{"id":14929,"date":"2024-11-30T15:26:19","date_gmt":"2024-11-30T07:26:19","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14929"},"modified":"2024-12-08T15:47:21","modified_gmt":"2024-12-08T07:47:21","slug":"aigongchengxueyuan28","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/aigongchengxueyuan28\/","title":{"rendered":"AI\u5de5\u7a0b\u5b66\u9662\uff1a2.8\u6df7\u5408 RAG\uff08\u540c2.9\uff09"},"content":{"rendered":"

\u57fa\u4e8e\u53e5\u5b50\u7a97\u53e3\u7684\u68c0\u7d22\u5668 RAG<\/a> \u65b9\u6cd5<\/p>\n

\"\"<\/p>\n

 <\/p>\n

\u5f15\u8a00<\/h2>\n

\u57fa\u4e8e\u53e5\u5b50\u7a97\u53e3\u7684\u68c0\u7d22\u5668 RAG\uff08Retrieval-Augmented Generation\uff09\u65b9\u6cd5\u662f RAG \u6846\u67b6\u7684\u9ad8\u7ea7\u5b9e\u73b0\uff0c\u65e8\u5728\u589e\u5f3a AI \u751f\u6210\u56de\u590d\u7684\u4e0a\u4e0b\u6587\u610f\u8bc6\u548c\u8fde\u8d2f\u6027\u3002\u8be5\u65b9\u6cd5\u7ed3\u5408\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e0e\u9ad8\u6548\u4fe1\u606f\u68c0\u7d22\u6280\u672f\u7684\u4f18\u52bf\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u5f3a\u5927\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7528\u4e8e\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u4e0a\u4e0b\u6587\u4e30\u5bcc\u7684\u56de\u590d\u3002<\/p>\n

https:\/\/github.com\/adithya-s-k\/AI-Engineering.academy\/tree\/main\/RAG\/03_Hybrid_RAG<\/p>\n

 <\/p>\n

\u52a8\u673a<\/h3>\n

\u4f20\u7edf\u7684 RAG \u7cfb\u7edf\u7ecf\u5e38\u96be\u4ee5\u5728\u66f4\u5927\u4e0a\u4e0b\u6587\u8303\u56f4\u5185\u4fdd\u6301\u8fde\u8d2f\u6027\uff0c\u6216\u8005\u5904\u7406\u8de8\u591a\u4e2a\u6587\u672c\u5757\u7684\u4fe1\u606f\u65f6\u9047\u5230\u56f0\u96be\u3002\u57fa\u4e8e\u53e5\u5b50\u7a97\u53e3\u7684\u68c0\u7d22\u5668\u65b9\u6cd5\u901a\u8fc7\u5728\u7d22\u5f15\u8fc7\u7a0b\u4e2d\u4fdd\u7559\u6587\u672c\u5757\u4e4b\u95f4\u7684\u4e0a\u4e0b\u6587\u5173\u7cfb\uff0c\u5e76\u5728\u68c0\u7d22\u548c\u751f\u6210\u65f6\u5229\u7528\u8fd9\u4e9b\u4fe1\u606f\uff0c\u89e3\u51b3\u4e86\u8fd9\u4e00\u5c40\u9650\u6027\u3002<\/p>\n

\u65b9\u6cd5\u7ec6\u8282<\/h3>\n

\u6587\u6863\u9884\u5904\u7406\u548c\u5411\u91cf\u5b58\u50a8\u7d22\u5f15\u521b\u5efa<\/h4>\n
    \n
  1. \u6587\u6863\u5206\u5272<\/strong>\uff1a\u5c06\u8f93\u5165\u6587\u6863\u5206\u5272\u6210\u53e5\u5b50\u3002<\/li>\n
  2. \u6587\u672c\u5757\u521b\u5efa<\/strong>\uff1a\u5c06\u53e5\u5b50\u5206\u7ec4\u4e3a\u53ef\u7ba1\u7406\u7684\u6587\u672c\u5757\u3002<\/li>\n
  3. \u5d4c\u5165<\/strong>\uff1a\u901a\u8fc7\u5d4c\u5165\u6a21\u578b\u5904\u7406\u6bcf\u4e2a\u6587\u672c\u5757\uff0c\u751f\u6210\u5411\u91cf\u8868\u793a\u3002<\/li>\n
  4. \u5411\u91cf\u6570\u636e\u5e93\u7d22\u5f15<\/strong>\uff1a\u5b58\u50a8\u6587\u672c\u5757\u7684 ID\u3001\u6587\u672c\u5185\u5bb9\u548c\u5d4c\u5165\u5411\u91cf\u5230\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4ee5\u4fbf\u9ad8\u6548\u7684\u76f8\u4f3c\u6027\u641c\u7d22\u3002<\/li>\n
  5. \u6587\u6863\u7ed3\u6784\u7d22\u5f15<\/strong>\uff1a\u5355\u72ec\u5b58\u50a8\u6587\u672c\u5757\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5305\u62ec\u6bcf\u4e2a\u6587\u672c\u5757\u4e0e\u524d\u540e k \u4e2a\u6587\u672c\u5757\u4e4b\u95f4\u7684\u5f15\u7528\u4fe1\u606f\u3002<\/li>\n<\/ol>\n

    \u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5de5\u4f5c\u6d41\u7a0b<\/h4>\n
      \n
    1. \u67e5\u8be2\u5904\u7406<\/strong>\uff1a\u4f7f\u7528\u4e0e\u6587\u672c\u5757\u76f8\u540c\u7684\u5d4c\u5165\u6a21\u578b\u5bf9\u7528\u6237\u67e5\u8be2\u8fdb\u884c\u5d4c\u5165\u3002<\/li>\n
    2. \u76f8\u4f3c\u6027\u641c\u7d22<\/strong>\uff1a\u4f7f\u7528\u67e5\u8be2\u5d4c\u5165\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u67e5\u627e\u6700\u76f8\u5173\u7684\u6587\u672c\u5757\u3002<\/li>\n
    3. \u4e0a\u4e0b\u6587\u6269\u5c55<\/strong>\uff1a\u5bf9\u4e8e\u6bcf\u4e2a\u68c0\u7d22\u5230\u7684\u6587\u672c\u5757\uff0c\u7cfb\u7edf\u901a\u8fc7\u6587\u6863\u7ed3\u6784\u6570\u636e\u5e93\u83b7\u53d6\u5176\u524d\u540e k \u4e2a\u76f8\u90bb\u6587\u672c\u5757\u3002<\/li>\n
    4. \u4e0a\u4e0b\u6587\u5f62\u6210<\/strong>\uff1a\u5c06\u68c0\u7d22\u5230\u7684\u6587\u672c\u5757\u53ca\u5176\u6269\u5c55\u4e0a\u4e0b\u6587\u4e0e\u539f\u59cb\u67e5\u8be2\u7ed3\u5408\u3002<\/li>\n
    5. \u751f\u6210<\/strong>\uff1a\u5c06\u6269\u5c55\u4e0a\u4e0b\u6587\u4e0e\u67e5\u8be2\u4f20\u9012\u7ed9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u751f\u6210\u56de\u590d\u3002<\/li>\n<\/ol>\n

      \u6d41\u7a0b\u56fe<\/h3>\n

      \u4ee5\u4e0b\u6d41\u7a0b\u56fe\u5c55\u793a\u4e86\u57fa\u4e8e\u53e5\u5b50\u7a97\u53e3\u7684\u68c0\u7d22\u5668 RAG \u65b9\u6cd5\uff1a<\/p>\n

      \"\"<\/p>\n

       <\/p>\n

      RAG \u7684\u5173\u952e\u7279\u6027<\/h3>\n
        \n
      • \u9ad8\u6548\u68c0\u7d22<\/strong>\uff1a\u5229\u7528\u5411\u91cf\u76f8\u4f3c\u6027\u641c\u7d22\uff0c\u5b9e\u73b0\u5feb\u901f\u4e14\u51c6\u786e\u7684\u4fe1\u606f\u68c0\u7d22\u3002<\/li>\n
      • \u4e0a\u4e0b\u6587\u4fdd\u6301<\/strong>\uff1a\u5728\u7d22\u5f15\u8fc7\u7a0b\u4e2d\u4fdd\u7559\u6587\u6863\u7ed3\u6784\u548c\u6587\u672c\u5757\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/li>\n
      • \u7075\u6d3b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3<\/strong>\uff1a\u652f\u6301\u5728\u68c0\u7d22\u65f6\u52a8\u6001\u8c03\u6574\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5927\u5c0f\u3002<\/li>\n
      • \u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u80fd\u591f\u5904\u7406\u5927\u89c4\u6a21\u6587\u6863\u96c6\u5408\u548c\u591a\u6837\u5316\u67e5\u8be2\u7c7b\u578b\u3002<\/li>\n<\/ul>\n

        \u672c\u65b9\u6cd5\u7684\u4f18\u52bf<\/h3>\n
          \n
        1. \u63d0\u9ad8\u8fde\u8d2f\u6027<\/strong>\uff1a\u901a\u8fc7\u5305\u542b\u76f8\u90bb\u6587\u672c\u5757\uff0c\u751f\u6210\u66f4\u52a0\u8fde\u8d2f\u548c\u4e0a\u4e0b\u6587\u51c6\u786e\u7684\u56de\u590d\u3002<\/li>\n
        2. \u51cf\u5c11\u5e7b\u89c9\u73b0\u8c61<\/strong>\uff1a\u901a\u8fc7\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u964d\u4f4e\u751f\u6210\u9519\u8bef\u6216\u65e0\u5173\u5185\u5bb9\u7684\u6982\u7387\u3002<\/li>\n
        3. \u9ad8\u6548\u5b58\u50a8<\/strong>\uff1a\u4ec5\u5b58\u50a8\u5fc5\u8981\u7684\u4fe1\u606f\u5230\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4f18\u5316\u5b58\u50a8\u7a7a\u95f4\u3002<\/li>\n
        4. \u53ef\u8c03\u6574\u4e0a\u4e0b\u6587\u7a97\u53e3<\/strong>\uff1a\u6839\u636e\u4e0d\u540c\u67e5\u8be2\u6216\u5e94\u7528\u9700\u6c42\u52a8\u6001\u8c03\u6574\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u3002<\/li>\n
        5. \u4fdd\u7559\u6587\u6863\u7ed3\u6784<\/strong>\uff1a\u4fdd\u7559\u6587\u6863\u539f\u6709\u7684\u7ed3\u6784\u548c\u4fe1\u606f\u6d41\uff0c\u4f7f\u751f\u6210\u66f4\u5177\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002<\/li>\n<\/ol>\n

           <\/p>\n

          \u7ed3\u8bba<\/h3>\n

          \u57fa\u4e8e\u53e5\u5b50\u7a97\u53e3\u7684\u68c0\u7d22\u5668 RAG \u65b9\u6cd5\u4e3a\u63d0\u5347 AI \u751f\u6210\u56de\u590d\u7684\u8d28\u91cf\u548c\u4e0a\u4e0b\u6587\u76f8\u5173\u6027\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u4fdd\u7559\u6587\u6863\u7ed3\u6784\u5e76\u652f\u6301\u7075\u6d3b\u7684\u4e0a\u4e0b\u6587\u6269\u5c55\uff0c\u8be5\u65b9\u6cd5\u89e3\u51b3\u4e86\u4f20\u7edf RAG \u7cfb\u7edf\u7684\u5173\u952e\u5c40\u9650\u6027\uff0c\u4e3a\u6784\u5efa\u5148\u8fdb\u7684\u95ee\u7b54\u7cfb\u7edf\u3001\u6587\u6863\u5206\u6790\u548c\u5185\u5bb9\u751f\u6210\u5e94\u7528\u63d0\u4f9b\u4e86\u53ef\u9760\u6846\u67b6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

          \u57fa\u4e8e\u53e5\u5b50\u7a97\u53e3\u7684\u68c0\u7d22\u5668 RAG \u65b9\u6cd5   \u5f15\u8a00 \u57fa\u4e8e\u53e5\u5b50\u7a97\u53e3\u7684\u68c0\u7d22\u5668 RAG\uff08Retrieval-Augmented Generation\uff09\u65b9\u6cd5\u662f RAG \u6846\u67b6\u7684\u9ad8\u7ea7\u5b9e\u73b0\uff0c\u65e8\u5728\u589e\u5f3a AI \u751f\u6210\u56de\u590d\u7684\u4e0a\u4e0b\u6587\u610f\u8bc6\u548c\u8fde\u8d2f\u6027\u3002\u8be5\u65b9\u6cd5\u7ed3\u5408\u4e86\u5927…<\/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-14929","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/14929","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=14929"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/14929\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=14929"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=14929"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=14929"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}