{"id":20284,"date":"2025-02-04T23:44:13","date_gmt":"2025-02-04T15:44:13","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20284"},"modified":"2025-02-04T23:44:13","modified_gmt":"2025-02-04T15:44:13","slug":"kagguochankaiyuan-a","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/kagguochankaiyuan-a\/","title":{"rendered":"KAG\uff1a\u56fd\u4ea7\u5f00\u6e90 AI \u77e5\u8bc6\u5e93\u6846\u67b6\u6df1\u5ea6\u89e3\u6790\u4e0e\u5b89\u88c5\u6559\u7a0b"},"content":{"rendered":"<p><strong>\u6700\u8fd1\uff0c\u6211\u53d1\u73b0\u4e86\u4e00\u6b3e\u4ee4\u4eba\u773c\u524d\u4e00\u4eae\u7684\u56fd\u4ea7\u5f00\u6e90AI\u77e5\u8bc6\u5e93\u6846\u67b6\uff1aKAG (Knowledge Augmented Generation) \u77e5\u8bc6\u589e\u5f3a\u751f\u6210\u3002<\/strong><\/p>\n<p><strong>KAG<\/strong>\u00a0\u7531\u8682\u8681\u96c6\u56e2\u3001\u6d59\u6c5f\u5927\u5b66\u7b49\u591a\u5bb6\u673a\u6784\u8054\u5408\u63a8\u51fa\uff0c\u4e13\u6ce8\u4e8e\u6784\u5efa\u5782\u76f4\u9886\u57df\u7684\u77e5\u8bc6\u5e93\u3002\u8bba\u6587\u6570\u636e\u663e\u793a\uff0cKAG \u5728\u7535\u5b50\u653f\u52a1\u9886\u57df\u8fbe\u5230\u4e86\u00a0<strong>91.6% \u7684\u60ca\u4eba\u51c6\u786e\u7387<\/strong>\uff0c\u5728\u7535\u5b50\u533b\u7597\u95ee\u7b54\u7b49\u573a\u666f\u4e2d\u4e5f\u8868\u73b0\u5353\u8d8a\u3002<\/p>\n<p>\u672c\u6587\u5c06\u5e26\u4f60\u6df1\u5165\u4e86\u89e3\u00a0<a href=\"https:\/\/www.kdjingpai.com\/kag\/\">KAG<\/a> \u7684\u539f\u7406\u3001\u5e94\u7528\u573a\u666f\uff0c\u5bf9\u6bd4 <a href=\"https:\/\/www.kdjingpai.com\/rag\/\">RAG<\/a> \u7684\u4f18\u52a3\u52bf\uff0c\u5e76\u63d0\u4f9b &#8220;\u5582\u996d\u7ea7&#8221; \u7684\u672c\u5730\u5b89\u88c5\u4f7f\u7528\u6559\u7a0b\u548c\u6548\u679c\u6f14\u793a\uff0c\u8ba9\u4f60\u6c89\u6d78\u5f0f\u4f53\u9a8c\u8fd9\u6b3e\u7531\u8682\u8681\u5f00\u6e90\u7684 KAG \u6846\u67b6\u3002\u5982\u679c\u4f60\u6b63\u8ba1\u5212\u4f7f\u7528 AI \u6784\u5efa\u4e13\u5c5e\u77e5\u8bc6\u5e93\uff0c\u90a3\u4e48\u8fd9\u7bc7\u6587\u7ae0\u7edd\u5bf9\u4e0d\u5bb9\u9519\u8fc7\uff01<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4ec0\u4e48\u662fKAG\uff1f\u65b0\u4e00\u4ee3\u77e5\u8bc6\u5e93\u6846\u67b6\u7684\u6838\u5fc3\u6982\u5ff5<\/h2>\n<p><strong>KAG (Knowledge Augmented Generation) \u662f\u4e00\u6b3e\u57fa\u4e8e\u00a0OpenSPG\u00a0\u5f15\u64ce\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u63a8\u7406\u95ee\u7b54\u6846\u67b6\u3002\u5b83\u7684\u6838\u5fc3\u7406\u5ff5\u5728\u4e8e<\/strong>\u878d\u5408\u77e5\u8bc6\u56fe\u8c31\u548c\u5411\u91cf\u68c0\u7d22\u7684\u53cc\u91cd\u4f18\u52bf\uff0c\u65e8\u5728\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u4e25\u8c28\u7684\u51b3\u7b56\u652f\u6301\u548c\u66f4\u7cbe\u51c6\u7684\u4fe1\u606f\u68c0\u7d22\u670d\u52a1\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/b8fe46fdf168605.png\" alt=\"alt text\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>KAG \u901a\u8fc7\u4ee5\u4e0b\u00a0\u56db\u4e2a\u5173\u952e\u6280\u672f\u00a0\u6765\u5b9e\u73b0 LLM \u548c\u77e5\u8bc6\u56fe\u8c31\u7684\u6df1\u5ea6\u878d\u5408\u4e0e\u589e\u5f3a\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u5bf9 LLM \u53cb\u597d\u7684\u77e5\u8bc6\u8868\u793a<\/strong>\uff1a \u4f18\u5316\u77e5\u8bc6\u56fe\u8c31\u7684\u7ed3\u6784\uff0c\u4f7f\u5176\u66f4\u6613\u4e8e\u88ab\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7406\u89e3\u548c\u5229\u7528\u3002<\/li>\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\u4e0e\u539f\u6587\u7247\u6bb5\u4e4b\u95f4\u7684\u4e92\u7d22\u5f15<\/strong>\uff1a \u5efa\u7acb\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5b9e\u4f53\u3001\u5173\u7cfb\u4e0e\u539f\u59cb\u6587\u672c\u7247\u6bb5\u7684\u53cc\u5411\u94fe\u63a5\uff0c\u63d0\u5347\u68c0\u7d22\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u903b\u8f91\u5f62\u5f0f\u5f15\u5bfc\u7684\u6df7\u5408\u63a8\u7406\u5f15\u64ce<\/strong>\uff1a \u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\u548c LLM \u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u5b9e\u73b0\u66f4\u590d\u6742\u7684\u63a8\u7406\u95ee\u7b54\u3002<\/li>\n<li><strong>\u4e0e\u8bed\u4e49\u63a8\u7406\u7684\u77e5\u8bc6\u5bf9\u9f50<\/strong>\uff1a \u786e\u4fdd\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u77e5\u8bc6\u4e0e\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u4e49\u7a7a\u95f4\u5bf9\u9f50\uff0c\u63d0\u5347\u77e5\u8bc6\u5229\u7528\u7684\u6709\u6548\u6027\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f54adc5250706bc.jpeg\" alt=\"alt text\" \/><\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0cKAG \u521b\u65b0\u6027\u5730\u00a0\u878d\u5408\u4e86\u77e5\u8bc6\u56fe\u8c31\u548c\u5411\u91cf\u68c0\u7d22\u7684\u4f18\u52bf\uff0c\u6784\u5efa\u51fa\u5f3a\u5927\u7684\u77e5\u8bc6\u5e93\u6846\u67b6\u3002\u5b83\u4e0d\u4ec5\u80fd\u5229\u7528 LLM \u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u80fd\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u6df1\u5c42\u63a8\u7406\uff0c\u5b8c\u6210\u590d\u6742\u7684\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5f53\u77e5\u8bc6\u56fe\u8c31\u4fe1\u606f\u4e0d\u8db3\u65f6\uff0cKAG \u8fd8\u80fd\u5de7\u5999\u5730\u5229\u7528\u5411\u91cf\u68c0\u7d22\u6280\u672f\uff0c\u8865\u5145\u76f8\u5173\u7684\u6587\u672c\u7247\u6bb5\uff0c\u786e\u4fdd\u7b54\u6848\u7684\u5168\u9762\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<p><strong>KAG \u6574\u4f53\u67b6\u6784\u6982\u89c8<\/strong><\/p>\n<p><strong>KAG \u6846\u67b6\u4e3b\u8981\u7531\u4e24\u5927\u6838\u5fc3\u6a21\u5757\u6784\u6210\uff1a\u77e5\u8bc6\u6784\u5efa (kg-builder)\u00a0\u548c\u00a0\u95ee\u9898\u6c42\u89e3 (kg-solver)\u3002<\/strong><\/p>\n<ul>\n<li><strong>kg-builder<\/strong>\u00a0\u6a21\u5757\u4e13\u6ce8\u4e8e\u77e5\u8bc6\u7684\u9ad8\u6548\u6784\u5efa\uff0c\u9488\u5bf9 LLM \u4f18\u5316\u4e86\u77e5\u8bc6\u8868\u793a\u65b9\u5f0f\uff0c\u652f\u6301\u7075\u6d3b\u7684\u77e5\u8bc6\u5efa\u6a21\u548c\u53cc\u5411\u7d22\u5f15\u7684\u5efa\u7acb\u3002<\/li>\n<li><strong>kg-solver<\/strong>\u00a0\u6a21\u5757\u5219\u8d1f\u8d23\u95ee\u9898\u7684\u9ad8\u6548\u6c42\u89e3\uff0c\u901a\u8fc7\u96c6\u6210\u4e86\u68c0\u7d22\u3001\u56fe\u8c31\u63a8\u7406\u3001\u8bed\u8a00\u63a8\u7406\u548c\u6570\u503c\u8ba1\u7b97\u7b49\u591a\u79cd\u80fd\u529b\u7684\u6df7\u5408\u63a8\u7406\u5f15\u64ce\uff0c\u5b9e\u73b0\u590d\u6742\u95ee\u9898\u7684\u89e3\u7b54\u3002<\/li>\n<li><strong>\u503c\u5f97\u671f\u5f85\u7684\u662f\uff0c\u7b2c\u4e09\u4e2a\u6a21\u5757\u00a0kag-model\u00a0\u4e5f\u5c06\u5728\u540e\u7eed\u5f00\u6e90\uff0c\u8fdb\u4e00\u6b65\u5b8c\u5584 KAG \u6846\u67b6\u7684\u529f\u80fd\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ded3fe05894ac48.png\" alt=\"alt text\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>KAG\u5bf9\u6bd4\u4f20\u7edfRAG\uff1a\u5dee\u5f02\u4e0e\u4f18\u52bf\u89e3\u6790<\/h2>\n<p><strong>RAG (Retrieval-Augmented Generation) \u4f5c\u4e3a\u4e00\u79cd\u5e38\u89c1\u7684\u77e5\u8bc6\u5e93\u6280\u672f\uff0c\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u3002\u90a3\u4e48\uff0cKAG \u76f8\u6bd4\u4e8e RAG\uff0c\u6709\u54ea\u4e9b\u5dee\u5f02\u548c\u4f18\u52bf\u5462\uff1f\u6211\u4eec\u901a\u8fc7\u4ee5\u4e0b\u51e0\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u5bf9\u6bd4\u5206\u6790\uff1a<\/strong><\/p>\n<p><strong>1. \u77e5\u8bc6\u8868\u793a\uff1a<\/strong><\/p>\n<ul>\n<li><strong>RAG:<\/strong>\u00a0\u4e3b\u8981\u4f9d\u8d56\u5411\u91cf\u76f8\u4f3c\u5ea6\u8fdb\u884c\u68c0\u7d22\uff0c\u77e5\u8bc6\u8868\u793a\u76f8\u5bf9\u7b80\u5355\uff0c\u96be\u4ee5\u5904\u7406\u9700\u8981\u591a\u8df3\u63a8\u7406\u7684\u590d\u6742\u95ee\u9898\u3002<\/li>\n<li><strong>KAG:<\/strong>\u00a0\u91c7\u7528\u5bf9 LLM \u66f4\u53cb\u597d\u7684\u77e5\u8bc6\u8868\u793a\u65b9\u6cd5\uff0c\u517c\u5bb9\u65e0\u6a21\u5f0f\u548c\u6709\u6a21\u5f0f\u7ea6\u675f\u7684\u77e5\u8bc6\uff0c\u652f\u6301\u56fe\u7ed3\u6784\u77e5\u8bc6\u4e0e\u6587\u672c\u77e5\u8bc6\u7684\u4e92\u7d22\u5f15\u7ed3\u6784\uff0c\u77e5\u8bc6\u8868\u793a\u66f4\u52a0\u4e30\u5bcc\u548c\u7ed3\u6784\u5316\u3002<\/li>\n<\/ul>\n<p><strong>2. \u63a8\u7406\u80fd\u529b\uff1a<\/strong><\/p>\n<ul>\n<li><strong>RAG:<\/strong>\u00a0\u5bf9\u77e5\u8bc6\u7684\u903b\u8f91\u5173\u7cfb\u4e0d\u654f\u611f\uff0c\u7f3a\u4e4f\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff0c\u96be\u4ee5\u5e94\u5bf9\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u4e13\u4e1a\u9886\u57df\u95ee\u9898\u3002<\/li>\n<li><strong>KAG:<\/strong>\u00a0\u5f15\u5165\u4e86\u903b\u8f91\u7b26\u53f7\u5f15\u5bfc\u7684\u6df7\u5408\u63a8\u7406\u5f15\u64ce\uff0c\u5177\u5907\u5f3a\u5927\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\u548c\u591a\u8df3\u4e8b\u5b9e\u95ee\u7b54\u80fd\u529b\uff0c\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u4e13\u4e1a\u95ee\u9898\u3002<\/li>\n<\/ul>\n<p><strong>3. \u6027\u80fd\u8868\u73b0\uff1a<\/strong><\/p>\n<ul>\n<li><strong>RAG:<\/strong>\u00a0\u5728\u591a\u8df3\u4efb\u52a1\u548c\u8de8\u6bb5\u843d\u4efb\u52a1\u4e2d\u8868\u73b0\u4e0d\u4f73\uff0c\u751f\u6210\u6587\u672c\u7684\u8fde\u8d2f\u6027\u548c\u903b\u8f91\u6027\u76f8\u5bf9\u8f83\u5f31\u3002<\/li>\n<li><strong>KAG:<\/strong>\u00a0\u5728\u591a\u8df3\u4efb\u52a1\u548c\u8de8\u6bb5\u843d\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u80fd\u591f\u663e\u8457\u63d0\u5347\u63a8\u7406\u51c6\u786e\u6027\u548c\u4fe1\u606f\u8986\u76d6\u5ea6\uff0c\u751f\u6210\u7b54\u6848\u66f4\u51c6\u786e\u3001\u66f4\u5168\u9762\u3002<\/li>\n<\/ul>\n<p><strong>4. \u9002\u7528\u573a\u666f\uff1a<\/strong><\/p>\n<ul>\n<li><strong>RAG:<\/strong>\u00a0\u66f4\u9002\u7528\u4e8e\u4e00\u822c\u7684\u6587\u672c\u751f\u6210\u548c\u68c0\u7d22\u4efb\u52a1\uff0c\u4f46\u5728\u6cd5\u5f8b\u3001\u533b\u5b66\u3001\u79d1\u5b66\u7b49\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u4e13\u4e1a\u9886\u57df\uff0c\u8868\u73b0\u4f1a\u53d7\u5230\u9650\u5236\u3002<\/li>\n<li><strong>KAG:<\/strong>\u00a0\u7279\u522b\u9002\u7528\u4e8e\u9700\u8981\u590d\u6742\u63a8\u7406\u548c\u591a\u8df3\u4e8b\u5b9e\u95ee\u7b54\u7684\u00a0<strong>\u4e13\u4e1a\u9886\u57df<\/strong>\uff0c\u4f8b\u5982\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u653f\u52a1\u7b49\uff0c\u80fd\u591f\u63d0\u4f9b\u66f4\u4e13\u4e1a\u3001\u66f4\u7cbe\u51c6\u7684\u77e5\u8bc6\u670d\u52a1\u3002<\/li>\n<\/ul>\n<p><strong>\u603b\u800c\u8a00\u4e4b\uff0cKAG \u901a\u8fc7\u878d\u5408\u77e5\u8bc6\u56fe\u8c31\u548c\u5411\u91cf\u68c0\u7d22\uff0c\u5e76\u5728\u77e5\u8bc6\u8868\u793a\u548c\u63a8\u7406\u80fd\u529b\u4e0a\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316\uff0c\u4f7f\u5176\u5728\u5904\u7406\u590d\u6742\u95ee\u9898\u548c\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u95ee\u7b54\u65b9\u9762\uff0c\u5c55\u73b0\u51fa\u8d85\u8d8a\u4f20\u7edf RAG \u6280\u672f\u7684\u6f5c\u529b\u3002<\/strong><\/p>\n<p>&nbsp;<\/p>\n<h2>\u672c\u5730\u90e8\u7f72\u201c\u5582\u996d\u7ea7\u201d\u6559\u7a0b\uff1aKAG\u5b89\u88c5\u3001\u4f7f\u7528\u3001\u6548\u679c\u6f14\u793a<\/h2>\n<p>\u7406\u8bba\u5206\u6790\u7ec8\u7a76\u9700\u8981\u5b9e\u8df5\u68c0\u9a8c\uff01\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u624b\u628a\u624b\u6559\u4f60\u5982\u4f55\u5728\u672c\u5730\u5b89\u88c5\u3001\u90e8\u7f72\u548c\u4f7f\u7528 KAG\uff0c\u5e76\u8fdb\u884c\u7b80\u5355\u7684\u6548\u679c\u6f14\u793a\u3002<\/p>\n<p><strong>KAG \u76f8\u5173\u8d44\u6e90\uff1a<\/strong><\/p>\n<ul>\n<li><strong>Github \u5730\u5740:<\/strong>https:\/\/github.com\/OpenSPG\/KAG<\/li>\n<li><strong>\u5b98\u65b9\u7f51\u7ad9:<\/strong>https:\/\/spg.openkg.cn\/<\/li>\n<\/ul>\n<p><strong>\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae\uff1a<\/strong><\/p>\n<ul>\n<li>CPU \u2265 8 \u6838<\/li>\n<li>\u5185\u5b58 RAM \u2265 32 GB<\/li>\n<li>\u786c\u76d8 Disk \u2265 100 GB<\/li>\n<\/ul>\n<p>\u5b98\u65b9\u63a8\u8350\u914d\u7f6e\u8f83\u9ad8\uff0c\u4f46\u6839\u636e\u6211\u7684\u5b9e\u9645\u6d4b\u8bd5\uff0c\u5728 16GB \u5185\u5b58\u7684 Windows \u7535\u8111\u4e0a\u4e5f\u80fd\u57fa\u672c\u6d41\u7545\u8fd0\u884c\u3002\u56e0\u6b64\uff0c\u672c\u6559\u7a0b\u5c06\u5728 Windows \u73af\u5883\u4e0b\u8fdb\u884c KAG \u7684\u5b89\u88c5\u548c\u4f7f\u7528\u6f14\u793a\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u6b65\uff1a\u5b89\u88c5 Docker Desktop<\/strong><\/p>\n<p>KAG \u7684\u5b89\u88c5\u90e8\u7f72\u4f9d\u8d56\u4e8e Docker \u73af\u5883\uff0c\u8bf7\u786e\u4fdd\u4f60\u7684\u7535\u8111\u5df2\u5b89\u88c5 Docker Desktop\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u6b65\uff1a\u521b\u5efa docker-compose.yml \u6587\u4ef6<\/strong><\/p>\n<ul>\n<li>\u5728 D \u76d8\uff08\u6216\u5176\u4ed6\u78c1\u76d8\uff09\u6839\u76ee\u5f55\u4e0b\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u00a0KAG\u00a0\u7684\u6587\u4ef6\u5939\u3002<\/li>\n<li>\u5728 KAG \u6587\u4ef6\u5939\u5185\uff0c\u65b0\u5efa\u4e00\u4e2a\u540d\u4e3a\u00a0docker-compose.yml\u00a0\u7684\u6587\u4ef6\u3002<\/li>\n<li>\u5c06\u4ee5\u4e0b YAML \u4ee3\u7801\u590d\u5236\u7c98\u8d34\u5230\u00a0docker-compose.yml\u00a0\u6587\u4ef6\u4e2d\u5e76\u4fdd\u5b58\u3002<\/li>\n<\/ul>\n<pre><code>version: \"3.7\"\r\nservices:\r\nserver:\r\nrestart: always\r\nimage: spg-registry.cn-hangzhou.cr.aliyuncs.com\/spg\/openspg-server:latest\r\ncontainer_name: release-openspg-server\r\nports:\r\n- \"8887:8887\"\r\ndepends_on:\r\n- mysql\r\n- neo4j\r\n- minio\r\n# volumes:\r\n# - \/etc\/localtime:\/etc\/localtime:ro\r\nenvironment:\r\nTZ: Asia\/Shanghai\r\nLANG: C.UTF-8\r\n<a href=\"https:\/\/www.kdjingpai.com\/cohere\/\">command<\/a>: [\r\n\"java\",\r\n\"-Dfile.encoding=UTF-8\",\r\n\"-Xms2048m\",\r\n\"-Xmx8192m\",\r\n\"-jar\",\r\n\"arks-sofaboot-0.0.1-SNAPSHOT-executable.jar\",\r\n'--server.repository.impl.jdbc.host=mysql',\r\n'--server.repository.impl.jdbc.password=openspg',\r\n'--builder.model.execute.num=5',\r\n'--cloudext.graphstore.url=neo4j:\/\/release-openspg-neo4j:7687?user=neo4j&amp;password=neo4j@openspg&amp;database=neo4j',\r\n'--cloudext.searchengine.url=neo4j:\/\/release-openspg-neo4j:7687?user=neo4j&amp;password=neo4j@openspg&amp;database=neo4j'\r\n]\r\nmysql:\r\nrestart: always\r\nimage: spg-registry.cn-hangzhou.cr.aliyuncs.com\/spg\/openspg-mysql:latest\r\ncontainer_name: release-openspg-mysql\r\nvolumes:\r\n- mysql_data:\/var\/lib\/mysql\r\nenvironment:\r\nTZ: Asia\/Shanghai\r\nLANG: C.UTF-8\r\nMYSQL_ROOT_PASSWORD: <a href=\"https:\/\/www.kdjingpai.com\/openspg\/\">openspg<\/a>\r\nMYSQL_DATABASE: openspg\r\nports:\r\n- \"3306:3306\"\r\ncommand: [\r\n'--character-set-server=utf8mb4',\r\n'--collation-server=utf8mb4_general_ci'\r\n]\r\nneo4j:\r\nrestart: always\r\nimage: spg-registry.cn-hangzhou.cr.aliyuncs.com\/spg\/openspg-neo4j:latest\r\ncontainer_name: release-openspg-neo4j\r\nports:\r\n- \"7474:7474\"\r\n- \"7687:7687\"\r\nenvironment:\r\n- TZ=Asia\/Shanghai\r\n- NEO4J_AUTH=neo4j\/neo4j@openspg\r\n- NEO4J_PLUGINS=[\"apoc\"]\r\n- NEO4J_server_memory_heap_initial__size=1G\r\n- NEO4J_server_memory_heap_max__size=4G\r\n- NEO4J_server_memory_pagecache_size=1G\r\n- NEO4J_apoc_export_file_enabled=true\r\n- NEO4J_apoc_import_file_enabled=true\r\n- NEO4J_dbms_security_procedures_unrestricted=*\r\n- NEO4J_dbms_security_procedures_allowlist=*\r\nvolumes:\r\n- neo4j_logs:\/logs\r\n- neo4j_data:\/data\r\nminio:\r\nimage: spg-registry.cn-hangzhou.cr.aliyuncs.com\/spg\/openspg-minio:latest\r\ncontainer_name: release-openspg-minio\r\ncommand: server --console-address \":9001\" \/data\r\nrestart: always\r\nenvironment:\r\nMINIO_ACCESS_KEY: minio\r\nMINIO_SECRET_KEY: minio@openspg\r\nTZ: Asia\/Shanghai\r\nports:\r\n- 9000:9000\r\n- 9001:9001\r\nvolumes:\r\n- minio_data:\/data\r\nvolumes:\r\nmysql_data:\r\nneo4j_logs:\r\nneo4j_data:\r\nminio_data:\r\n<\/code><\/pre>\n<p><strong>\u7b2c\u4e09\u6b65\uff1a\u542f\u52a8 KAG \u670d\u52a1<\/strong><\/p>\n<ul>\n<li><strong>\u6253\u5f00\u547d\u4ee4\u63d0\u793a\u7b26\uff0c\u5207\u6362\u5230 KAG \u6587\u4ef6\u5939\u76ee\u5f55 (\u5728 KAG \u6587\u4ef6\u5939\u5730\u5740\u680f\u8f93\u5165\u00a0cmd\u00a0\u56de\u8f66)\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f65121e1e6237e7.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u5728\u547d\u4ee4\u884c\u4e2d\u8f93\u5165\u00a0docker-compose up -d\u00a0\u5e76\u56de\u8f66\uff0c\u5f00\u59cb\u81ea\u52a8\u5b89\u88c5\u548c\u90e8\u7f72 KAG\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/4e4b087d69ecd2b.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u7b49\u5f85\u4e00\u6bb5\u65f6\u95f4\uff0c\u5f53\u770b\u5230\u00a0mysql, neo4j, openspg-server, minio\u00a0\u56db\u4e2a\u670d\u52a1\u90fd\u663e\u793a\u00a0Created\u00a0\u6216\u00a0Started\u00a0\u72b6\u6001\u65f6\uff0c\u8868\u793a KAG \u670d\u52a1\u5df2\u6210\u529f\u542f\u52a8\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c48744eccbc8c32.png\" alt=\"alt text\" \/><\/p>\n<p><strong>\u7b2c\u56db\u6b65\uff1a\u8bbf\u95ee KAG \u540e\u53f0\u7ba1\u7406\u9875\u9762<\/strong><\/p>\n<ul>\n<li><strong>\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8f93\u5165\u5730\u5740\u00a0127.0.0.1:8887\uff0c\u5373\u53ef\u8bbf\u95ee KAG \u540e\u53f0\u64cd\u4f5c\u9875\u9762\u3002<\/strong><\/li>\n<li><strong>\u4f7f\u7528\u9ed8\u8ba4\u7528\u6237\u540d\u00a0openspg\u00a0\u548c\u9ed8\u8ba4\u5bc6\u7801\u00a0openspg@kag\u00a0\u767b\u5f55\u7cfb\u7edf\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ea1ecb2c8a59d63.png\" alt=\"alt text\" \/><\/p>\n<p><strong>\u7b2c\u4e94\u6b65\uff1a\u914d\u7f6e KAG \u7cfb\u7edf<\/strong><\/p>\n<ul>\n<li><strong>\u767b\u5f55\u540e\uff0c\u9996\u5148\u70b9\u51fb\u00a0\u5168\u5c40\u914d\u7f6e\u00a0\u83dc\u5355\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/4697b2deaf7c0d0.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u901a\u7528\u914d\u7f6e<\/strong>\uff1a\u8fdb\u884c\u4ee5\u4e0b\u914d\u7f6e\n<ul>\n<li><strong>\u56fe\u5b58\u50a8\u914d\u7f6e<\/strong><\/li>\n<li><strong>database\uff1aneo4j<\/strong><\/li>\n<li><strong>password\uff1aneo4j@openspg<\/strong><\/li>\n<li><strong>uri\uff1aneo4j:\/\/release-openspg-neo4j:7687<\/strong><\/li>\n<li><strong>user\uff1aneo4j<\/strong><\/li>\n<li><strong>\u63d0\u793a\u8bcd\u4e2d\u82f1\u6587\u914d\u7f6e<\/strong>\n<ul>\n<li><strong>biz_scene\uff1adefault<\/strong><\/li>\n<li><strong>language\uff1azh<\/strong><\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5411\u91cf\u914d\u7f6e<\/strong>\u00a0(\u4f7f\u7528\u514d\u8d39\u7684\u5411\u91cf\u6a21\u578b API)\n<ul>\n<li><strong>type\uff1aopenai<\/strong><\/li>\n<li><strong>model\uff1aBAAI\/bge-large-zh-v1.5<\/strong><\/li>\n<li><strong>base_url\uff1a<\/strong>https:\/\/api.siliconflow.cn\/v1<\/li>\n<li>api_key\uff1a\u524d\u5f80 <a href=\"https:\/\/www.kdjingpai.com\/siliconflowguiji\/\">\u7845\u57fa\u6d41\u52a8<\/a>\u00a0\u5e73\u53f0\u83b7\u53d6\u514d\u8d39 API Key\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/900f2972bef1fef.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u7845\u57fa\u6d41\u52a8<\/strong>\u00a0\u5e73\u53f0\u6ce8\u518c\u767b\u5f55\u540e\uff0c\u6309\u7167\u4e0b\u56fe\u6307\u5f15\u5373\u53ef\u627e\u5230\u514d\u8d39\u5411\u91cf\u6a21\u578b\uff0c\u5e76\u521b\u5efa API \u5bc6\u94a5\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/2552a4f43a1efe5.png\" alt=\"alt text\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/79e74f76a2d2929.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u6a21\u578b\u914d\u7f6e<\/strong>\uff1a\u70b9\u51fb\u00a0<strong>\u6dfb\u52a0maas\u6a21\u578b\uff08\u517c\u5bb9openai\u63a5\u53e3\uff09<\/strong>\uff0c\u914d\u7f6e\u4f60\u5e0c\u671b\u4f7f\u7528\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f3377bcbb688a68.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u8fd9\u91cc\u4ee5\u00a0gpt-4o\u00a0\u4e3a\u4f8b\u8fdb\u884c\u914d\u7f6e\uff0c\u586b\u5199\u6a21\u578b\u76f8\u5173\u4fe1\u606f\u540e\u70b9\u51fb\u00a0\u786e\u5b9a\u4fdd\u5b58\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e418523110cc52a.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u6a21\u578b API \u4e2d\u8f6c\u7ad9\u63a8\u8350<\/strong>\uff1a\u5982\u679c\u4f60\u6709\u591a\u79cd\u5927\u6a21\u578b API \u8c03\u7528\u9700\u6c42\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528 API\u4e2d\u8f6c\u670d\u52a1\uff0c\u5b83\u517c\u5bb9 OpenAI \u63a5\u53e3\uff0c\u652f\u6301\u4e00\u952e\u5207\u6362\u56fd\u5185\u5916\u4e3b\u6d41\u5927\u6a21\u578b\uff0c\u5e76\u63d0\u4f9b MJ, SD, <a href=\"https:\/\/www.kdjingpai.com\/sunoai\/\">Suno<\/a> \u7b49\u7ed8\u56fe\u3001\u97f3\u4e50\u521b\u4f5c\u63a5\u53e3\u3002\u4ef7\u683c\u4e5f\u66f4\u5177\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<p><strong>\u7b2c\u516d\u6b65\uff1a\u521b\u5efa\u77e5\u8bc6\u5e93\u5e76\u5bfc\u5165\u6587\u6863<\/strong><\/p>\n<ul>\n<li><strong>\u8fd4\u56de\u9996\u9875\uff0c\u70b9\u51fb\u00a0\u521b\u5efa\u77e5\u8bc6\u5e93\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f813d942bf488e5.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u4e3a\u77e5\u8bc6\u5e93\u547d\u540d\uff0c\u70b9\u51fb\u00a0\u4fdd\u5b58\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/bf11d217fc690d8.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u521b\u5efa\u6210\u529f\u540e\uff0c\u5728\u9996\u9875\u627e\u5230\u65b0\u521b\u5efa\u7684\u77e5\u8bc6\u5e93\uff0c\u70b9\u51fb\u00a0\u77e5\u8bc6\u5e93\u6784\u5efa\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e3d723559468f16.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u70b9\u51fb\u00a0\u521b\u5efa\u4efb\u52a1\uff0c\u5f00\u59cb\u5bfc\u5165\u6587\u6863\u3002<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e58dc980e234872.png\" alt=\"alt text\" \/><\/p>\n<ul>\n<li><strong>\u4e0a\u4f20\u4f60\u7684\u77e5\u8bc6\u5e93\u6587\u6863\uff08\u76ee\u524d KAG \u6bcf\u6b21\u4ec5\u652f\u6301\u4e0a\u4f20\u4e00\u4e2a\u6587\u6863\uff0c\u5982\u6709\u591a\u4e2a\u6587\u6863\u9700\u5206\u6279\u4e0a\u4f20\uff09\u3002\u6211\u8fd9\u91cc\u4e0a\u4f20\u4e86\u6211\u7684\u6700\u65b0\u4ea7\u54c1\u00a0\u5fae\u4fe1AI\u52a9\u7406\u00a0\u7684\u76f8\u5173\u6587\u6863\u3002<\/strong><\/li>\n<li><strong>\u6587\u4ef6\u5408\u5e76\u5de5\u5177\u5206\u4eab\u5f81\u96c6<\/strong>\uff1a \u5982\u679c\u4f60\u6709\u597d\u7528\u7684\u514d\u8d39\u6587\u4ef6\u5408\u5e76\u5de5\u5177\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u5206\u4eab\uff0c\u65b9\u4fbf\u5927\u5bb6\u6279\u91cf\u5904\u7406\u6587\u6863\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/da723007a0c0630.png\" alt=\"alt text\" 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