{"id":27342,"date":"2025-03-02T17:03:56","date_gmt":"2025-03-02T09:03:56","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27342"},"modified":"2025-03-02T17:40:36","modified_gmt":"2025-03-02T09:40:36","slug":"mokuaihua-rag-xitong","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/mokuaihua-rag-xitong\/","title":{"rendered":"\u6a21\u5757\u5316 RAG \u7cfb\u7edf\u4e2d\u4f7f\u7528\u63a8\u7406\u6a21\u578b\u7684\u5e94\u7528\u8bc4\u4f30"},"content":{"rendered":"<p>\u672c\u6587\u5c06\u4ecb\u7ecd Kapa.ai \u8fd1\u671f\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff0c\u7b80\u79f0 RAG\uff09\u7cfb\u7edf\u4e2d\uff0c\u5bf9 OpenAI \u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/openai-o3-mini-xiban\/\">o3-mini<\/a> \u7b49\u63a8\u7406\u6a21\u578b\u8fdb\u884c\u63a2\u7d22\u7684\u603b\u7ed3\u6c47\u62a5\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27344\" title=\"\u6a21\u5757\u5316 RAG \u7cfb\u7edf\u4e2d\u63a8\u7406\u6a21\u578b\u7684\u5b9e\u9645\u5e94\u7528\u8bc4\u4f30-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/822a24cd4e3afe7.png\" alt=\"\u6a21\u5757\u5316 RAG \u7cfb\u7edf\u4e2d\u63a8\u7406\u6a21\u578b\u7684\u5b9e\u9645\u5e94\u7528\u8bc4\u4f30-1\" width=\"2000\" height=\"1215\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/822a24cd4e3afe7.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/822a24cd4e3afe7-768x467.png 768w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/><\/p>\n<p>Kapa.ai \u662f\u4e00\u6b3e\u7531\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9a71\u52a8\u7684 AI \u52a9\u624b\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7 <a href=\"https:\/\/www.kdjingpai.com\/pt\/rag\/\">RAG<\/a> \u6d41\u7a0b\u4e0e\u77e5\u8bc6\u5e93\u96c6\u6210\uff0c\u4ece\u800c\u56de\u7b54\u7528\u6237\u63d0\u51fa\u7684\u6280\u672f\u95ee\u9898\uff0c\u5e76\u5904\u7406\u6280\u672f\u652f\u6301\u5de5\u5355\u3002<\/p>\n<p>\u6784\u5efa\u5e76\u7ef4\u62a4\u4e00\u4e2a\u7a33\u5b9a\u3001\u901a\u7528\u7684 RAG \u7cfb\u7edf\u5e76\u975e\u6613\u4e8b\u3002\u8bb8\u591a\u53c2\u6570\u548c\u8bbe\u7f6e\u90fd\u4f1a\u5f71\u54cd\u6700\u7ec8\u8f93\u51fa\u7ed3\u679c\u7684\u8d28\u91cf\uff0c\u5e76\u4e14\u8fd9\u4e9b\u56e0\u7d20\u4e4b\u95f4\u8fd8\u5b58\u5728\u590d\u6742\u7684\u76f8\u4e92\u4f5c\u7528\uff1a<\/p>\n<ul>\n<li>\u63d0\u793a\u8bcd\u6a21\u677f<\/li>\n<li>\u4e0a\u4e0b\u6587\u5927\u5c0f<\/li>\n<li>\u67e5\u8be2\u6269\u5c55<\/li>\n<li>\u5206\u5757<\/li>\n<li>\u91cd\u6392\u5e8f<\/li>\n<li>\u7b49\u7b49<\/li>\n<\/ul>\n<p>\u5728\u5bf9 RAG \u7cfb\u7edf\u8fdb\u884c\u8c03\u6574\uff0c\u7279\u522b\u662f\u96c6\u6210\u65b0\u6a21\u578b\u65f6\uff0c\u91cd\u65b0\u5ba1\u89c6\u548c\u4f18\u5316\u8fd9\u4e9b\u53c2\u6570\u5bf9\u4e8e\u4fdd\u6301\u826f\u597d\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c\uff0c\u8fd9\u9879\u5de5\u4f5c\u4e0d\u4ec5\u8017\u65f6\uff0c\u8fd8\u9700\u8981\u4e30\u5bcc\u7684\u7ecf\u9a8c\u624d\u80fd\u505a\u597d\u3002<\/p>\n<p>\u50cf <a href=\"https:\/\/www.kdjingpai.com\/pt\/deepseek-r1nenglixiang\/\">DeepSeek-R1<\/a> \u548c OpenAI \u7684 o3-mini \u7b49\u65b0\u578b\u63a8\u7406\u6a21\u578b\uff0c\u901a\u8fc7\u5185\u7f6e\u7684\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff0c\u7b80\u79f0 CoT\uff09\u63d0\u793a\u6765\u201c\u601d\u8003\u201d\u95ee\u9898\uff0c\u9010\u6b65\u63a8\u7406\uff0c\u751a\u81f3\u5728\u5fc5\u8981\u65f6\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\uff0c\u4ece\u800c\u53d6\u5f97\u4e86\u4ee4\u4eba\u77a9\u76ee\u7684\u6210\u679c\u3002\u636e\u62a5\u9053\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u9700\u8981\u903b\u8f91\u63a8\u7406\u4e14\u7b54\u6848\u53ef\u9a8c\u8bc1\u7684\u590d\u6742\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u4f73\u3002\u76f8\u5173\u9605\u8bfb\uff1a<a href=\"https:\/\/www.kdjingpai.com\/deepseek-r1-zai-rag\/\">DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3<\/a>\u00a0\u3001<a href=\"https:\/\/www.kdjingpai.com\/xiangmujidaimashengcheng\/\">\u9879\u76ee\u7ea7\u4ee3\u7801\u751f\u6210\u7ed3\u679c\u51fa\u7089\uff01o3\/Claude3.7\u9886\u8dd1\uff0cR1\u8dfb\u8eab\u7b2c\u4e00\u68af\u961f<\/a><\/p>\n<p>\u56e0\u6b64\uff0cKapa.ai \u63d0\u51fa\u4e00\u4e2a\u8bbe\u60f3\uff1a\u5982\u679c\u63a8\u7406\u6a21\u578b\u80fd\u591f\u5206\u89e3\u590d\u6742\u95ee\u9898\u5e76\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\uff0c\u90a3\u4e48\u662f\u5426\u53ef\u4ee5\u5c06\u5b83\u4eec\u5e94\u7528\u4e8e RAG \u6d41\u7a0b\u4e2d\uff0c\u5904\u7406\u67e5\u8be2\u6269\u5c55\u3001\u6587\u6863\u68c0\u7d22\u548c\u91cd\u6392\u5e8f\u7b49\u4efb\u52a1\uff1f\u901a\u8fc7\u6784\u5efa\u4e00\u4e2a\u4fe1\u606f\u68c0\u7d22\u5de5\u5177\u7bb1\u5e76\u5c06\u5176\u4ea4\u7ed9\u63a8\u7406\u6a21\u578b\uff0c\u6216\u8bb8\u53ef\u4ee5\u5efa\u7acb\u4e00\u4e2a\u66f4\u5177\u9002\u5e94\u6027\u7684\u7cfb\u7edf\uff0c\u51cf\u5c11\u4eba\u5de5\u8c03\u6574\u53c2\u6570\u7684\u9700\u6c42\u3002<\/p>\n<p>\u8fd9\u79cd\u8303\u5f0f\u6709\u65f6\u88ab\u79f0\u4e3a\u6a21\u5757\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Modular Retrieval-Augmented Generation\uff0c\u7b80\u79f0 Modular RAG\uff09\u3002\u672c\u6587\u5c06\u5206\u4eab Kapa.ai \u8fd1\u671f\u5728\u91cd\u6784\u6807\u51c6 RAG \u6d41\u7a0b\u4e3a\u57fa\u4e8e\u63a8\u7406\u6a21\u578b\u7684\u6d41\u7a0b\u65b9\u9762\u7684\u7814\u7a76\u6210\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5047\u8bbe<\/h2>\n<p>Kapa.ai \u63a2\u7d22\u8fd9\u4e00\u601d\u8def\u7684\u4e3b\u8981\u76ee\u7684\u662f\u7b80\u5316 RAG \u6d41\u7a0b\uff0c\u5e76\u51cf\u5c11\u5bf9\u4eba\u5de5\u5fae\u8c03\u53c2\u6570\u7684\u4f9d\u8d56\u3002RAG \u6d41\u7a0b\u7684\u6838\u5fc3\u7ec4\u4ef6\u662f\u7a20\u5bc6\u5d4c\u5165\u548c\u6587\u6863\u68c0\u7d22\u3002\u4e00\u4e2a\u5178\u578b\u7684\u9ad8\u7ea7 RAG \u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\u63a5\u6536\u7528\u6237\u63d0\u793a\u3002<\/li>\n<li>\u9884\u5904\u7406\u67e5\u8be2\u4ee5\u6539\u8fdb\u4fe1\u606f\u68c0\u7d22\u3002<\/li>\n<li>\u901a\u8fc7\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u7684\u76f8\u4f3c\u6027\u641c\u7d22\u627e\u5230\u76f8\u5173\u6587\u6863\u3002<\/li>\n<li>\u5bf9\u7ed3\u679c\u8fdb\u884c\u91cd\u6392\u5e8f\uff0c\u5e76\u4f7f\u7528\u6700\u76f8\u5173\u7684\u6587\u6863\u3002<\/li>\n<li>\u751f\u6210\u56de\u590d\u3002<\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27346\" title=\"\u6a21\u5757\u5316 RAG \u7cfb\u7edf\u4e2d\u63a8\u7406\u6a21\u578b\u7684\u5b9e\u9645\u5e94\u7528\u8bc4\u4f30-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/1e9deccac26285a.png\" alt=\"\u6a21\u5757\u5316 RAG \u7cfb\u7edf\u4e2d\u63a8\u7406\u6a21\u578b\u7684\u5b9e\u9645\u5e94\u7528\u8bc4\u4f30-1\" width=\"612\" height=\"602\" \/><\/p>\n<p>\u6d41\u7a0b\u4e2d\u7684\u6bcf\u4e00\u6b65\u90fd\u901a\u8fc7\u542f\u53d1\u5f0f\u65b9\u6cd5\u8fdb\u884c\u4f18\u5316\uff0c\u4f8b\u5982\u8fc7\u6ee4\u89c4\u5219\u548c\u6392\u5e8f\u8c03\u6574\uff0c\u4ee5\u4f18\u5148\u5904\u7406\u76f8\u5173\u6570\u636e\u3002\u8fd9\u4e9b\u786c\u7f16\u7801\u7684\u4f18\u5316\u5b9a\u4e49\u4e86\u6d41\u7a0b\u7684\u884c\u4e3a\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5176\u9002\u5e94\u6027\u3002<\/p>\n<p>\u4e3a\u4e86\u8ba9\u63a8\u7406\u6a21\u578b\u80fd\u591f\u5229\u7528 RAG \u6d41\u7a0b\u7684\u5404\u4e2a\u7ec4\u4ef6\uff0cKapa.ai \u9700\u8981\u5bf9\u7cfb\u7edf\u8fdb\u884c\u4e0d\u540c\u7684\u8bbe\u7f6e\u3002\u4e0d\u518d\u5b9a\u4e49\u4e00\u4e2a\u7ebf\u6027\u7684\u6b65\u9aa4\u5e8f\u5217\uff0c\u800c\u662f\u5c06\u6bcf\u4e2a\u7ec4\u4ef6\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u6a21\u5757\uff0c\u4f9b\u6a21\u578b\u8c03\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27347\" title=\"\u6a21\u5757\u5316 RAG \u7cfb\u7edf\u4e2d\u63a8\u7406\u6a21\u578b\u7684\u5b9e\u9645\u5e94\u7528\u8bc4\u4f30-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/8e562cb9738a24d.png\" alt=\"\u6a21\u5757\u5316 RAG \u7cfb\u7edf\u4e2d\u63a8\u7406\u6a21\u578b\u7684\u5b9e\u9645\u5e94\u7528\u8bc4\u4f30-1\" width=\"836\" height=\"442\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/8e562cb9738a24d.png 836w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/8e562cb9738a24d-768x406.png 768w\" sizes=\"auto, (max-width: 836px) 100vw, 836px\" \/><\/p>\n<p>\u5728\u8fd9\u79cd\u67b6\u6784\u4e2d\uff0c\u5177\u6709\u63a8\u7406\u80fd\u529b\u7684\u6a21\u578b\u4e0d\u518d\u9075\u5faa\u56fa\u5b9a\u7684\u6d41\u7a0b\uff0c\u800c\u662f\u53ef\u4ee5\u5728\u66f4\u5927\u7a0b\u5ea6\u4e0a\u52a8\u6001\u5730\u63a7\u5236\u81ea\u5df1\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002\u901a\u8fc7\u5229\u7528\u5de5\u5177\uff0c\u6a21\u578b\u53ef\u4ee5\u51b3\u5b9a\u4f55\u65f6\u4ee5\u53ca\u4ee5\u4f55\u79cd\u9891\u7387\u8fd0\u884c\u5b8c\u6574\u68c0\u7d22\u6216\u7b80\u5316\u68c0\u7d22\uff0c\u4ee5\u53ca\u4f7f\u7528\u4ec0\u4e48\u68c0\u7d22\u53c2\u6570\u3002\u5982\u679c\u6210\u529f\uff0c\u8fd9\u79cd\u65b9\u6cd5\u6709\u53ef\u80fd\u53d6\u4ee3\u4f20\u7edf\u7684 RAG \u7f16\u6392\u6846\u67b6\uff0c\u5982 LangGraph\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e00\u4e2a\u66f4\u52a0\u6a21\u5757\u5316\u7684\u7cfb\u7edf\u8fd8\u53ef\u4ee5\u5e26\u6765\u4e00\u4e9b\u989d\u5916\u7684\u597d\u5904\uff1a<\/p>\n<ul>\n<li>\u53ef\u4ee5\u5728\u4e0d\u5f7b\u5e95\u6539\u9020\u6574\u4e2a\u6d41\u7a0b\u7684\u60c5\u51b5\u4e0b\uff0c\u66ff\u6362\u6216\u5347\u7ea7\u5355\u4e2a\u6a21\u5757\u3002<\/li>\n<li>\u66f4\u6e05\u6670\u7684\u804c\u8d23\u5206\u79bb\u4f7f\u5f97\u8c03\u8bd5\u548c\u6d4b\u8bd5\u66f4\u6613\u4e8e\u7ba1\u7406\u3002<\/li>\n<li>\u53ef\u4ee5\u6d4b\u8bd5\u548c\u66f4\u6362\u4e0d\u540c\u7684\u6a21\u5757\uff08\u4f8b\u5982\uff0c\u5177\u6709\u4e0d\u540c\u5d4c\u5165\u7684\u68c0\u7d22\u5668\uff09\u4ee5\u6bd4\u8f83\u6027\u80fd\u3002<\/li>\n<li>\u6a21\u5757\u53ef\u4ee5\u9488\u5bf9\u4e0d\u540c\u7684\u6570\u636e\u6e90\u72ec\u7acb\u6269\u5c55\u3002<\/li>\n<li>\u5b83\u6709\u53ef\u80fd\u5141\u8bb8 Kapa.ai \u6784\u5efa\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u6216\u9886\u57df\u5b9a\u5236\u7684\u4e0d\u540c\u6a21\u5757\u3002<\/li>\n<\/ul>\n<p>\u6700\u540e\uff0cKapa.ai \u8fd8\u5e0c\u671b\u63a2\u7d22\u8fd9\u79cd\u65b9\u6cd5\u662f\u5426\u53ef\u4ee5\u5e2e\u52a9\u66f4\u6709\u6548\u5730\u201c\u77ed\u8def\u201d\u6ee5\u7528\u6216\u79bb\u9898\u7684\u67e5\u8be2\u3002\u6700\u96be\u5904\u7406\u7684\u60c5\u51b5\u901a\u5e38\u6d89\u53ca\u6b67\u4e49\uff0c\u5373\u4e0d\u6e05\u695a\u67e5\u8be2\u662f\u5426\u4e0e\u4ea7\u54c1\u76f8\u5173\u3002\u6ee5\u7528\u67e5\u8be2\u901a\u5e38\u662f\u6545\u610f\u8bbe\u8ba1\u7684\uff0c\u4ee5\u9003\u907f\u68c0\u6d4b\u3002\u867d\u7136\u66f4\u7b80\u5355\u7684\u60c5\u51b5\u5df2\u7ecf\u53ef\u4ee5\u6709\u6548\u5730\u5904\u7406\uff0c\u4f46 Kapa.ai \u5e0c\u671b\u63a8\u7406\u6a21\u578b\u80fd\u5e2e\u52a9\u66f4\u65e9\u5730\u8bc6\u522b\u548c\u9000\u51fa\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6d4b\u8bd5\u8bbe\u7f6e<\/h2>\n<p>\u4e3a\u4e86\u8bd5\u9a8c\u8fd9\u79cd\u5de5\u4f5c\u6d41\u7a0b\uff0cKapa.ai \u642d\u5efa\u4e86\u4e00\u4e2a\u6c99\u76d2 RAG \u7cfb\u7edf\uff0c\u5176\u4e2d\u5305\u542b\u5fc5\u8981\u7684\u7ec4\u4ef6\u3001\u9759\u6001\u6570\u636e\u548c\u4e00\u4e2a\u4ee5 LLM \u4f5c\u4e3a\u88c1\u5224\u7684\u8bc4\u4f30\u5957\u4ef6\u3002\u5728\u4e00\u79cd\u914d\u7f6e\u4e2d\uff0cKapa.ai \u4f7f\u7528\u4e86\u4e00\u4e2a\u5178\u578b\u7684\u56fa\u5b9a\u7ebf\u6027\u6d41\u7a0b\uff0c\u5176\u4e2d\u5185\u7f6e\u4e86\u786c\u7f16\u7801\u7684\u4f18\u5316\u3002<\/p>\n<p>\u5bf9\u4e8e\u6a21\u5757\u5316 RAG \u6d41\u7a0b\uff0cKapa.ai \u4f7f\u7528 o3-mini 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