{"id":14945,"date":"2024-11-26T16:11:20","date_gmt":"2024-11-26T08:11:20","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14945"},"modified":"2024-12-08T18:53:14","modified_gmt":"2024-12-08T10:53:14","slug":"aigongchengxueyuan21-4","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/aigongchengxueyuan21-4\/","title":{"rendered":"AI\u5de5\u7a0b\u5b66\u9662\uff1a2.12\u81ea\u67e5\u8be2 RAG\uff1a\u5e26\u6709\u5143\u6570\u636e\u8fc7\u6ee4\u7684\u589e\u5f3a\u578b\u68c0\u7d22\u589e\u5f3a\u751f\u6210"},"content":{"rendered":"

\u4ecb\u7ecd<\/h2>\n

\u81ea\u67e5\u8be2 RAG\uff08Self-Query RAG\uff09 \u662f\u4e00\u79cd\u5148\u8fdb\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u5728\u6444\u53d6\u9636\u6bb5\u5f15\u5165\u5143\u6570\u636e\u63d0\u53d6\u4ee5\u53ca\u5728\u68c0\u7d22\u9636\u6bb5\u5f15\u5165\u667a\u80fd\u67e5\u8be2\u89e3\u6790\uff0c\u4ece\u800c\u589e\u5f3a\u4e86\u4f20\u7edf RAG<\/a> \u6d41\u7a0b\u3002<\/p>\n

https:\/\/github.com\/adithya-s-k\/AI-Engineering.academy\/tree\/main\/RAG\/07_Self_Query_RAG<\/p>\n

\u52a8\u673a<\/h3>\n

\u4f20\u7edf\u7684 RAG \u7cfb\u7edf\u7ecf\u5e38\u96be\u4ee5\u5904\u7406\u6d89\u53ca\u8bed\u4e49\u76f8\u4f3c\u6027\u548c\u7279\u5b9a\u5143\u6570\u636e\u7ea6\u675f\u7684\u590d\u6742\u67e5\u8be2\u3002\u81ea\u67e5\u8be2 RAG \u901a\u8fc7\u5229\u7528\u5143\u6570\u636e\uff0c\u5e76\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u667a\u80fd\u89e3\u6790\u7528\u6237\u67e5\u8be2\uff0c\u89e3\u51b3\u4e86\u8fd9\u4e9b\u6311\u6218\u3002<\/p>\n

\u65b9\u6cd5\u8be6\u60c5<\/h3>\n

\"\"<\/p>\n

 <\/p>\n

\u6587\u6863\u9884\u5904\u7406\u548c\u5411\u91cf\u5b58\u50a8\u521b\u5efa<\/h4>\n
    \n
  1. \u5c06\u6587\u6863\u62c6\u5206\u4e3a\u53ef\u7ba1\u7406\u7684\u5c0f\u5757\u3002<\/li>\n
  2. \u4ece\u6bcf\u4e2a\u5c0f\u5757\u4e2d\u63d0\u53d6\u5143\u6570\u636e\uff08\u4f8b\u5982\u65e5\u671f\u3001\u4f5c\u8005\u3001\u7c7b\u522b\uff09\u3002<\/li>\n
  3. \u4f7f\u7528\u9002\u5f53\u7684\u5d4c\u5165\u6a21\u578b\u5bf9\u6bcf\u4e2a\u5c0f\u5757\u8fdb\u884c\u5d4c\u5165\u3002<\/li>\n
  4. \u5c06\u5c0f\u5757\u3001\u5176\u5d4c\u5165\u5411\u91cf\u548c\u5173\u8054\u5143\u6570\u636e\u7d22\u5f15\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002<\/li>\n<\/ol>\n

    \u81ea\u67e5\u8be2 RAG \u5de5\u4f5c\u6d41\u7a0b<\/h4>\n
      \n
    1. \u7528\u6237\u63d0\u4ea4\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3002<\/li>\n
    2. \u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u89e3\u6790\u67e5\u8be2\u4ee5\u7406\u89e3\u7528\u6237\u610f\u56fe\u548c\u67e5\u8be2\u7ed3\u6784\u3002<\/li>\n
    3. LLM \u751f\u6210\uff1a
      \na) \u57fa\u4e8e\u67e5\u8be2\u7684\u5143\u6570\u636e\u8fc7\u6ee4\u6761\u4ef6\u3002
      \nb) \u7528\u4e8e\u5185\u5bb9\u76f8\u5173\u68c0\u7d22\u7684\u8bed\u4e49\u641c\u7d22\u67e5\u8be2\u3002<\/li>\n
    4. \u5e94\u7528\u5143\u6570\u636e\u8fc7\u6ee4\u5668\u4ee5\u7f29\u5c0f\u641c\u7d22\u8303\u56f4\u3002<\/li>\n
    5. \u5728\u8fc7\u6ee4\u540e\u7684\u5b50\u96c6\u4e0a\u6267\u884c\u8bed\u4e49\u641c\u7d22\u3002<\/li>\n
    6. \u68c0\u7d22\u5230\u7684\u6587\u6863\u5757\u4e0e\u7528\u6237\u539f\u59cb\u67e5\u8be2\u7ed3\u5408\u4ee5\u5f62\u6210\u4e0a\u4e0b\u6587\u3002<\/li>\n
    7. \u5c06\u4e0a\u4e0b\u6587\u4f20\u9012\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002<\/li>\n<\/ol>\n

      \u81ea\u67e5\u8be2 RAG \u7684\u5173\u952e\u7279\u5f81<\/h3>\n
        \n
      • \u5143\u6570\u636e\u63d0\u53d6<\/strong>\uff1a\u901a\u8fc7\u7ed3\u6784\u5316\u4fe1\u606f\u589e\u5f3a\u6587\u6863\u8868\u793a\u3002<\/li>\n
      • \u667a\u80fd\u67e5\u8be2\u89e3\u6790<\/strong>\uff1a\u5229\u7528 LLM \u7406\u89e3\u7528\u6237\u7684\u590d\u6742\u67e5\u8be2\u3002<\/li>\n
      • \u6df7\u5408\u68c0\u7d22<\/strong>\uff1a\u7ed3\u5408\u5143\u6570\u636e\u8fc7\u6ee4\u548c\u8bed\u4e49\u641c\u7d22\u3002<\/li>\n
      • \u7075\u6d3b\u67e5\u8be2<\/strong>\uff1a\u5141\u8bb8\u7528\u6237\u4ee5\u81ea\u7136\u8bed\u8a00\u9690\u5f0f\u6307\u5b9a\u5143\u6570\u636e\u7ea6\u675f\u3002<\/li>\n<\/ul>\n

        \u6b64\u65b9\u6cd5\u7684\u597d\u5904<\/h3>\n
          \n
        1. \u63d0\u5347\u68c0\u7d22\u51c6\u786e\u6027<\/strong>\uff1a\u5143\u6570\u636e\u8fc7\u6ee4\u5668\u6709\u52a9\u4e8e\u5c06\u641c\u7d22\u8303\u56f4\u7f29\u5c0f\u5230\u66f4\u76f8\u5173\u7684\u6587\u6863\u3002<\/li>\n
        2. \u5904\u7406\u590d\u6742\u67e5\u8be2<\/strong>\uff1a\u53ef\u4ee5\u89e3\u91ca\u5e76\u56de\u5e94\u6d89\u53ca\u5185\u5bb9\u76f8\u4f3c\u6027\u548c\u5143\u6570\u636e\u7ea6\u675f\u7684\u67e5\u8be2\u3002<\/li>\n
        3. \u9ad8\u6548\u68c0\u7d22<\/strong>\uff1a\u5143\u6570\u636e\u8fc7\u6ee4\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u9700\u8981\u8bed\u4e49\u641c\u7d22\u7684\u6587\u6863\u6570\u91cf\u3002<\/li>\n
        4. \u589e\u5f3a\u4e0a\u4e0b\u6587<\/strong>\uff1a\u5143\u6570\u636e\u63d0\u4f9b\u989d\u5916\u7684\u7ed3\u6784\u5316\u4fe1\u606f\uff0c\u4ece\u800c\u6539\u8fdb\u54cd\u5e94\u751f\u6210\u3002<\/li>\n<\/ol>\n

          \u7ed3\u8bba<\/h3>\n

          \u81ea\u67e5\u8be2 RAG \u901a\u8fc7\u5f15\u5165\u5143\u6570\u636e\u63d0\u53d6\u548c\u667a\u80fd\u67e5\u8be2\u89e3\u6790\uff0c\u589e\u5f3a\u4e86\u4f20\u7edf RAG \u6d41\u7a0b\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u5f97\u68c0\u7d22\u66f4\u7cbe\u51c6\u3001\u66f4\u9ad8\u6548\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u6d89\u53ca\u8bed\u4e49\u76f8\u4f3c\u6027\u548c\u7279\u5b9a\u5143\u6570\u636e\u7ea6\u675f\u7684\u590d\u6742\u67e5\u8be2\u3002\u901a\u8fc7\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5b9e\u73b0\u67e5\u8be2\u7406\u89e3\uff0c\u81ea\u67e5\u8be2 RAG \u80fd\u4e3a AI \u95ee\u7b54\u7cfb\u7edf\u63d0\u4f9b\u66f4\u51c6\u786e\u4e14\u4e0e\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u54cd\u5e94\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

          \u4ecb\u7ecd \u81ea\u67e5\u8be2 RAG\uff08Self-Query RAG\uff09 \u662f\u4e00\u79cd\u5148\u8fdb\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u5728\u6444\u53d6\u9636\u6bb5\u5f15\u5165\u5143\u6570\u636e\u63d0\u53d6\u4ee5\u53ca\u5728\u68c0\u7d22\u9636\u6bb5\u5f15\u5165\u667a\u80fd\u67e5\u8be2\u89e3\u6790\uff0c\u4ece\u800c\u589e\u5f3a\u4e86\u4f20\u7edf RAG \u6d41\u7a0b\u3002 https:\/\/github.com\/adithya…<\/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-14945","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/14945","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=14945"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/14945\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=14945"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=14945"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=14945"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}