{"id":7539,"date":"2024-10-22T19:45:19","date_gmt":"2024-10-22T11:45:19","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=7539"},"modified":"2024-10-22T19:46:22","modified_gmt":"2024-10-22T11:46:22","slug":"jiansuozengqiangshengcheng","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/jiansuozengqiangshengcheng\/","title":{"rendered":"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u539f\u7406\u4e0e\u5b9e\u8df5\u57fa\u7840\u6784\u5efa\u6307\u5357\uff08\u8bd1\uff09"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7544\" title=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/dcdfd233963281e.jpg\" alt=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-1\" width=\"2100\" height=\"1106\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/dcdfd233963281e.jpg 2100w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/dcdfd233963281e-300x158.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/dcdfd233963281e-1024x539.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/dcdfd233963281e-768x404.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/dcdfd233963281e-1536x809.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/dcdfd233963281e-2048x1079.jpg 2048w\" sizes=\"auto, (max-width: 2100px) 100vw, 2100px\" 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<a href=\"https:\/\/www.kdjingpai.com\/de\/rag\/\">RAG<\/a> \u7684\u8bde\u751f\uff0c\u89e3\u91ca RAG \u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5e76\u8be6\u7ec6\u5206\u6790 RAG \u6d41\u6c34\u7ebf\u7684\u67b6\u6784\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5c06\u63d0\u4f9b\u4e00\u4e9b\u5b9e\u9645\u7684 RAG \u4f7f\u7528\u6848\u4f8b\uff0c\u63d0\u51fa\u5177\u4f53\u7684 RAG \u5b9e\u73b0\u65b9\u6cd5\uff0c\u4ecb\u7ecd\u4e00\u4e9b\u9ad8\u7ea7\u7684 RAG \u6280\u672f\uff0c\u5e76\u8ba8\u8bba RAG \u7684\u8bc4\u4f30\u65b9\u6cd5\u3002<\/p>\n<blockquote><p>LLM \u662f\u4e00\u4e2a\u5e7f\u6cdb\u7684\u672f\u8bed\uff0c\u6307\u7684\u662f\u5728\u5927\u578b\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u6267\u884c\u5404\u79cd\u4e0e\u6587\u672c\u548c\u8bed\u8a00\u76f8\u5173\u7684\u4efb\u52a1\u3002\u751f\u6210\u5f0f LLM \u662f\u6307\u80fd\u591f\u6839\u636e\u7528\u6237\u63d0\u793a\u751f\u6210\u65b0\u6587\u672c\u7684\u6a21\u578b\uff0c\u5982\u804a\u5929\u673a\u5668\u4eba\u4e2d\u4f7f\u7528\u7684\u6a21\u578b\uff0c\u901a\u5e38\u79f0\u4e3a<strong>\u751f\u6210\u5f0f\u6a21\u578b<\/strong>\u3002\u5c06\u6587\u672c\u6570\u636e\u7f16\u7801\u5230\u8bed\u4e49\u7a7a\u95f4\u4e2d\u7684 LLM \u5219\u79f0\u4e3a<strong>\u5d4c\u5165\u6a21\u578b<\/strong>\u3002\u56e0\u6b64\uff0c\u5728\u672c\u6587\u4e2d\u6211\u4eec\u4f7f\u7528\u751f\u6210\u5f0f\u6a21\u578b\u548c\u5d4c\u5165\u6a21\u578b\u8fd9\u4e24\u4e2a\u672f\u8bed\u6765\u533a\u5206\u8fd9\u4e24\u7c7b\u6a21\u578b\u3002<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<h2 id=\"_6\">\u751f\u6210\u6a21\u578b\u7684\u5c40\u9650\u6027<\/h2>\n<p>\u751f\u6210\u6a21\u578b\u901a\u8fc7\u8bad\u7ec3\u5927\u91cf\u7684\u6570\u636e\u96c6\uff0c\u5305\u62ec\uff08\u4f46\u4e0d\u9650\u4e8e\uff09\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3001\u4e66\u7c4d\u3001\u5b66\u672f\u6587\u7ae0\u548c\u6293\u53d6\u7684\u7f51\u9875\uff0c\u4ece\u800c\u83b7\u5f97\u4e00\u5b9a\u7684\u901a\u8bc6\u77e5\u8bc6\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u7c7b\u4f3c\u4eba\u7c7b\u7684\u6587\u672c\uff0c\u56de\u7b54\u5404\u79cd\u95ee\u9898\uff0c\u5e76\u534f\u52a9\u5b8c\u6210\u5982\u56de\u7b54\u3001\u603b\u7ed3\u548c\u521b\u610f\u5199\u4f5c\u7b49\u4efb\u52a1\u3002<\/p>\n<p>\u7136\u800c\uff0c\u751f\u6210\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u4e0d\u53ef\u907f\u514d\u5730\u662f\u4e0d\u5b8c\u6574\u7684\uff0c\u56e0\u4e3a\u5b83\u4eec\u7f3a\u4e4f\u5173\u4e8e\u5c0f\u4f17\u8bdd\u9898\u548c\u6570\u636e\u96c6\u622a\u6b62\u65e5\u671f\u4e4b\u540e\u65b0\u53d1\u5c55\u7684\u4fe1\u606f\u3002\u751f\u6210\u6a21\u578b\u4e5f\u65e0\u6cd5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u5e93\u6216\u5b58\u50a8\u5e93\u4e2d\u7684\u4e13\u6709\u6570\u636e\u3002\u6b64\u5916\uff0c\u5f53\u8fd9\u4e9b\u6a21\u578b\u4e0d\u77e5\u9053\u95ee\u9898\u7684\u7b54\u6848\u65f6\uff0c\u5b83\u4eec\u5f80\u5f80\u4f1a\u731c\u6d4b\uff0c\u6709\u65f6\u8fd9\u79cd\u731c\u6d4b\u5e76\u4e0d\u51c6\u786e\u3002\u8fd9\u79cd\u751f\u6210\u9519\u8bef\u6216\u865a\u6784\u4fe1\u606f\u7684\u73b0\u8c61\u88ab\u79f0\u4e3a\u5e7b\u89c9\uff0c\u5728\u9762\u5411\u5ba2\u6237\u7684 AI \u5e94\u7528\u4e2d\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5b9e\u9645\u7684\u58f0\u8a89\u635f\u5bb3\u3002<\/p>\n<p>\u63d0\u9ad8\u751f\u6210\u6a21\u578b\u5728\u4e13\u95e8\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u5e76\u51cf\u5c11\u5e7b\u89c9\u7684\u5173\u952e\u662f\u63d0\u4f9b\u8bad\u7ec3\u6570\u636e\u4e2d\u4e0d\u5b58\u5728\u7684\u989d\u5916\u4fe1\u606f\u3002\u8fd9\u5c31\u662f RAG \u7684\u7528\u6b66\u4e4b\u5730\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_10\">\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff1f<\/h2>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2005.11401\"><strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/strong><\/a>\u00a0\u662f\u4e00\u79cd\u901a\u8fc7\u4ece\u5916\u90e8\u6570\u636e\u6e90\u68c0\u7d22\u4e0e\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684\u989d\u5916\u6570\u636e\u6765<strong>\u589e\u5f3a<\/strong>\u751f\u6210\u5f0f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u901a\u8bc6\u77e5\u8bc6\u7684\u6846\u67b6\u3002<\/p>\n<p>\u5916\u90e8\u6570\u636e\u6e90\u53ef\u4ee5\u5305\u62ec\u5185\u90e8\u6570\u636e\u5e93\u3001\u6587\u4ef6\u548c\u5b58\u50a8\u5e93\uff0c\u4ee5\u53ca\u516c\u5f00\u53ef\u7528\u7684\u6570\u636e\uff0c\u4f8b\u5982\u65b0\u95fb\u6587\u7ae0\u3001\u7f51\u7ad9\u6216\u5176\u4ed6\u5728\u7ebf\u5185\u5bb9\u3002\u8bbf\u95ee\u8fd9\u4e9b\u6570\u636e\u4f7f\u6a21\u578b\u80fd\u591f\u63d0\u4f9b\u66f4\u52a0\u57fa\u4e8e\u4e8b\u5b9e\u7684\u56de\u7b54\uff0c\u5e76\u5728\u5176\u56de\u7b54\u4e2d\u5f15\u7528\u6765\u6e90\uff0c\u907f\u514d\u5728\u6a21\u578b\u539f\u59cb\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u627e\u4e0d\u5230\u4fe1\u606f\u65f6\u8fdb\u884c\u300c\u731c\u6d4b\u300d\u3002<\/p>\n<p>RAG \u7684\u5e38\u89c1\u7528\u4f8b\u5305\u62ec\u68c0\u7d22\u6700\u65b0\u4fe1\u606f\u3001\u8bbf\u95ee\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u548c\u56de\u7b54\u590d\u6742\u7684\u3001\u6570\u636e\u9a71\u52a8\u7684\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_14\">RAG \u67b6\u6784<\/h2>\n<p>RAG \u7ba1\u9053\u7684\u57fa\u672c\u7ec4\u6210\u90e8\u5206\u53ef\u4ee5\u5206\u4e3a<strong>\u4e09\u4e2a\u7ec4\u4ef6<\/strong>\uff1a\u5916\u90e8\u77e5\u8bc6\u6e90\u3001\u63d0\u793a\u6a21\u677f\u548c\u751f\u6210\u6a21\u578b\u3002\u901a\u8fc7\u8fd9\u4e9b\u7ec4\u4ef6\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u5e94\u7528\u53ef\u4ee5\u5229\u7528\u6709\u4ef7\u503c\u7684\u7279\u5b9a\u4efb\u52a1\u6570\u636e\u751f\u6210\u66f4\u52a0\u51c6\u786e\u7684\u56de\u7b54\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7540\" title=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8c01e3ef579be19.png\" alt=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-2\" width=\"2800\" height=\"1400\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8c01e3ef579be19.png 2800w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8c01e3ef579be19-300x150.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8c01e3ef579be19-1024x512.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8c01e3ef579be19-768x384.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8c01e3ef579be19-1536x768.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8c01e3ef579be19-2048x1024.png 2048w\" sizes=\"auto, (max-width: 2800px) 100vw, 2800px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3 id=\"_17\">\u5916\u90e8\u77e5\u8bc6\u6e90<\/h3>\n<p>\u6ca1\u6709\u5916\u90e8\u77e5\u8bc6\u7684\u652f\u6301\uff0c\u751f\u6210\u6a21\u578b\u53ea\u80fd\u57fa\u4e8e\u5176<strong>\u53c2\u6570\u5316\u77e5\u8bc6<\/strong>\u751f\u6210\u56de\u7b54\uff0c\u8fd9\u4e9b\u77e5\u8bc6\u662f\u5728\u6a21\u578b\u8bad\u7ec3\u9636\u6bb5\u5b66\u4e60\u7684\u3002\u901a\u8fc7 RAG\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u7ba1\u9053\u4e2d\u6574\u5408<strong>\u5916\u90e8\u77e5\u8bc6\u6e90<\/strong>\uff0c\u4e5f\u79f0\u4e3a<strong>\u975e\u53c2\u6570\u5316\u77e5\u8bc6<\/strong>\u3002<\/p>\n<p>\u5916\u90e8\u6570\u636e\u6e90\u901a\u5e38\u662f\u4efb\u52a1\u7279\u5b9a\u7684\uff0c\u5f80\u5f80\u8d85\u51fa\u6a21\u578b\u539f\u59cb\u8bad\u7ec3\u6570\u636e\u6216\u5176\u53c2\u6570\u5316\u77e5\u8bc6\u7684\u8303\u56f4\u3002\u6b64\u5916\uff0c\u5b83\u4eec\u901a\u5e38\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u4e3b\u9898\u548c\u683c\u5f0f\u53ef\u80fd\u5404\u4e0d\u76f8\u540c\u3002<\/p>\n<p>\u5e38\u89c1\u7684\u5916\u90e8\u6570\u636e\u6765\u6e90\u5305\u62ec\u5185\u90e8\u516c\u53f8\u6570\u636e\u5e93\u3001\u6cd5\u5f8b\u6cd5\u89c4\u548c\u6587\u6863\u3001\u533b\u5b66\u548c\u79d1\u5b66\u6587\u732e\uff0c\u4ee5\u53ca\u6293\u53d6\u7684\u7f51\u9875\u3002\u79c1\u4eba\u6570\u636e\u6e90\u4e5f\u53ef\u4ee5\u7528\u4e8e RAG\u3002\u4e2a\u4eba AI \u52a9\u624b\uff0c\u5982 Microsoft \u7684 Copilot\uff0c\u5229\u7528\u5305\u62ec\u7535\u5b50\u90ae\u4ef6\u3001\u6587\u6863\u548c\u5373\u65f6\u6d88\u606f\u5728\u5185\u7684\u591a\u79cd\u4e2a\u4eba\u6570\u636e\u6e90\uff0c\u63d0\u4f9b\u5b9a\u5236\u5316\u7684\u56de\u7b54\u5e76\u66f4\u9ad8\u6548\u5730\u81ea\u52a8\u5316\u4efb\u52a1\u3002<\/p>\n<h3 id=\"_21\">\u63d0\u793a\u6a21\u677f<\/h3>\n<p>\u63d0\u793a\u662f\u6211\u4eec\u4e0e\u751f\u6210\u6a21\u578b\u6c9f\u901a\u8bf7\u6c42\u7684\u5de5\u5177\u3002\u63d0\u793a\u53ef\u4ee5\u5305\u542b\u591a\u4e2a\u5143\u7d20\uff0c\u4f46\u901a\u5e38\u5305\u62ec\u67e5\u8be2\u3001\u6307\u4ee4\u548c\u4e0a\u4e0b\u6587\uff0c\u7528\u4e8e\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u76f8\u5173\u7684\u56de\u590d\u3002<\/p>\n<p><strong>\u63d0\u793a\u6a21\u677f<\/strong>\u00a0\u63d0\u4f9b\u4e86\u4e00\u79cd\u751f\u6210\u6807\u51c6\u5316\u63d0\u793a\u7684\u7ed3\u6784\u5316\u65b9\u5f0f\uff0c\u5728\u8fd9\u79cd\u65b9\u5f0f\u4e2d\u53ef\u4ee5\u63d2\u5165\u5404\u79cd\u67e5\u8be2\u548c\u4e0a\u4e0b\u6587\u3002\u5728 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6d41\u7a0b\u4e2d\uff0c\u76f8\u5173\u6570\u636e\u4ece\u5916\u90e8\u6570\u636e\u6e90\u4e2d\u68c0\u7d22\u5e76\u63d2\u5165\u5230\u63d0\u793a\u6a21\u677f\u4e2d\uff0c\u4ece\u800c\u589e\u5f3a\u63d0\u793a\u3002\u57fa\u672c\u4e0a\uff0c\u63d0\u793a\u6a21\u677f\u5145\u5f53\u4e86\u5916\u90e8\u6570\u636e\u548c\u6a21\u578b\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u4e3a\u6a21\u578b\u5728\u63a8\u7406\u65f6\u63d0\u4f9b\u4e0e\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u4ee5\u751f\u6210\u51c6\u786e\u7684\u56de\u7b54\u3002<\/p>\n<pre><code class=\"hljs swift\">prompt_template <span class=\"hljs-operator\">=<\/span> <span class=\"hljs-string\">\"\u4e0a\u4e0b\u6587\u4fe1\u606f\u5982\u4e0b\u3002<span class=\"hljs-subst\">\\n<\/span>\"<\/span>\r\n                  <span class=\"hljs-string\">\"---------------------<span class=\"hljs-subst\">\\n<\/span>\"<\/span>\r\n                  <span class=\"hljs-string\">\"{context_str}<span class=\"hljs-subst\">\\n<\/span>\"<\/span>\r\n                  <span class=\"hljs-string\">\"---------------------<span class=\"hljs-subst\">\\n<\/span>\"<\/span>\r\n                  <span class=\"hljs-string\">\"\u6839\u636e\u4e0a\u4e0b\u6587\u4fe1\u606f\u800c\u4e0d\u662f\u5148\u524d\u7684\u77e5\u8bc6\uff0c\u56de\u7b54\u95ee\u9898\u3002<span class=\"hljs-subst\">\\n<\/span>\"<\/span>\r\n                  <span class=\"hljs-string\">\"\u95ee\u9898: {query_str}<span class=\"hljs-subst\">\\n<\/span>\"<\/span>\r\n                  <span class=\"hljs-string\">\"\u56de\u7b54: \"<\/span>\r\n<\/code><\/pre>\n<h3 id=\"_25\">\u751f\u6210\u5f0f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/h3>\n<p>RAG \u4e2d\u7684\u6700\u540e\u4e00\u4e2a\u7ec4\u4ef6\u662f\u751f\u6210\u5f0f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4e5f\u79f0\u4e3a\u751f\u6210\u6a21\u578b\uff0c\u7528\u4e8e\u751f\u6210\u5bf9\u7528\u6237\u67e5\u8be2\u7684\u6700\u7ec8\u56de\u7b54\u3002\u589e\u5f3a\u540e\u7684\u63d0\u793a\uff0c\u901a\u8fc7\u5916\u90e8\u77e5\u8bc6\u5e93\u63d0\u4f9b\u7684\u4fe1\u606f\u4e30\u5bcc\u4e86\u63d0\u793a\uff0c\u7136\u540e\u53d1\u9001\u7ed9\u6a21\u578b\uff0c\u6a21\u578b\u4f1a\u751f\u6210\u7ed3\u5408\u5185\u90e8\u77e5\u8bc6\u548c\u65b0\u68c0\u7d22\u5230\u6570\u636e\u7684\u56de\u7b54\u3002<\/p>\n<p>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u8ba8\u8bba\u4e86 RAG \u7684\u67b6\u6784\u53ca\u5176\u5173\u952e\u7ec4\u4ef6\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u770b\u770b\u5b83\u4eec\u5982\u4f55\u5728 RAG \u5de5\u4f5c\u6d41\u4e2d\u7ed3\u5408\u5728\u4e00\u8d77\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_28\">RAG \u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff1f<\/h2>\n<p>RAG \u662f\u4e00\u4e2a\u591a\u6b65\u9aa4\u6846\u67b6\uff0c\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\u3002\u9996\u5148\uff0c\u5728\u6444\u53d6\u9636\u6bb5\uff0c\u5916\u90e8\u77e5\u8bc6\u88ab\u9884\u5904\u7406\u5e76\u51c6\u5907\u597d\u7528\u4e8e\u68c0\u7d22\u3002\u63a5\u4e0b\u6765\uff0c\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u6a21\u578b\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u6570\u636e\uff0c\u5c06\u5176\u4e0e\u7528\u6237\u7684\u63d0\u793a\u8fdb\u884c\u589e\u5f3a\uff0c\u5e76\u751f\u6210\u56de\u590d\u3002\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u66f4\u8be6\u7ec6\u5730\u770b\u770b\u6bcf\u4e2a\u9636\u6bb5\u3002<\/p>\n<h3 id=\"_30\">\u9636\u6bb5 1\uff1a\u6444\u53d6<\/h3>\n<p>\u9996\u5148\uff0c\u9700\u8981\u51c6\u5907\u5916\u90e8\u77e5\u8bc6\u6e90\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5916\u90e8\u6570\u636e\u9700\u8981\u88ab\u6e05\u6d17\u5e76\u8f6c\u5316\u4e3a\u6a21\u578b\u80fd\u591f\u7406\u89e3\u7684\u683c\u5f0f\u3002\u8fd9\u79f0\u4e3a\u00a0<strong>\u6444\u53d6\u9636\u6bb5<\/strong>\u3002\u5728\u6444\u53d6\u8fc7\u7a0b\u4e2d\uff0c\u6587\u672c\u6216\u56fe\u50cf\u6570\u636e\u901a\u8fc7\u79f0\u4e3a\u00a0<strong>\u5411\u91cf\u5316<\/strong>\u00a0\u7684\u8fc7\u7a0b\u4ece\u5176\u539f\u59cb\u683c\u5f0f\u8f6c\u6362\u4e3a\u00a0<strong>\u5d4c\u5165<\/strong>\u3002\u4e00\u65e6\u751f\u6210\u4e86\u5d4c\u5165\uff0c\u5c31\u9700\u8981\u4ee5\u4e00\u79cd\u4fbf\u4e8e\u65e5\u540e\u68c0\u7d22\u7684\u65b9\u5f0f\u8fdb\u884c\u5b58\u50a8\u3002\u6700\u5e38\u89c1\u7684\u662f\uff0c\u8fd9\u4e9b\u5d4c\u5165\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u8fd9\u6837\u53ef\u4ee5\u5feb\u901f\u3001\u9ad8\u6548\u5730\u4e3a\u4e0b\u6e38\u4efb\u52a1\u68c0\u7d22\u4fe1\u606f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7542\" title=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/d17f57532132484.png\" alt=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-3\" width=\"2800\" height=\"1400\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/d17f57532132484.png 2800w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/d17f57532132484-300x150.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/d17f57532132484-1024x512.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/d17f57532132484-768x384.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/d17f57532132484-1536x768.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/d17f57532132484-2048x1024.png 2048w\" sizes=\"auto, (max-width: 2800px) 100vw, 2800px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3 id=\"_33\">\u9636\u6bb5 2\uff1a\u63a8\u7406<\/h3>\n<p>\u5f53\u5916\u90e8\u6570\u636e\u88ab\u7f16\u7801\u5e76\u5b58\u50a8\u540e\uff0c\u5c31\u53ef\u4ee5\u5728\u00a0<strong>\u63a8\u7406<\/strong>\u00a0\u9636\u6bb5\u8fdb\u884c\u68c0\u7d22\uff0c\u6a21\u578b\u5728\u6b64\u9636\u6bb5\u751f\u6210\u56de\u590d\u6216\u56de\u7b54\u95ee\u9898\u3002\u63a8\u7406\u5206\u4e3a\u4e09\u4e2a\u6b65\u9aa4\uff1a\u68c0\u7d22\u3001\u589e\u5f3a\u548c\u751f\u6210\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7541\" title=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/15b3dbe8d62c3cd.png\" alt=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-4\" width=\"2800\" height=\"1400\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/15b3dbe8d62c3cd.png 2800w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/15b3dbe8d62c3cd-300x150.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/15b3dbe8d62c3cd-1024x512.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/15b3dbe8d62c3cd-768x384.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/15b3dbe8d62c3cd-1536x768.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/15b3dbe8d62c3cd-2048x1024.png 2048w\" sizes=\"auto, (max-width: 2800px) 100vw, 2800px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4 id=\"_36\">\u68c0\u7d22<\/h4>\n<p>\u63a8\u7406\u9636\u6bb5\u59cb\u4e8e\u68c0\u7d22\uff0c\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u6570\u636e\u4ece\u5916\u90e8\u77e5\u8bc6\u6e90\u4e2d\u6839\u636e\u7528\u6237\u67e5\u8be2\u88ab\u68c0\u7d22\u3002\u68c0\u7d22\u65b9\u6cd5\u5728\u683c\u5f0f\u548c\u590d\u6742\u6027\u4e0a\u5404\u6709\u4e0d\u540c\uff0c\u7136\u800c\u5728\u7b80\u5355\u7684 RAG \u6a21\u5f0f\u4e2d\uff0c\u5916\u90e8\u77e5\u8bc6\u5d4c\u5165\u5e76\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c<strong>\u76f8\u4f3c\u6027\u641c\u7d22<\/strong>\u00a0\u662f\u6700\u7b80\u5355\u7684\u68c0\u7d22\u5f62\u5f0f\u3002<\/p>\n<p>\u8981\u6267\u884c\u76f8\u4f3c\u6027\u641c\u7d22\uff0c\u9996\u5148\u9700\u8981\u5c06\u7528\u6237\u67e5\u8be2\u5d4c\u5165\u5230\u4e0e\u5916\u90e8\u6570\u636e\u76f8\u540c\u7684\u591a\u7ef4\u7a7a\u95f4\u4e2d\uff0c\u8fd9\u6837\u53ef\u4ee5\u76f4\u63a5\u6bd4\u8f83\u67e5\u8be2\u4e0e\u5d4c\u5165\u7684\u5916\u90e8\u6570\u636e\u3002\u5728\u00a0<a href=\"https:\/\/weaviate.io\/developers\/weaviate\/search\/similarity\"><strong>\u76f8\u4f3c\u6027\u641c\u7d22<\/strong><\/a>\u00a0\u4e2d\uff0c\u8ba1\u7b97\u67e5\u8be2\u4e0e\u5916\u90e8\u6570\u636e\u70b9\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u8fd4\u56de\u8ddd\u79bb\u6700\u77ed\u7684\u70b9\uff0c\u4ece\u800c\u5b8c\u6210\u68c0\u7d22\u8fc7\u7a0b\u3002<\/p>\n<h4 id=\"_39\">\u589e\u5f3a\uff08Augmentation\uff09<\/h4>\n<p>\u4e00\u65e6\u4ece\u5916\u90e8\u6570\u636e\u6e90\u4e2d\u68c0\u7d22\u5230\u6700\u76f8\u5173\u7684\u6570\u636e\u70b9\uff0c\u589e\u5f3a\u8fc7\u7a0b\u4f1a\u901a\u8fc7\u5c06\u8fd9\u4e9b\u5916\u90e8\u4fe1\u606f\u63d2\u5165\u5230\u9884\u5b9a\u4e49\u7684\u63d0\u793a\u6a21\u677f\u4e2d\u6765\u8fdb\u884c\u6574\u5408\u3002<\/p>\n<h4 id=\"_41\">\u751f\u6210\uff08Generation\uff09<\/h4>\n<p>\u5728\u589e\u5f3a\u7684\u63d0\u793a\u88ab\u6ce8\u5165\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u540e\uff0c\u6a21\u578b\u4f1a\u7ee7\u7eed\u751f\u6210\u5bf9\u7528\u6237\u8f93\u5165\u7684\u6700\u7ec8\u54cd\u5e94\u3002\u5728\u751f\u6210\u9636\u6bb5\uff0c\u6a21\u578b\u7ed3\u5408\u5176\u5185\u90e8\u7684\u8bed\u8a00\u7406\u89e3\u548c\u589e\u5f3a\u540e\u7684\u5916\u90e8\u6570\u636e\uff0c\u751f\u6210\u8fde\u8d2f\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u7b54\u6848\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u9aa4\u6d89\u53ca\u4ee5\u6d41\u7545\u3001\u81ea\u7136\u7684\u65b9\u5f0f\u751f\u6210\u56de\u590d\uff0c\u540c\u65f6\u5229\u7528\u4e30\u5bcc\u7684\u4fe1\u606f\u786e\u4fdd\u8f93\u51fa\u65e2\u51c6\u786e\u53c8\u4e0e\u7528\u6237\u7684\u67e5\u8be2\u76f8\u5173\u3002\u589e\u5f3a\u7684\u76ee\u7684\u662f\u6574\u5408\u5916\u90e8\u4e8b\u5b9e\uff0c\u800c\u751f\u6210\u5219\u662f\u5c06\u8fd9\u4e9b\u7ec4\u5408\u7684\u77e5\u8bc6\u8f6c\u5316\u4e3a\u9488\u5bf9\u7279\u5b9a\u8bf7\u6c42\u7684\u7ed3\u6784\u826f\u597d\u3001\u7c7b\u4eba\u5316\u7684\u8f93\u51fa\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_44\">RAG \u5e94\u7528\u6848\u4f8b<\/h2>\n<p>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u4ecb\u7ecd\u4e86 RAG \u7684\u5b9a\u4e49\u3001\u5de5\u4f5c\u539f\u7406\u53ca\u5176\u67b6\u6784\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u63a2\u8ba8\u4e00\u4e9b\u5b9e\u9645\u5e94\u7528\u573a\u666f\uff0c\u770b\u770b\u8fd9\u4e2a\u6846\u67b6\u5982\u4f55\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u5f97\u5230\u5e94\u7528\u3002\u901a\u8fc7\u4f7f\u7528\u6700\u65b0\u7684\u3001\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u6570\u636e\u6765\u589e\u5f3a\u751f\u6210\u5f0f\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4ee5\u63d0\u9ad8\u5b83\u4eec\u7684\u51c6\u786e\u6027\u3001\u76f8\u5173\u6027\u548c\u5904\u7406\u4e13\u95e8\u4efb\u52a1\u7684\u80fd\u529b\u3002\u56e0\u6b64\uff0cRAG \u5e7f\u6cdb\u5e94\u7528\u4e8e\u5b9e\u65f6\u4fe1\u606f\u68c0\u7d22\u3001\u5185\u5bb9\u63a8\u8350\u7cfb\u7edf\u4ee5\u53ca\u4e2a\u4eba AI \u52a9\u624b\u7684\u6784\u5efa\u3002<\/p>\n<h3 id=\"_46\">\u5b9e\u65f6\u4fe1\u606f\u68c0\u7d22<\/h3>\n<p>\u5355\u72ec\u4f7f\u7528\u751f\u6210\u6a21\u578b\u65f6\uff0c\u5b83\u4eec\u53ea\u80fd\u68c0\u7d22\u5230\u5176\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u5b58\u5728\u7684\u4fe1\u606f\u3002\u800c\u5728 RAG \u7684\u6846\u67b6\u4e0b\uff0c\u6a21\u578b\u80fd\u591f\u4ece\u5916\u90e8\u6765\u6e90\u68c0\u7d22\u6570\u636e\u548c\u4fe1\u606f\uff0c\u4ece\u800c\u786e\u4fdd\u66f4\u52a0\u51c6\u786e\u548c\u6700\u65b0\u7684\u54cd\u5e94\u3002\u4e00\u4e2a\u8fd9\u6837\u7684\u4f8b\u5b50\u662f ChatGPT-4o \u80fd\u591f\u5b9e\u65f6\u4ece\u7f51\u9875\u76f4\u63a5\u8bbf\u95ee\u548c\u68c0\u7d22\u4fe1\u606f\u3002\u8fd9\u662f\u4e00\u4e2a RAG \u5e94\u7528\u6848\u4f8b\uff0c\u5b83\u5229\u7528\u4e86\u672a\u5d4c\u5165\u5411\u91cf\u6570\u636e\u5e93\u7684\u5916\u90e8\u6570\u636e\u6e90\uff0c\u5bf9\u4e8e\u56de\u7b54\u7528\u6237\u5173\u4e8e\u65b0\u95fb\u6216\u5176\u4ed6\u65f6\u6548\u6027\u4e8b\u4ef6\uff08\u5982\u80a1\u7968\u4ef7\u683c\u3001\u65c5\u884c\u5efa\u8bae\u548c\u5929\u6c14\u66f4\u65b0\uff09\u7684\u67e5\u8be2\u7279\u522b\u6709\u7528\u3002<\/p>\n<h3 id=\"_48\">\u5185\u5bb9\u63a8\u8350\u7cfb\u7edf<\/h3>\n<p>\u5185\u5bb9\u63a8\u8350\u7cfb\u7edf\u5206\u6790\u7528\u6237\u6570\u636e\u548c\u504f\u597d\uff0c\u5411\u7528\u6237\u63a8\u8350\u76f8\u5173\u7684\u4ea7\u54c1\u6216\u5185\u5bb9\u3002\u4f20\u7edf\u4e0a\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u9700\u8981\u590d\u6742\u7684\u96c6\u6210\u6a21\u578b\u548c\u5927\u91cf\u7528\u6237\u504f\u597d\u6570\u636e\u96c6\u3002RAG \u901a\u8fc7\u5c06\u5916\u90e8\u3001\u4e0e\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u7528\u6237\u6570\u636e\u4e0e\u6a21\u578b\u7684\u901a\u7528\u77e5\u8bc6\u76f4\u63a5\u6574\u5408\uff0c\u7b80\u5316\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u6784\u5efa\uff0c\u4f7f\u5176\u80fd\u591f\u751f\u6210\u4e2a\u6027\u5316\u7684\u63a8\u8350\u3002<\/p>\n<h3 id=\"_50\">\u4e2a\u4eba AI \u52a9\u624b<\/h3>\n<p>\u6211\u4eec\u7684\u4e2a\u4eba\u6570\u636e\uff0c\u5305\u62ec\u6587\u4ef6\u3001\u7535\u5b50\u90ae\u4ef6\u3001Slack \u6d88\u606f\u548c\u7b14\u8bb0\uff0c\u90fd\u662f\u751f\u6210\u6a21\u578b\u7684\u91cd\u8981\u6570\u636e\u6e90\u3002\u901a\u8fc7\u5bf9\u4e2a\u4eba\u6570\u636e\u8fd0\u884c RAG\uff0c\u6211\u4eec\u53ef\u4ee5\u4ee5\u5bf9\u8bdd\u7684\u65b9\u5f0f\u4e0e\u5176\u4e92\u52a8\uff0c\u63d0\u9ad8\u6548\u7387\u5e76\u5b9e\u73b0\u7410\u788e\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u3002\u501f\u52a9 AI \u52a9\u624b\uff08\u4f8b\u5982 Microsoft \u7684 <a href=\"https:\/\/www.kdjingpai.com\/de\/microsoft-copilo\/\">Copilot<\/a> \u548c <a href=\"https:\/\/www.kdjingpai.com\/de\/notion-ai-2\/\">Notion<\/a> \u7684 Ask AI\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u7b80\u5355\u7684\u63d0\u793a\u6765\u641c\u7d22\u76f8\u5173\u6587\u6863\u3001\u7f16\u5199\u4e2a\u6027\u5316\u7684\u7535\u5b50\u90ae\u4ef6\u3001\u603b\u7ed3\u6587\u6863\u548c\u4f1a\u8bae\u8bb0\u5f55\u3001\u5b89\u6392\u4f1a\u8bae\u7b49\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_52\">\u5982\u4f55\u5b9e\u73b0 RAG<\/h2>\n<p>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u4e86\u89e3\u4e86 RAG \u7684\u5de5\u4f5c\u539f\u7406\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u63a2\u8ba8\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u529f\u80fd\u6027\u7684 RAG \u7ba1\u9053\u3002RAG \u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u4e0d\u540c\u7684\u6846\u67b6\u5b9e\u73b0\uff0c\u8fd9\u4e9b\u6846\u67b6\u901a\u8fc7\u63d0\u4f9b\u9884\u6784\u5efa\u7684\u5de5\u5177\u548c\u6a21\u5757\u6765\u7b80\u5316\u6784\u5efa\u8fc7\u7a0b\uff0c\u4f7f\u5176\u80fd\u591f\u96c6\u6210\u5355\u4e2a RAG \u7ec4\u4ef6\u4ee5\u53ca\u5916\u90e8\u670d\u52a1\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\u3001\u5d4c\u5165\u751f\u6210\u5de5\u5177\u548c\u5176\u4ed6 API\uff09\u3002<\/p>\n<p>LangChain\u3001LlamaIndex \u548c DSPy \u90fd\u662f\u529f\u80fd\u5f3a\u5927\u7684\u5f00\u6e90 Python \u5e93\uff0c\u62e5\u6709\u6d3b\u8dc3\u7684\u793e\u533a\uff0c\u63d0\u4f9b\u4e86\u6784\u5efa\u548c\u4f18\u5316 RAG \u7ba1\u9053\u53ca\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e94\u7528\u7684\u5f3a\u5927\u5de5\u5177\u548c\u96c6\u6210\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/www.langchain.com\/\"><strong>LangChain<\/strong><\/a>\u00a0\u63d0\u4f9b\u6784\u5efa\u5757\u3001\u7ec4\u4ef6\u548c\u7b2c\u4e09\u65b9\u96c6\u6210\uff0c\u5e2e\u52a9\u5f00\u53d1\u57fa\u4e8e LLM \u7684\u5e94\u7528\u3002\u5b83\u53ef\u4ee5\u4e0e\u00a0<a href=\"https:\/\/langchain-ai.github.io\/langgraph\/tutorials\/introduction\/\">LangGraph<\/a>\u00a0\u4e00\u8d77\u4f7f\u7528\u6765\u6784\u5efa\u4ee3\u7406\u5f0f RAG \u7ba1\u9053\uff0c\u5e76\u901a\u8fc7\u00a0<a href=\"https:\/\/docs.smith.langchain.com\/\">LangSmith<\/a>\u00a0\u8fdb\u884c RAG \u8bc4\u4f30\u3002<\/li>\n<li><a href=\"https:\/\/www.llamaindex.ai\/\"><strong>LlamaIndex<\/strong><\/a>\u00a0\u662f\u4e00\u4e2a\u6846\u67b6\uff0c\u63d0\u4f9b\u7528\u4e8e\u6784\u5efa\u96c6\u6210\u5916\u90e8\u6570\u636e\u6e90\u7684 LLM \u5e94\u7528\u7684\u5de5\u5177\u3002LlamaIndex \u7ef4\u62a4\u00a0<a href=\"https:\/\/llamahub.ai\/\">LlamaHub<\/a>\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e30\u5bcc\u7684\u6570\u636e\u52a0\u8f7d\u5668\u3001\u4ee3\u7406\u5de5\u5177\u3001\u6570\u636e\u96c6\u548c\u5176\u4ed6\u7ec4\u4ef6\u7684\u5e93\uff0c\u80fd\u591f\u7b80\u5316 RAG \u7ba1\u9053\u7684\u521b\u5efa\u3002<\/li>\n<li><a href=\"https:\/\/dspy-docs.vercel.app\/\"><strong>DSPy<\/strong><\/a>\u00a0\u662f\u4e00\u4e2a\u6a21\u5757\u5316\u6846\u67b6\uff0c\u7528\u4e8e\u4f18\u5316 LLM \u7ba1\u9053\u3002\u53ef\u4ee5\u5728 DSPy \u4e2d\u914d\u7f6e LLM \u548c RM \uff08\u68c0\u7d22\u6a21\u578b\uff09\uff0c\u4ece\u800c\u5b9e\u73b0 RAG \u7ba1\u9053\u7684\u65e0\u7f1d\u4f18\u5316\u3002<\/li>\n<\/ul>\n<blockquote><p>Weaviate \u63d0\u4f9b\u4e86\u00a0<a href=\"https:\/\/weaviate.io\/developers\/integrations\">\u96c6\u6210<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/github.com\/weaviate\/recipes\">\u914d\u65b9<\/a>\u00a0\uff0c\u53ef\u7528\u4e8e\u4e0a\u8ff0\u6bcf\u4e2a\u6846\u67b6\u3002\u6709\u5173\u5177\u4f53\u793a\u4f8b\uff0c\u8bf7\u67e5\u770b\u6211\u4eec\u7684\u7b14\u8bb0\u672c\uff0c\u5c55\u793a\u5982\u4f55\u4f7f\u7528 Weaviate \u4e0e\u00a0<a href=\"https:\/\/github.com\/weaviate\/recipes\/blob\/main\/integrations\/llm-frameworks\/llamaindex\/retrieval-augmented-generation\/naive_rag.ipynb\">LlamaIndex<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/github.com\/weaviate\/recipes\/blob\/main\/integrations\/llm-frameworks\/dspy\/1.Getting-Started-with-RAG-in-DSPy.ipynb\">DSPy<\/a>\u00a0\u6784\u5efa RAG \u7ba1\u9053\u3002<\/p><\/blockquote>\n<p>\u5982\u679c\u4f60\u60f3\u5feb\u901f\u542f\u52a8\u5e76\u8fd0\u884c RAG\uff0c\u8bf7\u67e5\u770b\u00a0<a href=\"https:\/\/github.com\/weaviate\/Verba\"><strong>Verba<\/strong><\/a>\uff0c\u8fd9\u662f\u4e00\u6b3e\u5f00\u7bb1\u5373\u7528\u7684\u5f00\u6e90 RAG \u5e94\u7528\uff0c\u5177\u6709\u4e00\u4e2a\u95ea\u4eae\u7684\u9884\u6784\u5efa\u524d\u7aef\u3002Verba \u4f7f\u4f60\u80fd\u591f\u53ef\u89c6\u5316\u5730\u63a2\u7d22\u6570\u636e\u96c6\u3001\u63d0\u53d6\u6d1e\u89c1\uff0c\u5e76\u5728\u51e0\u4e2a\u7b80\u5355\u7684\u6b65\u9aa4\u4e2d\u6784\u5efa\u53ef\u5b9a\u5236\u7684 RAG \u7ba1\u9053\uff0c\u800c\u65e0\u9700\u5b66\u4e60\u5168\u65b0\u7684\u6846\u67b6\u3002Verba \u662f\u4e00\u4e2a\u591a\u529f\u80fd\u5de5\u5177\uff0c\u65e2\u53ef\u4ee5\u7528\u4f5c\u6d4b\u8bd5\u548c\u5b9e\u9a8c RAG \u7ba1\u9053\u7684\u6e38\u4e50\u573a\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8e\u4e2a\u4eba\u4efb\u52a1\uff0c\u5982\u8f85\u52a9\u7814\u7a76\u3001\u5206\u6790\u5185\u90e8\u6587\u6863\u548c\u7b80\u5316\u5404\u79cd\u4e0e RAG \u76f8\u5173\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u4f7f\u7528 Verba \u5b9e\u73b0\u5f00\u7bb1\u5373\u7528\u7684 RAG<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_59\">RAG \u6280\u672f<\/h2>\n<p>\u4f20\u7edf\u7684 RAG \u5de5\u4f5c\u6d41\u7a0b\u901a\u5e38\u7531\u4e00\u4e2a\u5916\u90e8\u6570\u636e\u6e90\u7ec4\u6210\uff0c\u8be5\u6570\u636e\u6e90\u5d4c\u5165\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u901a\u8fc7\u76f8\u4f3c\u6027\u641c\u7d22\u8fdb\u884c\u68c0\u7d22\u3002\u7136\u800c\uff0c\u6709\u51e0\u79cd\u65b9\u6cd5\u53ef\u4ee5\u589e\u5f3a RAG \u5de5\u4f5c\u6d41\u7a0b\uff0c\u4ee5\u83b7\u5f97\u66f4\u7cbe\u786e\u548c\u5065\u58ee\u7684\u7ed3\u679c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u7edf\u79f0\u4e3a\u9ad8\u7ea7 RAG\u3002<\/p>\n<p>RAG \u7ba1\u9053\u7684\u529f\u80fd\u53ef\u4ee5\u901a\u8fc7\u5f15\u5165\u56fe\u6570\u636e\u5e93\u548c\u4ee3\u7406\u8fdb\u884c\u8fdb\u4e00\u6b65\u6269\u5c55\uff0c\u8fd9\u4e9b\u4ee3\u7406\u80fd\u591f\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u7684\u63a8\u7406\u548c\u52a8\u6001\u6570\u636e\u68c0\u7d22\u3002\u5728\u63a5\u4e0b\u6765\u7684\u90e8\u5206\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u4e00\u4e9b\u5e38\u89c1\u7684\u9ad8\u7ea7 RAG \u6280\u672f\uff0c\u5e76\u6982\u8ff0\u4ee3\u7406\u5f0f RAG \u548c\u56fe\u5f62 RAG\u3002<\/p>\n<h3 id=\"_62\">\u9ad8\u7ea7 RAG<\/h3>\n<p>\u9ad8\u7ea7 RAG \u6280\u672f\u53ef\u4ee5\u90e8\u7f72\u5728\u7ba1\u9053\u7684\u5404\u4e2a\u9636\u6bb5\u3002\u9884\u68c0\u7d22\u7b56\u7565\u5982\u00a0<strong>\u5143\u6570\u636e\u8fc7\u6ee4<\/strong>\u00a0\u548c\u6587\u672c\u00a0<strong>\u5206\u5757<\/strong>\u00a0\u53ef\u4ee5\u901a\u8fc7\u7f29\u5c0f\u641c\u7d22\u8303\u56f4\u5e76\u786e\u4fdd\u4ec5\u8003\u8651\u6700\u76f8\u5173\u7684\u6570\u636e\u90e8\u5206\u6765\u63d0\u9ad8\u68c0\u7d22\u6548\u7387\u548c\u76f8\u5173\u6027\u3002\u91c7\u7528\u66f4\u9ad8\u7ea7\u7684\u68c0\u7d22\u6280\u672f\uff0c\u5982\u00a0<strong>\u6df7\u5408\u641c\u7d22<\/strong>\uff0c\u5b83\u7ed3\u5408\u4e86\u76f8\u4f3c\u6027\u641c\u7d22\u548c\u5173\u952e\u8bcd\u641c\u7d22\u7684\u4f18\u52bf\uff0c\u4e5f\u53ef\u4ee5\u4ea7\u751f\u66f4\u4e3a\u5065\u58ee\u7684\u68c0\u7d22\u7ed3\u679c\u3002\u6700\u540e\uff0c\u901a\u8fc7\u4f7f\u7528\u6392\u5e8f\u6a21\u578b\u5bf9\u68c0\u7d22\u7ed3\u679c\u8fdb\u884c\u00a0<strong>\u91cd\u65b0\u6392\u5e8f<\/strong>\u00a0\u5e76\u4f7f\u7528\u57fa\u4e8e\u9886\u57df\u7279\u5b9a\u6570\u636e\u5fae\u8c03\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u751f\u6210\uff0c\u53ef\u4ee5\u63d0\u9ad8\u751f\u6210\u7ed3\u679c\u7684\u8d28\u91cf\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7543\" title=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/c69e48226ab1be6.png\" alt=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-5\" width=\"2800\" height=\"1400\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/c69e48226ab1be6.png 2800w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/c69e48226ab1be6-300x150.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/c69e48226ab1be6-1024x512.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/c69e48226ab1be6-768x384.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/c69e48226ab1be6-1536x768.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/c69e48226ab1be6-2048x1024.png 2048w\" sizes=\"auto, (max-width: 2800px) 100vw, 2800px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u5982\u679c\u4f60\u60f3\u66f4\u6df1\u5165\u5730\u63a2\u7d22\u8fd9\u4e2a\u4e3b\u9898\uff0c\u8bf7\u67e5\u770b\u6211\u4eec\u5173\u4e8e\u00a0<a href=\"https:\/\/weaviate.io\/blog\/advanced-rag#3-fine-tuning-embedding-models\">\u9ad8\u7ea7 RAG \u6280\u672f<\/a>\u00a0\u7684\u535a\u5ba2\u6587\u7ae0\u3002<\/p>\n<h3 id=\"_66\">\u4ee3\u7406\u5f0f RAG<\/h3>\n<p><strong>AI \u4ee3\u7406<\/strong>\u00a0\u662f\u53ef\u4ee5\u89e3\u91ca\u4fe1\u606f\u3001\u5236\u5b9a\u8ba1\u5212\u5e76\u505a\u51fa\u51b3\u7b56\u7684\u81ea\u4e3b\u7cfb\u7edf\u3002\u5f53\u5c06\u4ee3\u7406\u6dfb\u52a0\u5230 RAG \u7ba1\u9053\u65f6\uff0c\u4ee3\u7406\u53ef\u4ee5\u91cd\u65b0\u5236\u5b9a\u7528\u6237\u67e5\u8be2\uff0c\u5e76\u5728\u521d\u59cb\u7ed3\u679c\u4e0d\u51c6\u786e\u6216\u4e0d\u76f8\u5173\u65f6\u91cd\u65b0\u68c0\u7d22\u66f4\u76f8\u5173\u7684\u4fe1\u606f\u3002\u4ee3\u7406\u5f0f RAG \u8fd8\u53ef\u4ee5\u5904\u7406\u66f4\u590d\u6742\u7684\u67e5\u8be2\uff0c\u8fd9\u4e9b\u67e5\u8be2\u9700\u8981\u591a\u6b65\u63a8\u7406\uff0c\u5982\u8de8\u591a\u4e2a\u6587\u6863\u6bd4\u8f83\u4fe1\u606f\u3001\u63d0\u51fa\u540e\u7eed\u95ee\u9898\uff0c\u4ee5\u53ca\u8fed\u4ee3\u8c03\u6574\u68c0\u7d22\u548c\u751f\u6210\u7b56\u7565\u3002<\/p>\n<p>\u5982\u679c\u4f60\u60f3\u66f4\u6df1\u5165\u4e86\u89e3\u4e00\u4e2a\u5305\u542b\u4ee3\u7406\u5e76\u5229\u7528\u9ad8\u7ea7\u6280\u672f\uff08\u5982\u6587\u672c\u5206\u5757\u548c\u91cd\u65b0\u6392\u5e8f\uff09\u7684 RAG \u7ba1\u9053\uff0c\u8bf7\u67e5\u770b LlamaIndex \u535a\u5ba2\u4e0a\u7684\u8fd9\u7bc7\u00a0<a href=\"https:\/\/www.llamaindex.ai\/blog\/agentic-rag-with-llamaindex-2721b8a49ff6\">\u6587\u7ae0<\/a>\u00a0\u548c\u914d\u5957\u7684\u00a0<a href=\"https:\/\/github.com\/cobusgreyling\/LlamaIndex\/blob\/d8902482a247c76c7902ded143a875d5580f072a\/Agentic_RAG_Multi_Document_Agents-v1.ipynb\">\u7b14\u8bb0\u672c<\/a>\u3002<\/p>\n<h3 id=\"_69\">\u56fe\u5f62 RAG<\/h3>\n<p>\u4f20\u7edf\u7684 RAG \u5728\u901a\u8fc7\u7b80\u5355\u68c0\u7d22\u89e3\u51b3\u95ee\u7b54\u4efb\u52a1\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b83\u65e0\u6cd5\u56de\u7b54\u9700\u8981\u4ece<strong>\u6574\u4e2a<\/strong>\u5916\u90e8\u77e5\u8bc6\u5e93\u4e2d\u63a8\u5bfc\u51fa\u7ed3\u8bba\u7684\u95ee\u9898\u3002\u56fe\u5f62 RAG \u65e8\u5728\u901a\u8fc7\u4f7f\u7528\u751f\u6210\u6a21\u578b\u521b\u5efa\u4e00\u4e2a\u77e5\u8bc6\u56fe\u8c31\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8be5\u56fe\u8c31\u53ef\u4ee5\u63d0\u53d6\u5e76\u5b58\u50a8\u5173\u952e\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u7136\u540e\u4f5c\u4e3a\u6570\u636e\u6e90\u6dfb\u52a0\u5230 RAG \u6d41\u7a0b\u4e2d\u3002\u8fd9\u4f7f\u5f97 RAG \u7cfb\u7edf\u80fd\u591f\u54cd\u5e94\u9700\u8981\u6bd4\u8f83\u548c\u603b\u7ed3\u591a\u4e2a\u6587\u6863\u548c\u6570\u636e\u6e90\u7684\u67e5\u8be2\u3002<\/p>\n<p>\u6709\u5173\u6784\u5efa\u56fe\u5f62 RAG \u6d41\u7a0b\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u67e5\u770b Microsoft \u7684 GraphRAG\u00a0<a href=\"https:\/\/github.com\/microsoft\/graphrag\/tree\/main?tab=readme-ov-file\">\u8f6f\u4ef6\u5305<\/a>\u548c<a href=\"https:\/\/microsoft.github.io\/graphrag\/\">\u6587\u6863<\/a>\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_72\">\u5982\u4f55\u8bc4\u4f30 RAG<\/h2>\n<p>RAG \u662f\u4e00\u4e2a\u591a\u9636\u6bb5\u3001\u591a\u6b65\u9aa4\u7684\u6846\u67b6\uff0c\u9700\u8981\u8fdb\u884c\u5168\u5c40\u548c\u7ec6\u7c92\u5ea6\u7684<a href=\"https:\/\/weaviate.io\/blog\/rag-evaluation\">\u8bc4\u4f30<\/a>\u3002\u8fd9\u79cd\u8bc4\u4f30\u65b9\u6cd5\u786e\u4fdd\u4e86\u7ec4\u4ef6\u7ea7\u522b\u7684\u53ef\u9760\u6027\u548c\u6574\u4f53\u51c6\u786e\u6027\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u8fd9\u4e24\u79cd\u8bc4\u4f30\u65b9\u6cd5\uff0c\u5e76\u4ecb\u7ecd RAGAS\uff0c\u8fd9\u662f\u4e00\u4e2a\u5e7f\u53d7\u6b22\u8fce\u7684\u8bc4\u4f30\u6846\u67b6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7545\" title=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/306e83fe9266e27.png\" alt=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b80\u4ecb-6\" width=\"2800\" height=\"1400\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/306e83fe9266e27.png 2800w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/306e83fe9266e27-300x150.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/306e83fe9266e27-1024x512.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/306e83fe9266e27-768x384.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/306e83fe9266e27-1536x768.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/306e83fe9266e27-2048x1024.png 2048w\" sizes=\"auto, (max-width: 2800px) 100vw, 2800px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3 id=\"_75\">\u7ec4\u4ef6\u7ea7\u522b\u8bc4\u4f30<\/h3>\n<p>\u5728\u7ec4\u4ef6\u7ea7\u522b\uff0cRAG \u8bc4\u4f30\u901a\u5e38\u4fa7\u91cd\u4e8e\u8bc4\u4f30\u68c0\u7d22\u5668\u548c\u751f\u6210\u5668\u7684\u8d28\u91cf\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u751f\u6210\u51c6\u786e\u4e14\u76f8\u5173\u7684\u54cd\u5e94\u4e2d\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n<p>\u68c0\u7d22\u5668\u7684\u8bc4\u4f30\u4e3b\u8981\u96c6\u4e2d\u5728\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002\u5728\u8fd9\u4e2a\u80cc\u666f\u4e0b\uff0c<strong>\u51c6\u786e\u6027<\/strong>\u00a0\u8861\u91cf\u68c0\u7d22\u5668\u9009\u62e9\u76f4\u63a5\u89e3\u51b3\u67e5\u8be2\u7684\u4fe1\u606f\u7684\u7cbe\u786e\u5ea6\uff0c\u800c\u00a0<strong>\u76f8\u5173\u6027<\/strong>\u00a0\u5219\u8bc4\u4f30\u6240\u68c0\u7d22\u7684\u6570\u636e\u4e0e\u67e5\u8be2\u7684\u5177\u4f53\u9700\u6c42\u548c\u4e0a\u4e0b\u6587\u7684\u543b\u5408\u7a0b\u5ea6\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u751f\u6210\u5668\u7684\u8bc4\u4f30\u5219\u5173\u6ce8\u771f\u5b9e\u6027\u548c\u6b63\u786e\u6027\u3002<strong>\u771f\u5b9e\u6027<\/strong>\u00a0\u8bc4\u4f30\u6a21\u578b\u751f\u6210\u7684\u54cd\u5e94\u662f\u5426\u51c6\u786e\u53cd\u6620\u4e86\u76f8\u5173\u6587\u6863\u4e2d\u7684\u4fe1\u606f\uff0c\u5e76\u68c0\u67e5\u54cd\u5e94\u4e0e\u539f\u59cb\u6765\u6e90\u7684\u4e00\u81f4\u6027\u3002<strong>\u6b63\u786e\u6027<\/strong>\u00a0\u5219\u8bc4\u4f30\u751f\u6210\u7684\u54cd\u5e94\u662f\u5426\u662f\u771f\u5b9e\u7684\uff0c\u5e76\u4e0e\u67e5\u8be2\u4e0a\u4e0b\u6587\u4e2d\u7684\u771f\u5b9e\u60c5\u51b5\u6216\u9884\u671f\u7b54\u6848\u76f8\u4e00\u81f4\u3002<\/p>\n<h3 id=\"_79\">\u7aef\u5230\u7aef\u8bc4\u4f30<\/h3>\n<p>\u5c3d\u7ba1\u68c0\u7d22\u5668\u548c\u751f\u6210\u5668\u662f\u4e24\u4e2a\u72ec\u7acb\u7684\u7ec4\u4ef6\uff0c\u4f46\u5b83\u4eec\u4f9d\u8d56\u5f7c\u6b64\u6765\u751f\u6210\u4e00\u81f4\u7684\u7528\u6237\u67e5\u8be2\u54cd\u5e94\u3002<\/p>\n<p>\u8ba1\u7b97\u7b54\u6848\u8bed\u4e49\u76f8\u4f3c\u5ea6\u662f\u4e00\u79cd\u7b80\u5355\u4e14\u9ad8\u6548\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u8bc4\u4f30\u68c0\u7d22\u5668\u548c\u751f\u6210\u5668\u7684\u534f\u540c\u5de5\u4f5c\u6548\u679c\u3002<strong>\u7b54\u6848\u8bed\u4e49\u76f8\u4f3c\u5ea6<\/strong>\u00a0\u8ba1\u7b97\u751f\u6210\u7684\u54cd\u5e94\u4e0e\u771f\u5b9e\u7b54\u6848\u6837\u672c\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u3002\u751f\u6210\u7684\u54cd\u5e94\u4e0e\u771f\u5b9e\u7b54\u6848\u6837\u672c\u76f8\u4f3c\u5ea6\u9ad8\uff0c\u8868\u660e\u8be5\u6d41\u7a0b\u80fd\u591f\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u5e76\u751f\u6210\u4e0a\u4e0b\u6587\u9002\u5f53\u7684\u54cd\u5e94\u3002<\/p>\n<blockquote><p>RAG \u8bc4\u4f30\u6846\u67b6\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u7684\u65b9\u6cd5\u3001\u5de5\u5177\u6216\u5e73\u53f0\u6765\u8bc4\u4f30 RAG \u6d41\u7a0b\u3002<a href=\"https:\/\/docs.ragas.io\/en\/stable\/index.html#\"><strong>RAGAS<\/strong><\/a>\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u8bc4\u4f30\uff09\u662f\u4e00\u4e2a\u7279\u522b\u53d7\u6b22\u8fce\u7684\u6846\u67b6\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u5957\u8bc4\u4f30\u68c0\u7d22\u76f8\u5173\u6027\u3001\u751f\u6210\u8d28\u91cf\u548c\u771f\u5b9e\u6027\u7684\u6307\u6807\uff0c\u65e0\u9700\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u3002\u6536\u542c Weaviate \u64ad\u5ba2\u7684\u8fd9\u4e00 \uff0c\u76f4\u63a5\u4e86\u89e3\u6765\u81ea <a href=\"https:\/\/www.kdjingpai.com\/de\/ragas\/\">RAGAS<\/a> \u521b\u4f5c\u8005\u7684 RAGAS \u5de5\u4f5c\u539f\u7406\u548c\u4f18\u5316 RAGAS \u5206\u6570\u7684\u9ad8\u7ea7\u6280\u672f\u3002<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<h2 id=\"_83\">RAG \u4e0e\u5fae\u8c03\u7684\u5bf9\u6bd4<\/h2>\n<p>RAG \u662f\u6269\u5c55\u751f\u6210\u5f0f\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u5e76\u51cf\u8f7b\u5176\u5c40\u9650\u6027\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u662f\u4e00\u79cd\u7279\u522b\u6d41\u884c\u7684\u6280\u672f\uff0c\u901a\u8fc7\u5728\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7f\u6a21\u578b\u6267\u884c\u9ad8\u5ea6\u4e13\u4e1a\u5316\u7684\u4efb\u52a1\u3002\u5c3d\u7ba1\u5fae\u8c03\u53ef\u80fd\u975e\u5e38\u9002\u5408\u67d0\u4e9b\u7279\u5b9a\u7528\u4f8b\uff0c\u6bd4\u5982\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u91c7\u7528\u7279\u5b9a\u7684\u8bed\u6c14\u6216\u5199\u4f5c\u98ce\u683c\uff0cRAG \u901a\u5e38\u662f\u63d0\u9ad8\u6a21\u578b\u51c6\u786e\u6027\u3001\u51cf\u5c11\u5e7b\u89c9\u5e76\u4e3a\u7279\u5b9a\u4efb\u52a1\u5b9a\u5236\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6700\u76f4\u63a5\u65b9\u6cd5\u3002<\/p>\n<p>RAG \u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u65e0\u9700\u66f4\u65b0\u5e95\u5c42\u751f\u6210\u6a21\u578b\u7684\u6743\u91cd\uff0c\u800c\u8fd9\u79cd\u66f4\u65b0\u8fc7\u7a0b\u901a\u5e38\u65e2\u6602\u8d35\u53c8\u8017\u65f6\u3002RAG \u5141\u8bb8\u6a21\u578b\u52a8\u6001\u8bbf\u95ee\u5916\u90e8\u6570\u636e\uff0c\u4ece\u800c\u5728\u65e0\u9700\u6602\u8d35\u7684\u518d\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\u63d0\u9ad8\u51c6\u786e\u6027\u3002\u8fd9\u4f7f\u5176\u6210\u4e3a\u9700\u8981\u5b9e\u65f6\u4fe1\u606f\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u5b9e\u7528\u89e3\u51b3\u65b9\u6848\u3002\u5728\u4e0b\u4e00\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8 RAG \u7684\u67b6\u6784\u4ee5\u53ca\u5176\u7ec4\u4ef6\u5982\u4f55\u534f\u540c\u5de5\u4f5c\uff0c\u521b\u5efa\u4e00\u4e2a\u5f3a\u5927\u7684\u68c0\u7d22\u589e\u5f3a\u7cfb\u7edf\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"_86\">\u603b\u7ed3<\/h2>\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5411\u4f60\u4ecb\u7ecd\u4e86 RAG \u8fd9\u4e00\u6846\u67b6\uff0c\u5b83\u5229\u7528\u7279\u5b9a\u4efb\u52a1\u7684\u5916\u90e8\u77e5\u8bc6\u6765\u63d0\u9ad8\u751f\u6210\u6a21\u578b\u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u6027\u80fd\u3002\u6211\u4eec\u4e86\u89e3\u4e86 RAG \u6d41\u7a0b\u4e2d\u7684\u4e0d\u540c\u7ec4\u4ef6\uff0c\u5305\u62ec\u5916\u90e8\u77e5\u8bc6\u6e90\u3001\u63d0\u793a\u6a21\u677f\u548c\u751f\u6210\u6a21\u578b\uff0c\u4ee5\u53ca\u5b83\u4eec\u5982\u4f55\u534f\u540c\u5de5\u4f5c\u4ee5\u5b9e\u73b0\u68c0\u7d22\u3001\u589e\u5f3a\u548c\u751f\u6210\u3002\u6211\u4eec\u8fd8\u8ba8\u8bba\u4e86 RAG \u7684\u4e00\u4e9b\u6d41\u884c\u7528\u4f8b\u548c\u5b9e\u73b0\u6846\u67b6\uff0c\u5982 LangChain\u3001LlamaIndex \u548c DSPy\u3002\u6700\u540e\uff0c\u6211\u4eec\u8fd8\u63d0\u5230\u4e86 RAG \u7684\u4e00\u4e9b\u4e13\u95e8\u6280\u672f\uff0c\u5305\u62ec\u9ad8\u7ea7 RAG \u65b9\u6cd5\u3001\u4ee3\u7406\u5f0f RAG \u548c\u56fe\u5f62 RAG\uff0c\u4ee5\u53ca\u8bc4\u4f30 RAG \u6d41\u7a0b\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u81f3\u5c11\uff0c\u672c\u6587\u4e2d\u7684\u6bcf\u4e2a\u90e8\u5206\u90fd\u53ef\u4ee5\u5355\u72ec\u6210\u4e3a\u4e00\u7bc7\u535a\u5ba2\u6587\u7ae0\uff0c\u751a\u81f3\u662f\u4e00\u672c\u4e66\u4e2d\u7684\u4e00\u4e2a\u7ae0\u8282\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u6574\u7406\u4e86\u4e00\u4efd\u8d44\u6e90\u6307\u5357\uff0c\u5305\u542b\u5b66\u672f\u8bba\u6587\u3001\u535a\u5ba2\u6587\u7ae0\u3001YouTube \u89c6\u9891\u3001\u6559\u7a0b\u3001\u7b14\u8bb0\u672c\u548c\u914d\u65b9\uff0c\u5e2e\u52a9\u4f60\u8fdb\u4e00\u6b65\u4e86\u89e3\u672c\u6587\u4e2d\u4ecb\u7ecd\u7684\u8bdd\u9898\u3001\u6846\u67b6\u548c\u65b9\u6cd5\u3002<\/p>\n<h3 id=\"_89\">\u8d44\u6e90\u6307\u5357<\/h3>\n<p>\ud83d\udcc4\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2005.11401\">\u77e5\u8bc6\u5bc6\u96c6\u578b NLP \u4efb\u52a1\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/a>\u00a0\uff08\u539f\u59cb RAG \u8bba\u6587\uff09<\/p>\n<p>\ud83d\udc69\u200d\ud83c\udf73\u00a0<a href=\"https:\/\/github.com\/weaviate\/recipes\/blob\/main\/integrations\/llm-frameworks\/dspy\/1.Getting-Started-with-RAG-in-DSPy.ipynb\">DSPy \u4e2d\u7684 RAG \u5165\u95e8<\/a>\uff08\u914d\u65b9\uff09<\/p>\n<p>\ud83d\udc69\u200d\ud83c\udf73\u00a0<a href=\"https:\/\/github.com\/weaviate\/recipes\/blob\/main\/integrations\/llm-frameworks\/llamaindex\/retrieval-augmented-generation\/naive_rag.ipynb\">LlamaIndex \u4e2d\u7684\u7b80\u5355 RAG<\/a>\uff08\u914d\u65b9\uff09<\/p>\n<p>\ud83d\udcdd\u00a0<a href=\"https:\/\/weaviate.io\/blog\/advanced-rag#3-fine-tuning-embedding-models\">\u9ad8\u7ea7 RAG \u6280\u672f<\/a>\uff08\u535a\u5ba2\u6587\u7ae0\uff09<\/p>\n<p>\ud83d\udcd2\u00a0<a href=\"https:\/\/github.com\/cobusgreyling\/LlamaIndex\/blob\/d8902482a247c76c7902ded143a875d5580f072a\/Agentic_RAG_Multi_Document_Agents-v1.ipynb\">\u591a\u6587\u6863\u4ee3\u7406\u7684\u4ee3\u7406\u5f0f RAG<\/a>\uff08\u7b14\u8bb0\u672c\uff09<\/p>\n<p>\ud83d\udcdd\u00a0<a href=\"https:\/\/weaviate.io\/blog\/rag-evaluation\">RAG \u8bc4\u4f30\u6982\u89c8<\/a>\uff08\u535a\u5ba2\u6587\u7ae0\uff09<\/p>\n<p>\ud83d\udcc4\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2405.07437\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7684\u8bc4\u4f30\uff1a\u7efc\u8ff0<\/a>\uff08\u5b66\u672f\u8bba\u6587\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; \u5c3d\u7ba1\u8d8a\u6765\u8d8a\u5927\u7684\u3001\u66f4\u667a\u80fd\u7684\u6a21\u578b\u4e0d\u65ad\u53d1\u5e03\uff0c\u6700\u5148\u8fdb\u7684\u751f\u6210\u5f0f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4ecd\u7136\u5b58\u5728\u4e00\u4e2a\u91cd\u5927\u95ee\u9898\uff1a\u5b83\u4eec\u5728\u5904\u7406\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u7684\u4efb\u52a1\u65f6\u8868\u73b0\u4e0d\u4f73\u3002\u8fd9\u79cd\u7f3a\u4e4f\u4e13\u4e1a\u77e5\u8bc6\u53ef\u80fd\u5bfc\u81f4\u4e00\u4e9b\u95ee\u9898\uff0c\u4f8b\u5982\u5e7b\u89c9\u73b0\u8c61\uff0c\u5373\u6a21\u578b\u751f\u6210\u4e0d\u51c6\u786e\u6216\u634f\u9020\u7684\u4fe1\u606f\u3002\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-7539","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/7539","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=7539"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/7539\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=7539"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=7539"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=7539"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}