8f7d\u6a21\u578b\uff0c\u8bbe\u5b9a\u6b63\u8d1f\u9762\u63d0\u793a\u8bcd\uff0c\u8bbe\u7f6e\u56fe\u7247\u5c3a\u5bf8\uff0c\u91c7\u6837\u3001\u89e3\u7801\uff0c\u751f\u6210\u56fe\u7247\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/026-b49b06ea0a39.png\"\/><\/p>\n<p>\u4f60\u53ef\u80fd\u53c8\u60f3\u8bf4\uff0cSD\u8fc7\u65f6\u4e86\uff0c\u6211\u8981\u7528FLUX\u3002<\/p>\n<p>\u5f53\u7136\u53ef\u4ee5\u4e86\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/027-77bdeb832a79.png\"\/><\/p>\n<p>\u6ce8\u610f\u8ddf\u4e0a\u9762\u7684SD\u5de5\u4f5c\u6d41\u5bf9\u6bd4\uff0c\u4f60\u4f1a\u53d1\u73b0Flux.1[dev]\u7684\u5de5\u4f5c\u6d41\u53ea\u6709\u4e24\u70b9\u5dee\u522b\uff1a<\/p>\n<p>1.FLUX\u4e0d\u9700\u8981\u53cd\u5411\u63d0\u793a\u8bcd\uff0c\u7559\u7a7a\u5373\u53ef<\/p>\n<p>2.\u6b63\u5411\u63d0\u793a\u8bcd\u540e\u9762\u589e\u52a0\u5f15\u5bfc\u8282\u70b9<\/p>\n<p>\u5f53\u4f60\u8fd9\u6837\u62c6\u89e3\u5f00\u6765\u770b\uff0c\u4f60\u4f1a\u53d1\u73b0\u6240\u6709\u7684\u53d8\u5316\u5176\u5b9e\u90fd\u53ea\u662f\u5fae\u5fae\u8c03\u6574\u3002<\/p>\n<p>\u6709\u7684FLUX.1\u6a21\u578b\u5e76\u6ca1\u6709\u88ab\u6253\u5305\u6210\u4e00\u952e\u52a0\u8f7d\u7684checkpoint\uff0c\u8fd9\u65f6\u5019\u9700\u8981\u628aUNet \/ CLIP \/ VAE \u5206\u522b\u52a0\u8f7d\uff0c\u6ce8\u610f\u5bf9\u6bd4\u4e0b\u9762\u7684\u5de5\u4f5c\u6d41\u548c\u4e0a\u9762\u7684\u5de5\u4f5c\u6d41\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/028-0511d512960d.png\"\/><\/p>\n<p>\u53ea\u6709\u52a0\u8f7d\u672c\u5730\u6a21\u578b\u7684\u90e8\u5206\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u5176\u4ed6\u5730\u65b9\u90fd\u4e0d\u9700\u8981\u6539\u53d8\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u628a\u7b80\u6613\u7248\u7684checkpoint\u52a0\u8f7d\u5668\uff0c\u5206\u522b\u62c6\u5206\u6210\u4e86UNet \/ CLIP \/ VAE \u52a0\u8f7d\u5668\uff08\u751a\u81f3\u6211\u5728\u6a21\u578b\u540e\u9762\u53c8\u52a0\u4e86\u4e00\u4e2aLoRA\u8282\u70b9\uff09\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u518d\u6765\u641e\u4e00\u4e0b\u6392\u5217\u7ec4\u5408\u3002<\/p>\n<p>\u7528\u4e0a\u9762\u7684Flux.1[dev]\u672c\u5730\u751f\u56fe\u5de5\u4f5c\u6d41\uff0c\u66ff\u6362\u6389\u518d\u4e4b\u524d\u7684\u4eff\u56fe\u5de5\u4f5c\u6d41\u4e2d\u7684API\u8282\u70b9\uff0c\u4e5f\u5c31\u662f\u8fd9\u4e2a\u8282\u70b9\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/029-514b0347d36a.png\"\/><\/p>\n<p>\u4e8e\u662f\u6211\u4eec\u5c31\u6709\u4e86\u4e00\u4e2a\u57fa\u4e8e\u672c\u5730Flux.1[dev]\u6a21\u578b\u7684\u4eff\u56fe\u5de5\u4f5c\u6d41\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/030-cf936da8aad2.png\"\/><\/p>\n<p>\u7528\u65b0\u7684\u65b9\u6848\u66ff\u6362\u6389\u539f\u5de5\u4f5c\u6d41\u4e2d\u5b9e\u73b0\u76f8\u540c\u529f\u80fd\u7684\u8282\u70b9\uff08\u7ec4\uff09\uff0c\u662f\u6211\u4eec\u6700\u5e38\u89c1\u7684\u5de5\u4f5c\u6d41\u4f18\u5316\u52a8\u4f5c\u3002<\/p>\n<p>\u90a3\uff0c\u600e\u4e48\u83b7\u5f97\u65b0\u7684\u65b9\u6848\u5462\uff1f<\/p>\n<p>\u9664\u4e86\u81ea\u5df1\u51a5\u601d\u82e6\u60f3\u4ee5\u5916\uff0c\u66f4\u6709\u6548\u7684\u9014\u5f84\u662f\u591a\u5b66\u4e60\uff08\u73a9\uff09\u522b\u4eba\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u5f88\u591aAI\u7ed8\u56fe\u7231\u597d\u8005\u793e\u533a\uff0c\u6bd4\u5982\u56fd\u5916\u7684civitai\uff0c\u56fd\u5185\u7684liblib\u3001tusiart\u7b49\u7b49\uff0c\u90fd\u6709\u65e0\u6570\u5927\u795e\u4e0a\u4f20\u4e86\u5404\u79cd\u7528\u9014\u7684\u4f18\u79c0\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u4f60\u83b7\u5f97\u5230\u7684\u522b\u4eba\u7684\u5de5\u4f5c\u6d41\u5e38\u89c1\u6709\u4e24\u79cd\u5f62\u5f0f\uff0c\u4e00\u79cd\u76f4\u63a5\u5c31\u662f\u4e00\u4e2ajson\u6587\u4ef6\uff0c\u53e6\u4e00\u79cd\u662f\u901a\u8fc7\u8be5\u5de5\u4f5c\u6d41\u751f\u6210\u7684\u56fe\u7247\uff0c\u5176\u4e2d\u5e26\u6709json\u6587\u4ef6\u4e00\u6837\u7684\u4fe1\u606f\u3002\u8fd9\u4e24\u79cd\u5f62\u5f0f\u65e0\u8bba\u662f\u54ea\u79cd\uff0c\u4f7f\u7528\u65b9\u5f0f\u90fd\u662f\u76f4\u63a5\u628a\u6587\u4ef6\u62d6\u5230\u81ea\u5df1\u7684ComfyUI\u754c\u9762\u4e2d\u5373\u53ef\uff0c\u5982\u4e0b\u56fe\uff1a<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/031-65e1632f2794.png\"\/><\/p>\n<p>\u677e\u5f00\u9f20\u6807\uff0c\u5de5\u4f5c\u6d41\u5c31\u88ab\u52a0\u8f7d\u8fdb\u4f60\u7684ComfyUI\u4e86\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/032-14cbe21b3a73.png\"\/><\/p>\n<p>\u5f53\u7136\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u5de5\u4f5c\u6d41\u662f\u6211\u81ea\u5df1\u505a\u7684\uff0c\u6240\u4ee5\u6211\u52a0\u8f7d\u8d77\u6765\u5341\u5206\u4e1d\u6ed1\u3002<\/p>\n<p>\u4f46\u5982\u679c\u4f60\u662f\u521a\u521a\u624d\u5b89\u88c5ComfyUI\u7684\u8bdd\uff0c\u5927\u6982\u7387\u4f1a\u6ee1\u5c4f\u7ea2\u6846\u6846\uff0c\u8fd9\u5c31\u4ee3\u8868\u7ea2\u6846\u4e2d\u7684\u8282\u70b9\u5e76\u6ca1\u6709\u5728\u672c\u673a\u5b89\u88c5\u3002<\/p>\n<p>\u8fd9\u65f6\u5019\u4e0d\u8981\u614c\uff0c\u70b9\u51fb\u53f3\u4e0a\u89d2\u7684\u300c\u7ba1\u7406\u5668\u300d\uff08\u66f4\u65b0\u5230\u6700\u65b0\u7248\u5b83\u5c31\u662f\u5728\u53f3\u4e0a\u89d2\uff0c\u65e7\u7248\u4f1a\u5728\u53f3\u4fa7\uff09\uff0c\u7136\u540e\u5728\u7ba1\u7406\u5668\u4e2d\u70b9\u51fb\u300c\u5b89\u88c5\u7f3a\u5931\u8282\u70b9\u300d\uff0c\u5bf9\u7f3a\u5931\u7684\u8282\u70b9\u8fdb\u884c\u5b89\u88c5\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" src=\"https:\/\/blog.liu-qi.cn\/wp-content\/uploads\/2025\/07\/033-9e8dc69888a8.png\"\/><\/p>\n<p>\u5de5\u4f5c\u6d41\u6211\u653e\u5728\u8fd9\u91cc\uff0c\u4f9b\u4f60\u7ec3\u4e60\uff1a<\/p>\n<p>https:\/\/pan.baidu.com\/s\/1WGNnJKhh5tKYxk9ld2b7CQ?pwd=ebj2<\/p>\n<p>\u5982\u679c\u4f60\u4e0b\u8f7d\u7684\u5176\u4ed6\u5de5\u4f5c\u6d41\u4f5c\u8005\u90fd\u50cf\u6211\u4e00\u6837\u6709\u826f\u597d\u7684\u4e60\u60ef\uff0c\u628a\u6bcf\u4e00\u90e8\u5206\u7684\u529f\u80fd\u6807\u6ce8\u5f97\u6e05\u6e05\u695a\u695a\uff0c\u90a3\u5c31\u66f4\u65b9\u4fbf\u4e86\u3002<\/p>\n<p><img decoding=\"async\" alt=\"\" loading=\"lazy\" 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