{"id":2408,"date":"2024-11-29T03:45:24","date_gmt":"2024-11-28T19:45:24","guid":{"rendered":"http:\/\/www.xzclass.com\/?p=2408"},"modified":"2025-03-28T10:12:20","modified_gmt":"2025-03-28T02:12:20","slug":"%e8%b6%8a%e6%9d%a5%e8%b6%8a%e7%81%ab%e7%9a%84%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ba%94%e7%94%a8-rag%ef%bc%8c%e5%88%b0%e5%ba%95%e6%98%af%e4%b8%aa%e5%95%a5%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/www.xzclass.com\/?p=2408","title":{"rendered":"\u8d8a\u6765\u8d8a\u706b\u7684\u5927\u6a21\u578b\u5e94\u7528\u2014\u2014RAG\uff0c\u5230\u5e95\u662f\u4e2a\u5565\uff1f"},"content":{"rendered":"
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\u7f3a\u4e4f\u5e94\u7528\u7684\u5927\u6a21\u578b\uff0c\u662f\u6ca1\u6709\u4ef7\u503c\u7684\u3002<\/span><\/section>\n
<\/section>\n
\u4f60\u53ef\u80fd\u4f7f\u7528\u8fc7Kimi\u3001\u8c46\u5305\u8fd9\u6837\u7684\u5927\u6a21\u578b\u5de5\u5177\u3002\u5b83\u4eec\u80fd\u591f\u5145\u5f53\u6211\u4eec\u7684\u521b\u4f5c\u52a9\u624b\u3001\u54a8\u8be2\u4e13\u5bb6\uff0c\u751a\u81f3\u53ef\u4ee5\u8fdb\u884c\u60c5\u611f\u966a\u62a4\u3002\u4f46\u8fd9\u6837\u7684\u5e94\u7528\uff0c\u8fd8\u8fdc\u8fdc\u4e0d\u80fd\u53d1\u6325\u51fa\u5927\u6a21\u578b\u7684\u771f\u6b63\u4ef7\u503c\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u6211\u4eec\u671f\u671b\u5927\u6a21\u578b\u5728\u66f4\u4e13\u4e1a\u7684\u751f\u4ea7\u9886\u57df<\/strong>\u53d1\u6325\u4f5c\u7528\uff0c\u63d0\u5347\u751f\u4ea7\u529b\uff0c\u5f15\u9886\u771f\u6b63\u7684\u79d1\u6280\u53d8\u9769\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

\u5f53\u524d\u88ab\u666e\u904d\u770b\u597d\u7684\u4e24\u4e2a\u5927\u6a21<\/span>\u578b<\/span>\u4e13\u4e1a\u5e94\u7528\u65b9\u5411\uff0c\u5206\u522b\u662fRAG\uff08Retrieval-Augmented Agenerated\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u4e0eAgent\uff08AI\u667a\u80fd\u4f53\uff09\u3002<\/span><\/p>\n

\u672c\u7bc7\u6587\u7ae0\uff0c\u5148\u5e26\u5927\u5bb6\u8ba4\u8bc6\u4e00\u4e0bRAG\u3002<\/span><\/p>\n

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01<\/strong><\/span><\/p>\n<\/section>\n

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\u4e86\u89e3\u5927\u6a21\u578b\u7684\u201c\u5e7b\u89c9\u201d<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

\u5728\u4e86\u89e3RAG\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u4e86\u89e3\u4e00\u4e0b\u5927\u6a21\u578b\u8457\u540d\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u3002<\/span><\/p>\n

\u201c\u5e7b\u89c9\u201d\uff0c\u6307\u7684\u662f\u5927\u6a21\u578b\u5728\u8bd5\u56fe\u751f\u6210\u5185\u5bb9\u6216\u56de\u7b54\u95ee\u9898\u65f6\uff0c\u8f93\u51fa\u7684\u7ed3\u679c\u4e0d\u5b8c\u5168\u6b63\u786e\u751a\u81f3\u9519\u8bef\uff0c\u5373\u901a\u5e38\u6240\u8bf4\u7684\u201c\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u201d\u3002<\/span><\/strong><\/p>\n

<\/span><\/strong>\u8fd9\u79cd\u201c\u5e7b\u89c9\u201d\u53ef\u4ee5\u4f53\u73b0\u4e3a\u5bf9\u4e8b\u5b9e\u7684\u9519\u8bef\u9648\u8ff0\u4e0e\u7f16\u9020\u3001\u9519\u8bef\u7684\u590d\u6742\u63a8\u7406\u6216\u8005\u5728\u590d\u6742\u8bed\u5883\u4e0b\u5904\u7406\u80fd\u529b\u4e0d\u8db3\u7b49\u3002<\/span><\/p>\n

\u201c\u5e7b\u89c9\u201d\u7684\u4e3b\u8981\u539f\u56e0\uff0c\u6765\u81ea\u4e8e\uff1a<\/span><\/p>\n

\uff081\uff09<\/span><\/strong>\u8bad\u7ec3\u77e5\u8bc6\u5b58\u5728\u504f\u5dee\uff1a\u8001\u5e08\u6559\u9519\u4e86<\/span>\uff0c\u5b66\u751f\u81ea\u7136<\/span>\u5bf9\u4e0d\u4e86\u3002<\/span><\/strong><\/span><\/p>\n

\u5728\u8bad\u7ec3\u5927\u6a21\u578b\u65f6\uff0c\u8f93\u5165\u7684\u6d77\u91cf\u77e5\u8bc6\u53ef\u80fd\u5305\u542b\u9519\u8bef\u3001\u8fc7\u65f6\uff0c\u751a\u81f3\u5e26\u6709\u504f\u89c1\u7684\u4fe1\u606f\u3002<\/span><\/p>\n

\u8fd9\u4e9b\u4fe1\u606f\u5728\u88ab\u5927\u6a21\u578b\u5b66\u4e60\u540e\uff0c\u5c31\u53ef\u80fd\u5728\u672a\u6765\u7684\u8f93\u51fa\u4e2d\u88ab\u91cd\u73b0\u3002<\/span><\/p>\n

\uff082\uff09<\/span><\/strong>\u8fc7\u5ea6\u6cdb\u5316\u5730\u63a8\u7406\uff1a\u81ea\u4f5c\u806a\u660e\uff0c\u4ee5\u504f\u6982\u5168\u4e86\u3002<\/strong><\/span><\/p>\n

\u5927\u6a21\u578b\u5c1d\u8bd5\u901a\u8fc7\u5927\u91cf\u7684\u8bed\u6599\uff0c\u6765\u5b66\u4e60\u4eba\u7c7b\u8bed\u8a00\u7684\u666e\u904d\u89c4\u5f8b\u4e0e\u6a21\u5f0f\u3002<\/span><\/p>\n

\u8fd9\u53ef\u80fd\u5bfc\u81f4\u201c\u8fc7\u5ea6\u6cdb\u5316\u201d\u7684\u73b0\u8c61\uff0c\u5373\u628a\u666e\u901a\u7684\u6a21\u5f0f\u63a8\u7406\u7528\u5230\u67d0\u4e9b\u7279\u5b9a\u573a\u666f\uff0c\u5c31\u4f1a\u4ea7\u751f\u4e0d\u51c6\u786e\u7684\u8f93\u51fa\u3002<\/span><\/p>\n

\uff083\uff09<\/span><\/strong>\u7406\u89e3\u5b58\u5728\u5c40\u9650\u6027\uff1a\u6b7b\u8bb0\u786c\u80cc\uff0c\u52a0\u4e0a\u95ee\u9898\u592a\u96be\u4e86\u3002<\/strong>
<\/span><\/p>\n

\u5927\u6a21\u578b\u5e76\u6ca1\u6709\u771f\u6b63\u201c\u7406\u89e3\u201d\u8bad\u7ec3\u77e5\u8bc6\u7684\u6df1\u5c42\u542b\u4e49\uff0c\u4e5f\u4e0d\u5177\u5907\u4eba\u7c7b\u666e\u904d\u7684\u5e38\u8bc6\u4e0e\u7ecf\u9a8c\u3002\u56e0\u6b64\uff0c\u53ef\u80fd\u4f1a\u5728\u4e00\u4e9b\u9700\u8981\u6df1\u5165\u7406\u89e3\u4e0e\u590d\u6742\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\u51fa\u9519\u3002<\/span><\/span><\/p>\n

\uff084\uff09<\/span><\/strong>\u7f3a\u4e4f\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\uff1a\u6ca1\u5b66\u8fc7\uff0c\u778e\u7f16\u4e2a\u7b54\u6848\u8499\u4e00\u4e0b\u3002<\/strong><\/span><\/p>\n

\u901a\u7528\u5927\u6a21\u578b\uff0c\u662f\u4e00\u4e2a\u638c\u63e1\u4e86\u5927\u91cf\u4eba\u7c7b\u901a\u7528\u77e5\u8bc6\uff0c\u4e14\u5177\u5907\u8d85\u5f3a\u8bb0\u5fc6\u4e0e\u63a8\u7406\u80fd\u529b\u7684\u4f18\u79c0\u5b66\u751f\uff0c\u800c\u4e0d\u662f\u67d0\u4e2a\u5782\u76f4\u9886\u57df\u7684\u4e13\u5bb6\uff08\u6bd4\u5982\u533b\u5b66\u6216\u8005\u6cd5\u5f8b\u4e13\u5bb6\uff09\u3002<\/span><\/p>\n

\u5f53\u9762\u4e34\u4e00\u4e9b\u590d\u6742\u5ea6\u8f83\u9ad8\u7684\u9886\u57df\u6027\u95ee\u9898\uff0c\u6216\u8005\u79c1\u6709\u77e5\u8bc6\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff08\u6bd4\u5982\u4ecb\u7ecd\u4f01\u4e1a\u7684\u67d0\u4e2a\u65b0\u4ea7\u54c1\uff09\uff0c\u5b83\u5c31\u53ef\u80fd\u4f1a\u7f16\u9020\u4fe1\u606f\u5e76\u5c06\u5176\u8f93\u51fa\u3002<\/span><\/span><\/p>\n

\u5f53\u7136\uff0c\u9664\u4e86\u201c\u5e7b\u89c9\u201d\u95ee\u9898\uff0c\u5927\u6a21\u578b\u8fd8\u5b58\u5728\u77e5\u8bc6\u843d\u540e\u3001\u8f93\u51fa\u96be\u4ee5\u89e3\u91ca\u3001\u8f93\u51fa\u4e0d\u786e\u5b9a\u7b49\u4e00\u4e9b\u95ee\u9898\u3002<\/span><\/p>\n

\u8fd9\u4e5f\u51b3\u5b9a\u4e86\u5927\u6a21\u578b\u5728\u5927\u89c4\u6a21\u5546\u4e1a\u751f\u4ea7\u5e94\u7528\u4e2d\u4f1a\u9762\u4e34\u7740\u6311\u6218\uff1a<\/span><\/p>\n

\u5f88\u591a\u65f6\u5019\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u7406\u89e3\u529b\u548c\u521b\u9020\u529b\uff0c\u8fd8\u9700\u8981\u6781\u9ad8\u7684\u51c6\u786e\u6027\uff08\u4e0d\u4ec5\u8981\u4f1a\u5199\u4f5c\u6587\uff0c\u8fd8\u8981\u4f1a\u51c6\u786e\u89e3\u7b54\u6570\u5b66\u9898\uff09\u3002<\/strong><\/span><\/p>\n


<\/strong><\/span><\/p>\n

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02<\/strong><\/p>\n<\/section>\n

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RAG\u5982\u4f55\u4f18\u5316\u201c\u5e7b\u89c9\u201d\u95ee\u9898<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

RAG<\/span>\uff0c\u6b63\u662f\u4e3a\u4e86\u5c3d\u529b\u89e3\u51b3\u5927\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u9762\u4e34\u7684\u4e00\u4e9b\u95ee\u9898\uff08\u7279\u522b\u662f\u201c\u5e7b\u89c9\u201d\u95ee\u9898<\/span>\uff09\u800c\u8bde\u751f\u7684\u4e00\u79cd\u4f18\u5316\u65b9\u6848\uff0c\u4e5f<\/span>\u662f\u6700<\/span>\u91cd\u8981\u7684\u65b9\u6848\u3002<\/span><\/span><\/p>\n

\u5176\u57fa\u672c\u601d\u60f3<\/span>\u53ef\u4ee5\u7b80\u5355\u8868\u8ff0\u5982\u4e0b\uff1a<\/span><\/p>\n

\u5c06\u4f20\u7edf\u7684\u751f\u6210\u5f0f\u5927\u6a21\u578b\u4e0e\u5b9e\u65f6\u4fe1\u606f\u68c0\u7d22\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u4e3a\u5927\u6a21\u578b\u8865\u5145\u6765\u81ea\u5916\u90e8\u7684\u76f8\u5173\u6570\u636e\u4e0e\u4e0a\u4e0b\u6587\uff0c\u4ee5\u6b64\u5e2e\u52a9\u5927\u6a21\u578b\u751f\u6210\u66f4\u4e30\u5bcc\u3001\u66f4\u51c6\u786e\u3001\u66f4\u53ef\u9760\u7684\u5185\u5bb9\u3002<\/span><\/p>\n

\u8fd9\u5141\u8bb8\u5927\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u65f6\uff0c\u53ef\u4ee5\u4f9d\u8d56\u5b9e\u65f6\u4e0e\u4e2a\u6027\u5316\u7684\u6570\u636e\u548c\u77e5\u8bc6<\/strong>\uff0c\u800c\u4e0d\u53ea\u662f\u4f9d\u8d56\u8bad\u7ec3\u77e5\u8bc6\u3002<\/span><\/p>\n

\u7b80\u5355\u7684\u8bf4\uff1aRAG\u7ed9\u5927\u6a21\u578b\u589e\u52a0\u4e86\u4e00\u4e2a\u53ef\u4ee5\u5feb\u901f\u67e5\u627e\u7684\u201c\u77e5\u8bc6\u5916\u6302\u201d<\/strong>\u3002<\/strong><\/span><\/p>\n

<\/p>\n

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\u7528\u4e00\u4e2a\u4f8b\u5b50\u5e2e\u52a9\u7406\u89e3RAG\u7684\u6982\u5ff5\uff1a<\/p>\n

<\/p>\n

\u5982\u679c\u628a\u5927\u6a21\u578b\u6bd4\u55bb\u6210\u4e00\u4e2a\u7ecf\u8fc7\u5927\u91cf\u77e5\u8bc6\u4e0e\u6280\u80fd\u8bad\u7ec3\u7684\u4f18\u79c0\u5b66\u751f\uff0c\u628a\u5927\u6a21\u578b\u54cd\u5e94\u7684\u8fc7\u7a0b\u6bd4\u55bb\u6210\u8003\u8bd5\u3002\u90a3\u4e48\uff0c\u8fd9\u4e2a\u4f18\u79c0\u5b66\u751f\u5728\u8003\u8bd5\u65f6\uff0c\u4ecd\u7136\u53ef\u80fd\u4f1a\u9047\u5230\u6ca1\u6709\u638c\u63e1\u7684\u77e5\u8bc6\uff0c\u4ece\u800c\u7f16\u9020\u7b54\u6848\uff08\u5e7b\u89c9\uff09\u3002<\/p>\n

<\/p>\n

RAG\uff0c\u5c31\u662f\u5728\u8fd9\u4e2a\u5b66\u751f\u8003\u8bd5\u65f6\uff0c\u4e34\u65f6\u7ed9\u4ed6\u7684\u4e00\u672c\u53c2\u8003\u4e66\u3002\u6211\u4eec\u53ef\u4ee5\u8981\u6c42\u4ed6\u5728\u8003\u8bd5\u65f6\uff0c\u5c3d\u91cf\u53c2\u8003\u8fd9\u672c\u4e66\u4f5c\u7b54\u3002<\/p>\n

<\/p>\n

\u90a3\u4e48\uff0c\u5728\u9047\u5230\u4e0e\u8fd9\u672c\u4e66\u4e2d\u7684\u77e5\u8bc6\u76f8\u5173\u7684\u95ee\u9898\u65f6\uff0c\u4ed6\u7684\u5f97\u5206\u662f\u4e0d\u662f\u5c31\u9ad8\u591a\u4e86\u5462\uff1f<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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03<\/strong><\/p>\n<\/section>\n

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\u6a21\u62df\u7b80\u5355\u7684RAG\u573a\u666f<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

\u5047\u5982\u4f60\u9700\u8981\u5f00\u53d1\u4e00\u4e2a\u5728\u7ebf\u7684\u81ea\u52a9\u4ea7\u54c1\u54a8\u8be2\u5de5\u5177\uff0c\u5141\u8bb8\u5ba2\u6237\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u8fdb\u884c\u4ea4\u4e92\u5f0f\u7684\u4ea7\u54c1\u95ee\u7b54\uff0c\u6bd4\u5982\u201c\u8bf7\u4ecb\u7ecd\u4e00\u4e0b\u60a8\u516c\u53f8\u8fd9\u6b3e\u4ea7\u54c1\u4e0e\u00d7\u00d7\u4ea7\u54c1\u7684\u4e0d\u540c\u4e4b\u5904\u201d\u3002<\/span><\/p>\n

\u4e3a\u4e86\u8ba9\u5ba2\u6237\u6709\u66f4\u597d\u7684\u4f53\u9a8c\uff0c\u4f60\u51b3\u5b9a\u4f7f\u7528\u5927\u6a21\u578b\u6765\u6784\u9020\u8fd9\u6837\u7684\u54a8\u8be2\u529f\u80fd\uff0c\u5e76\u5c06\u5176\u5d4c\u5165\u516c\u53f8\u7684\u5b98\u65b9\u7f51\u7ad9\u3002<\/span><\/p>\n

<\/span>\u5982\u679c\u4f60\u76f4\u63a5\u4f7f\u7528\u901a\u7528\u5927\u6a21\u578b\uff0c\u90a3\u4e48\u7ed3\u679c\u5f88\u53ef\u80fd\u5982\u56fe<\/span>1-10<\/span>\u6240\u793a\u3002<\/span><\/p>\n

<\/p>\n

\u4e0d\u51fa\u610f\u5916\uff0c\u5927\u6a21\u578b\u663e\u7136\u4e0d\u5177\u5907\u8d35\u516c\u53f8\u7684\u6700\u65b0\u624b\u673a\u4ea7\u54c1\u77e5\u8bc6\uff0c\u56e0\u6b64\u65e0\u6cd5\u56de\u7b54\u5ba2\u6237\u7684\u95ee\u9898\uff08\u6709\u65f6\u5019\u53ef\u80fd\u4f1a\u5c1d\u8bd5\u7f16\u9020\u7b54\u6848\uff09\u3002<\/span><\/p>\n

\u73b0\u5728\uff0c\u5982\u679c\u4f60\u91c7\u7528\u4e86RAG<\/span>\u7684\u601d\u60f3\uff0c\u90a3\u4e48\uff0c\u53ef\u4ee5\u5148\u4ece\u4f01\u4e1a\u79c1\u6709\u7684\u77e5\u8bc6\u5e93\u4e2d\uff0c\u68c0\u7d22\u51fa\u4e0b\u9762\u4e00\u6bb5\u76f8\u5173\u7684\u8865\u5145\u77e5\u8bc6\u3002<\/span><\/p>\n

<\/p>\n

\u4f60\u628a\u68c0\u7d22\u51fa\u7684\u8865\u5145\u77e5\u8bc6\u7ec4\u88c5\u5230\u63d0\u793a\u8bcd<\/span>\u4e2d\uff0c\u5c06\u5176\u8f93\u5165\u5927\u6a21\u578b\uff0c\u5e76\u8981\u6c42\u5927\u6a21\u578b\u57fa\u4e8e\u63d0\u4f9b\u7684\u77e5\u8bc6\u6765\u56de\u7b54\u4f60\u7684\u95ee\u9898\u3002<\/span><\/p>\n

\u5927\u6a21\u578b\u5f88\u806a\u660e\u5730\u201c\u5438\u6536\u201d\u4e86\u8865\u5145\u7684\u5916\u90e8\u77e5\u8bc6\uff0c\u5e76\u7ed3\u5408\u81ea\u5df1\u5df2\u7ecf\u638c\u63e1\u7684\u77e5\u8bc6\uff0c\u6210\u529f\u63a8\u7406\u5e76\u7ed9\u51fa\u4e86\u7b54\u6848\uff1a<\/span><\/span><\/p>\n

<\/p>\n

\u662f\u7684\uff0c<\/span>RAG<\/span>\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u79cd\u501f\u52a9\u201c\u5916\u6302\u201d\u7684\u63d0\u793a\u5de5\u7a0b\uff0c\u4f46\u7edd\u4e0d\u4ec5\u9650\u4e8e\u6b64\u3002<\/span><\/p>\n

<\/span>\u56e0\u4e3a\u5728\u8fd9\u91cc\u7b80\u5316\u4e86\u5f88\u591a\u7ec6\u8282\uff0c\u53ea\u662f\u4e3a\u4e86\u5c55\u793a<\/span>RAG<\/span>\u6700\u6838\u5fc3\u7684\u601d\u60f3\uff1a<\/span>\u7ed9\u5927\u6a21\u578b\u8865\u5145\u5916\u90e8\u77e5\u8bc6\u4ee5\u63d0\u9ad8\u8f93\u51fa\u7b54\u6848\u7684\u8d28\u91cf\u3002<\/span><\/strong><\/p>\n


<\/span><\/strong><\/p>\n

\n
\n
\n
\n
\n
\n

04<\/strong><\/p>\n<\/section>\n

\n

RAG\u4e0e\u6a21\u578b\u5fae\u8c03<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

\u8981\u60f3\u63d0\u9ad8\u5927\u6a21\u578b\u5728\u7279\u5b9a\u884c\u4e1a\u4e0e\u573a\u666f\u4e2d\u8f93\u51fa\u7684\u9002\u5e94\u6027<\/span>\u4e0e\u51c6\u786e\u6027\uff0c\u9664\u4e86\u4f7f\u7528RAG<\/span>\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528\u81ea\u5df1\u7684\u6570\u636e\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002<\/span><\/p>\n

\u7b80\u5355<\/span>\u5730\u8bf4\uff0c<\/span>\u5fae\u8c03\u5c31\u662f\u5bf9\u57fa\u7840\u6a21\u578b\u5728\u5c11\u91cf\uff08\u76f8\u5bf9<\/span>\u4e8e\u9884\u8bad\u7ec3\u7684\u6570\u636e\u91cf\u6765\u8bf4\uff09\u7684\u3001\u5df2\u6807\u6ce8\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u518d\u6b21\u8bad\u7ec3\u4e0e\u5f3a\u5316\u5b66\u4e60\uff0c\u4ee5\u4f7f\u5f97\u6a21\u578b\u66f4\u597d<\/span>\u5730\u9002\u5e94\u7279\u5b9a\u7684\u573a\u666f\u4e0e\u4e0b\u6e38\u4efb\u52a1\u3002<\/span><\/strong><\/span><\/p>\n

<\/span><\/strong><\/span>\u663e\u7136\uff0c\u5fae\u8c03\u662f\u53e6\u5916\u4e00\u79cd\u7ed9\u5927\u6a21\u578b\u201c\u704c\u8f93\u201d\u65b0\u77e5\u8bc6\u7684\u65b9\u6cd5\u3002\u4e24\u8005\u7684\u4e3b\u8981\u5dee\u5f02\u5728\u4e8e\uff1a<\/span><\/p>\n

    \n
  • \n

    RAG\u65e0\u9700\u989d\u5916\u7684\u8bad\u7ec3\uff0c\u968f\u65f6\u53ef\u4ee5\u63d0\u4f9b\u8865\u5145\u7684\u77e5\u8bc6\uff0c\u8c03\u8bd5\u7b80\u5355\u3002\u7f3a\u70b9\u662f\u53d7\u5230\u4e0a\u4e0b\u6587\u7a7a\u95f4\u7684\u9650\u5236\uff0c\u4e14\u56de\u7b54\u65f6\u6027\u80fd\u7565\u5dee\uff08\u6bd5\u7adf\u8981\u73b0\u5b66\u73b0\u7528\uff09\u3002<\/span><\/p>\n

    <\/span><\/p>\n<\/li>\n

  • \n

    \u5fae\u8c03\u9700\u8981\u4e13\u95e8\u7684\u6570\u636e\u51c6\u5907\u548c\u8bad\u7ec3\u65f6\u95f4\uff0c\u6280\u672f\u8981\u6c42\u76f8\u5bf9\u8f83\u9ad8\uff0c\u6548\u679c\u8f83\u96be\u9884\u6d4b\uff0c\u4e0d\u592a\u9002\u5408<\/span>\u66f4\u65b0\u9891\u7e41\u7684\u77e5\u8bc6\u3002<\/span>\u597d\u5904\u662f\u5e94\u7528\u5c42\u9762\u4f1a\u66f4\u7b80\u5355\u3002<\/span><\/p>\n

    <\/span><\/p>\n<\/li>\n<\/ul>\n

    \n
    \n
    \n
    <\/section>\n
    \n
    \n

    \u4ee5\u524d\u9762\u7684\u4f8b\u5b50\u6765\u8bf4\u660e\u5fae\u8c03\u548cRAG\u7684\u533a\u522b\uff1a<\/span><\/p>\n


    <\/span><\/p>\n

    \u5982\u679c\u5927\u6a21\u578b\u662f\u4e00\u4e2a\u4f18\u79c0\u5b66\u751f\uff0c\u6b63\u5728\u53c2\u52a0\u4e00\u95e8\u8003\u8bd5\uff0c\u4f46\u662f\u8fd9\u95e8\u8003\u8bd5\u4e2d\u6709\u5f88\u591a\u77e5\u8bc6\u662f\u8fd9\u4f4d\u5b66\u751f\u6ca1\u6709\u5b66\u4e60\u8fc7\u7684\uff0c\u73b0\u5728\u4f7f\u7528RAG\u548c\u5fae\u8c03\u4e24\u79cd\u65b9\u6cd5\u5bf9\u8fd9\u4f4d\u5b66\u751f\u63d0\u4f9b\u5e2e\u52a9\u3002<\/span><\/p>\n


    <\/span><\/p>\n

    * RAG\uff1a\u5728\u8003\u8bd5\u65f6\u7ed9\u4ed6\u63d0\u4f9b\u67d0\u4e2a\u9886\u57df\u7684\u53c2\u8003\u4e66\uff0c\u8981\u6c42\u4ed6\u73b0\u5b66\u73b0\u7528\uff0c\u81ea\u5df1\u7ffb\u4e66\u7406\u89e3\u540e\u7ed9\u51fa\u7b54\u6848\u3002<\/span><\/p>\n


    <\/span><\/p>\n

    * \u6a21\u578b\u5fae\u8c03\uff1a\u5728\u8003\u8bd5\u524d\u4e00\u5929\u5bf9\u4ed6\u8fdb\u884c\u7a81\u51fb\u8f85\u5bfc\uff0c\u4f7f\u4ed6\u638c\u63e1\u4e86\u65b0\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u7136\u540e\u8ba9\u4ed6\u53c2\u52a0\u8003\u8bd5\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

    \u65e0\u6cd5\u786e\u5207<\/span>\u5730\u8bf4\u5728\u4ec0\u4e48\u573a\u666f\u4e2d\u5fc5\u987b\u4f7f\u7528<\/span>RAG<\/span>\u3001\u5728\u4ec0\u4e48\u573a\u666f\u4e2d\u5fc5<\/span>\u987b\u4f7f\u7528\u5fae\u8c03\u3002\u7ed3\u5408<\/span>\u5f53\u524d\u7684\u4e00\u4e9b\u7814\u7a76\u53ca\u666e\u904d\u7684\u6d4b\u8bd5\u7ed3\u679c\uff0c<\/span>\u53ef\u4ee5\u8ba4\u4e3a\uff0c\u4ee5\u4e0b\u573a\u666f<\/span>\u4e2d\u66f4\u9002\u5408\u8003\u8651\u5fae\u8c03\u7684\u65b9\u6848\uff08<\/span>\u5728\u4e0d\u8003\u8651\u6210\u672c\u7684\u524d\u63d0\u4e0b\uff09\uff1a<\/span><\/span><\/p>\n

    \uff081<\/span>\uff09\u9700\u8981<\/span>\u6ce8\u5165\u8f83\u5927\u6570\u636e\u91cf\u4e14\u76f8\u5bf9\u7a33\u5b9a\u3001\u8fed\u4ee3\u5468\u671f\u8f83\u957f\u7684\u9886\u57df\u77e5\u8bc6\uff1b\u9700\u8981\u5f62\u6210\u4e00\u4e2a\u76f8\u5bf9\u901a\u7528\u7684<\/span>\u9886\u57df\u5927\u6a21\u578b\u7528\u4e8e\u5bf9\u5916\u670d\u52a1\u6216\u8005\u8fd0\u8425<\/span>\u3002<\/span><\/span><\/p>\n

    \uff082<\/span>\uff09\u6267\u884c\u9700\u8981\u6781\u9ad8\u51c6\u786e\u7387\u7684\u90e8\u5206\u5173\u952e\u4efb\u52a1\uff0c\u4e14\u5176\u4ed6\u624b\u6bb5\u65e0\u6cd5\u6ee1\u8db3\u8981\u6c42\uff0c\u6b64<\/span>\u65f6\u9700\u8981\u901a\u8fc7\u9ad8\u6548\u5fae\u8c03\u751a\u81f3\u5168\u91cf\u5fae\u8c03\u6765\u63d0\u9ad8\u5bf9\u8fd9\u4e9b\u4efb\u52a1\u7684\u8f93\u51fa\u7cbe\u5ea6\uff0c\u6bd4\u5982\u533b\u7597\u8bca<\/span>\u65ad<\/span>\u3002<\/span><\/span><\/p>\n

    \uff083<\/span>\uff09\u5728<\/span>\u91c7\u7528\u63d0\u793a\u5de5\u7a0b\u3001<\/span>RAG<\/span>\u7b49\u6280\u672f<\/span>\u540e\uff0c\u65e0\u6cd5\u8fbe\u5230\u9700\u8981\u7684\u6307\u4ee4\u7406\u89e3\u51c6\u786e\u3001\u8f93\u51fa\u7a33\u5b9a\u6216\u5176\u4ed6\u4e1a\u52a1\u76ee\u6807<\/span>\u3002<\/span><\/span><\/p>\n

    \u5728\u9664\u6b64\u4e4b\u5916\u7684\u5f88\u591a\u573a\u666f<\/span>\u4e2d\uff0c<\/span>\u53ef\u4ee5\u4f18\u5148\u8003\u8651\u4f7f\u7528<\/span>RAG<\/span>\u6765<\/span>\u589e\u5f3a\u5927\u6a21\u578b\u751f\u6210\u3002\u5f53\u7136<\/span>\uff0c\u5728\u5b9e\u9645\u6761\u4ef6\u5141\u8bb8\u7684\u524d\u63d0\u4e0b\uff0c<\/span>\u4e24\u8005\u7684\u878d\u5408\u5e94\u7528\u6216\u8bb8\u662f<\/span>\u672a\u6765\u66f4\u4f73\u7684\u9009\u62e9<\/span><\/strong>\u3002<\/span><\/span><\/p>\n


    <\/span><\/span><\/p>\n

    \n
    \n
    \n
    \n
    \n
    \n

    05<\/strong><\/p>\n<\/section>\n

    \n

    \u521d\u6b65\u8ba4\u8bc6RAG\u67b6\u6784<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

    \u6700\u540e\uff0c\u6211\u4eec\u4ece\u6280\u672f\u5c42\u6765\u770b\u4e00\u4e2a\u6700\u57fa\u7840\u3001\u6700\u5e38\u89c1\u7684RAG<\/span>\u5e94\u7528\u7684\u903b\u8f91\u67b6\u6784\u4e0e\u6d41\u7a0b\u3002<\/span><\/p>\n

    <\/p>\n

    \u6ce8\u610f\uff1a\u5728\u8fd9\u5f20\u56fe\u4e2d\u4ec5\u5c55\u793a\u4e86\u4e00\u4e2a\u6700\u5c0f\u7c92\u5ea6\u7684RAG<\/span>\u5e94\u7528\u7684\u57fa\u7840\u539f\u7406\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u628a\u4e00\u4e2a\u7b80\u5355\u7684<\/span>RAG<\/span>\u5e94\u7528\u4ece\u6574\u4f53\u4e0a\u5206\u4e3a\u6570\u636e\u7d22\u5f15\uff08<\/span>Indexing<\/span>\uff09\u4e0e\u6570\u636e\u67e5\u8be2\uff08<\/span>Query<\/span>\uff09\u4e24\u4e2a\u5927\u7684\u9636\u6bb5\uff0c\u800c\u5728\u6bcf\u4e2a\u9636\u6bb5\u90fd\u5305\u542b\u4e0d\u540c\u7684\u5904\u7406\u73af\u8282\u3002<\/span><\/span><\/p>\n

    \u4ee5\u4e0a\u9762\u7684\u4e3e\u4f8b\u6765\u89e3\u91ca\uff1a<\/span><\/span><\/p>\n

      \n
    • \n

      \u7d22\u5f15\u9636\u6bb5\u5c31\u662f\u7f16\u5199\u8003\u8bd5\u65f6\u9700\u8981\u7684\u53c2\u8003\u4e66\uff0c\u8fd9\u672c\u4e66\u8981\u5bb9\u6613\u5feb\u901f\u67e5\u627e\u7279\u5b9a\u77e5\u8bc6\u3002<\/span><\/strong><\/p>\n<\/li>\n

    • \n

      \u67e5\u8be2\u9636\u6bb5\u5c31\u662f\u8003\u8bd5\u65f6\u4f7f\u7528\u8fd9\u672c\u4e66\u7684\u8fc7\u7a0b\uff0c\u5148\u67e5\u627e\u53c2\u8003\u8d44\u6599\uff0c\u7136\u540e\u89e3\u7b54\u95ee\u9898\u3002<\/span><\/strong><\/p>\n

      <\/span><\/strong><\/p>\n<\/li>\n<\/ul>\n

      \u5728\u5b9e\u9645<\/span>RAG<\/span>\u5e94\u7528\u4e2d\uff0c\u5bf9\u4e8e\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u3001\u5ba2\u89c2\u6761\u4ef6\u3001\u5de5\u7a0b\u8981\u6c42\uff0c\u4f1a\u6709\u66f4\u591a\u7684\u6a21\u5757\u3001\u67b6\u6784\u4e0e\u6d41\u7a0b\u7684\u4f18\u5316\u8bbe\u8ba1\uff0c\u4ee5\u5e94\u5bf9\u4f17\u591a\u7684\u6280\u672f\u7ec6\u8282\u4e0e\u6311\u6218\u3002<\/span><\/span><\/span><\/p>\n

      <\/span>\u6bd4\u5982\uff0c\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u7684\u8f93\u5165\u95ee\u9898\u53ef\u80fd\u5343\u53d8\u4e07\u5316\uff0c\u4f60\u4ece\u54ea\u91cc\u68c0\u7d22\u5bf9\u5e94\u7684\u5916\u90e8\u77e5\u8bc6\uff1f<\/span>\u4f60\u9700\u8981\u7528\u600e\u6837\u7684\u7d22\u5f15\u6765\u67e5\u8be2\u5916\u90e8\u77e5\u8bc6\uff1f<\/span>\u4f60\u600e\u6837\u786e\u4fdd\u8865\u5145\u7684\u5916\u90e8\u77e5\u8bc6\u662f\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u6700\u9700\u8981\u7684\u5462\uff1f<\/span><\/span><\/span><\/p>\n

      <\/span>\u5c31\u50cf\u4e0a\u9762\u4f8b\u5b50\u4e2d\u7684\u5b66\u751f\uff0c\u5982\u679c\u8003\u8bd5\u7684\u77e5\u8bc6\u70b9\u662f\u82f1\u8bed\u8bed\u6cd5\uff0c\u4f60\u5374\u7ed9\u4ed6\u4e00\u672c\u300a\u5fae\u79ef\u5206\u300b\uff0c\u90a3\u663e\u7136\u662f\u4e8e\u4e8b\u65e0\u8865\u7684\u3002<\/span><\/span><\/span><\/p>\n

      \u8bf8\u5982\u8fd9\u4e00\u7c7b\u7684\u95ee\u9898\uff0c\u90fd\u5c5e\u4e8e\u66f4\u6df1\u5165\u7684\u9ad8\u7ea7RAG\u6a21\u5757\u4e0e\u4f18\u5316\u7684\u8303\u7574\uff0c\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u81ea\u884c\u5b66\u4e60\u3002\u8fd9\u91cc\uff0c\u6211\u4eec\u63a8\u8350\u4e00\u672c\u975e\u5e38\u5168\u9762\u7684RAG\u5e94\u7528\u7684\u5b66\u4e60\u4e66\u7c4d\uff1a<\/span><\/p>\n

      <\/section>\n

      \n

      \u6587\u7ae0\u8f6c\u8f7d\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a\u9c9c\u67a3\u8bfe\u5802<\/p>\n","protected":false},"excerpt":{"rendered":"

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