{"id":14959,"date":"2024-11-21T19:47:16","date_gmt":"2024-11-21T11:47:16","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14959"},"modified":"2024-12-08T20:01:47","modified_gmt":"2024-12-08T12:01:47","slug":"aigongchengxueyuan21-9","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/aigongchengxueyuan21-9\/","title":{"rendered":"AI\u5de5\u7a0b\u5b66\u9662\uff1a2.17Multi-Document Agentic RAG\uff08\u591a\u6587\u6863\u667a\u80fd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09"},"content":{"rendered":"

\"\"<\/p>\n

 <\/p>\n

\u5f15\u8a00<\/h2>\n

\u57fa\u4e8e\u667a\u80fd\u4f53\u65b9\u6cd5\u63d0\u5347\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u80fd\u529b\u3002\u591a\u6587\u6863\u667a\u80fd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Multi-Document Agentic RAG<\/a>, Retrieval<\/a> Augmented Generation\uff09\u662f\u4e00\u79cd\u5148\u8fdb\u7684\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u65b9\u6cd5\uff0c\u7ed3\u5408\u4e86\u591a\u6587\u6863\u5904\u7406\u3001\u667a\u80fd\u4f53\u7cfb\u7edf\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7b49\u6280\u672f\u7684\u4f18\u52bf\u3002\u8be5\u65b9\u6cd5\u65e8\u5728\u901a\u8fc7\u5f15\u5165\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4f20\u7edf\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u7684\u5c40\u9650\u6027\uff0c\u7279\u522b\u662f\u5904\u7406\u8de8\u591a\u4e2a\u6587\u6863\u7684\u590d\u6742\u67e5\u8be2\u3002<\/p>\n

https:\/\/github.com\/adithya-s-k\/AI-Engineering.academy\/tree\/main\/RAG\/12_Agnetic_RAG<\/p>\n

 <\/p>\n

\u52a8\u673a<\/h3>\n

\u867d\u7136\u4f20\u7edf\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u64c5\u957f\u4ece\u5355\u4e00\u6587\u6863\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u4f46\u5b83\u4eec\u901a\u5e38\u9762\u4e34\u4ee5\u4e0b\u6311\u6218\uff1a<\/p>\n

    \n
  1. \u5904\u7406\u8de8\u591a\u4e2a\u6587\u6863\u7684\u67e5\u8be2<\/li>\n
  2. \u6bd4\u8f83\u548c\u5bf9\u6bd4\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u4fe1\u606f<\/li>\n
  3. \u63d0\u4f9b\u57fa\u4e8e\u4e0a\u4e0b\u6587\u5173\u8054\u6027\u4e14\u8003\u8651\u6587\u6863\u95f4\u5173\u7cfb\u7684\u54cd\u5e94<\/li>\n
  4. \u9ad8\u6548\u5730\u4ece\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u6570\u636e\u96c6\u4e2d\u68c0\u7d22\u4fe1\u606f<\/li>\n<\/ol>\n

    \u591a\u6587\u6863\u667a\u80fd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Multi-Document Agentic RAG\uff09<\/strong>\u00a0\u901a\u8fc7\u5f15\u5165\u4e13\u95e8\u7684\u6587\u6863\u667a\u80fd\u4f53\u548c\u9876\u5c42\u667a\u80fd\u4f53\uff0c\u514b\u670d\u4e86\u8fd9\u4e9b\u6311\u6218\uff0c\u80fd\u591f\u4e3a\u7528\u6237\u67e5\u8be2\u63d0\u4f9b\u66f4\u5168\u9762\u3001\u66f4\u5177\u7ec6\u8282\u7684\u54cd\u5e94\u3002<\/p>\n

    \u65b9\u6cd5\u8be6\u7ec6\u4fe1\u606f<\/h3>\n

    \u6587\u6863\u9884\u5904\u7406\u4e0e\u5411\u91cf\u5b58\u50a8\u6784\u5efa<\/h4>\n
      \n
    1. \u6587\u6863\u5bfc\u5165<\/strong>\uff1a\u5bf9\u6e90\u6587\u6863\u8fdb\u884c\u5904\u7406\uff0c\u5e76\u5212\u5206\u6210\u8f83\u5c0f\u7684\u3001\u6613\u4e8e\u7ba1\u7406\u7684\u7247\u6bb5\u3002<\/li>\n
    2. \u751f\u6210\u5d4c\u5165\u5411\u91cf\uff08Embedding\uff09<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u6587\u672c\u7247\u6bb5\u521b\u5efa\u5d4c\u5165\u5411\u91cf\u3002<\/li>\n
    3. \u5411\u91cf\u5b58\u50a8<\/strong>\uff1a\u5c06\u5d4c\u5165\u5411\u91cf\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7684\u68c0\u7d22\u3002<\/li>\n
    4. \u7d22\u5f15\u521b\u5efa<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u6587\u6863\u521b\u5efa\u5411\u91cf\u7d22\u5f15\u548c\u6458\u8981\u7d22\u5f15\u3002<\/li>\n<\/ol>\n

      \u591a\u6587\u6863\u667a\u80fd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Multi-Document Agentic RAG\uff09\u5de5\u4f5c\u6d41\u7a0b<\/h4>\n
        \n
      1. \u6587\u6863\u667a\u80fd\u4f53\u521b\u5efa<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u6587\u6863\u521b\u5efa\u4e13\u95e8\u7684\u667a\u80fd\u4f53\uff0c\u667a\u80fd\u4f53\u80fd\u591f\u8bbf\u95ee\u4ee5\u4e0b\u5de5\u5177\uff1a
        \na. \u57fa\u4e8e\u5411\u91cf\u7684\u67e5\u8be2\u5f15\u64ce\uff0c\u7528\u4e8e\u5728\u6587\u6863\u5185\u90e8\u8fdb\u884c\u8bed\u4e49\u68c0\u7d22
        \nb. \u6458\u8981\u67e5\u8be2\u5f15\u64ce\uff0c\u7528\u4e8e\u751f\u6210\u6587\u6863\u6458\u8981<\/li>\n
      2. \u9876\u5c42\u667a\u80fd\u4f53\u8bbe\u7f6e<\/strong>\uff1a\u521b\u5efa\u4e00\u4e2a\u4e3b\u667a\u80fd\u4f53\uff0c\u8be5\u667a\u80fd\u4f53\u53ef\u4ee5\u8bbf\u95ee\u548c\u534f\u8c03\u6240\u6709\u6587\u6863\u667a\u80fd\u4f53\u3002<\/li>\n
      3. \u67e5\u8be2\u5904\u7406<\/strong>\uff1a\u9876\u5c42\u667a\u80fd\u4f53\u5206\u6790\u7528\u6237\u67e5\u8be2\uff0c\u786e\u5b9a\u8981\u8c03\u7528\u7684\u6587\u6863\u667a\u80fd\u4f53\u3002<\/li>\n
      4. \u667a\u80fd\u4f53\u534f\u540c\u68c0\u7d22<\/strong>\uff1a
        \na. \u6839\u636e\u67e5\u8be2\u6fc0\u6d3b\u76f8\u5173\u7684\u6587\u6863\u667a\u80fd\u4f53\u3002
        \nb. \u6bcf\u4e2a\u667a\u80fd\u4f53\u6839\u636e\u9700\u8981\u6267\u884c\u68c0\u7d22\u6216\u6458\u8981\u4efb\u52a1\u3002<\/li>\n
      5. \u4fe1\u606f\u6c47\u603b<\/strong>\uff1a\u9876\u5c42\u667a\u80fd\u4f53\u4ece\u591a\u4e2a\u6587\u6863\u667a\u80fd\u4f53\u4e2d\u6536\u96c6\u5e76\u6574\u5408\u4fe1\u606f\u3002<\/li>\n
      6. \u751f\u6210\u7b54\u6848<\/strong>\uff1a\u5229\u7528\u5408\u6210\u7684\u4fe1\u606f\u548c\u7528\u6237\u67e5\u8be2\uff0c\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u751f\u6210\u7efc\u5408\u6027\u7684\u54cd\u5e94\u3002<\/li>\n
      7. \u8fed\u4ee3\u4f18\u5316<\/strong>\uff1a\u5982\u6709\u9700\u8981\uff0c\u7cfb\u7edf\u53ef\u4ee5\u8fdb\u884c\u591a\u6b21\u68c0\u7d22\u548c\u751f\u6210\u5faa\u73af\uff0c\u4ee5\u4f18\u5316\u6700\u7ec8\u7684\u7b54\u6848\u3002<\/li>\n<\/ol>\n

        \u591a\u6587\u6863\u667a\u80fd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7684\u5173\u952e\u7279\u6027<\/h3>\n
          \n
        1. \u4e13\u95e8\u5316\u6587\u6863\u667a\u80fd\u4f53<\/strong>\uff1a\u6bcf\u4e2a\u6587\u6863\u90fd\u6709\u5176\u72ec\u7acb\u7684\u667a\u80fd\u4f53\uff0c\u786e\u4fdd\u68c0\u7d22\u8fc7\u7a0b\u805a\u7126\u4e14\u9ad8\u6548\u3002<\/li>\n
        2. \u5206\u5c42\u667a\u80fd\u4f53\u7ed3\u6784<\/strong>\uff1a\u901a\u8fc7\u9876\u5c42\u667a\u80fd\u4f53\u7684\u534f\u8c03\uff0c\u5b9e\u73b0\u591a\u4e2a\u6587\u6863\u7684\u4e0a\u4e0b\u6587\u63a8\u7406\u3002<\/li>\n
        3. \u7075\u6d3b\u7684\u67e5\u8be2\u65b9\u5f0f<\/strong>\uff1a\u652f\u6301\u5177\u4f53\u4e8b\u5b9e\u67e5\u8be2\u548c\u8de8\u591a\u4e2a\u6587\u6863\u7684\u4e3b\u9898\u6027\u5e7f\u6cdb\u63a2\u7d22\u3002<\/li>\n
        4. \u52a8\u6001\u5de5\u5177\u9009\u62e9<\/strong>\uff1a\u9876\u5c42\u667a\u80fd\u4f53\u6839\u636e\u4e0d\u540c\u5b50\u67e5\u8be2\u81ea\u52a8\u9009\u62e9\u6700\u9002\u5408\u7684\u5de5\u5177\uff08\u5411\u91cf\u68c0\u7d22\u6216\u6458\u8981\u751f\u6210\uff09\u3002<\/li>\n
        5. \u8de8\u6587\u6863\u4fe1\u606f\u5206\u6790<\/strong>\uff1a\u652f\u6301\u5bf9\u591a\u4e2a\u6587\u6863\u4e4b\u95f4\u7684\u4fe1\u606f\u8fdb\u884c\u5bf9\u6bd4\u548c\u7efc\u5408\u5206\u6790\u3002<\/li>\n<\/ol>\n

          \u8be5\u65b9\u6cd5\u7684\u4f18\u52bf<\/h3>\n
            \n
          1. \u63d0\u5347\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b<\/strong>\uff1a\u901a\u8fc7\u591a\u4e2a\u6587\u6863\u667a\u80fd\u4f53\u534f\u4f5c\uff0c\u7cfb\u7edf\u80fd\u591f\u63d0\u4f9b\u66f4\u5177\u4e0a\u4e0b\u6587\u76f8\u5173\u6027\u7684\u56de\u7b54\u3002<\/li>\n
          2. \u589e\u5f3a\u6bd4\u8f83\u5206\u6790\u80fd\u529b<\/strong>\uff1a\u80fd\u591f\u8de8\u591a\u4e2a\u6587\u6863\u6216\u4e3b\u9898\u8fdb\u884c\u8f7b\u677e\u7684\u4fe1\u606f\u5bf9\u6bd4\u3002<\/li>\n
          3. \u53ef\u6269\u5c55\u6027\u5f3a<\/strong>\uff1a\u901a\u8fc7\u5206\u5e03\u5f0f\u667a\u80fd\u4f53\u8bbe\u8ba1\uff0c\u9ad8\u6548\u5730\u5904\u7406\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u3002<\/li>\n
          4. \u7075\u6d3b\u9002\u5e94\u6027<\/strong>\uff1a\u53ef\u4ee5\u6ee1\u8db3\u4e0d\u540c\u7c7b\u578b\u7684\u67e5\u8be2\u9700\u6c42\uff0c\u4ece\u5177\u4f53\u4e8b\u5b9e\u6838\u67e5\u5230\u5f00\u653e\u5f0f\u8de8\u6587\u6863\u63a2\u7d22\u3002<\/li>\n
          5. \u51cf\u5c11\u6a21\u578b\u5e7b\u89c9\u73b0\u8c61<\/strong>\uff1a\u591a\u667a\u80fd\u4f53\u67b6\u6784\u6709\u52a9\u4e8e\u901a\u8fc7\u591a\u6e90\u4fe1\u606f\u9a8c\u8bc1\uff0c\u589e\u5f3aLLM\u7684\u771f\u5b9e\u6027\u4e0e\u51c6\u786e\u6027\u3002<\/li>\n<\/ol>\n

            \u7ed3\u8bba<\/h3>\n

            \u591a\u6587\u6863\u667a\u80fd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Multi-Document Agentic RAG\uff09<\/strong>\u00a0\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\u9886\u57df\u7684\u4e00\u9879\u91cd\u5927\u8fdb\u6b65\u3002\u5b83\u901a\u8fc7\u7ed3\u5408\u667a\u80fd\u4f53\u65b9\u6cd5\u4e0e\u4f20\u7edfRAG\u6280\u672f\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u5177\u7ec6\u8282\u6027\u3001\u66f4\u5177\u4e0a\u4e0b\u6587\u5173\u8054\u6027\u4e14\u53ef\u6269\u5c55\u7684\u4fe1\u606f\u68c0\u7d22\u4e0e\u751f\u6210\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u65b9\u6cd5\u4e3a\u6784\u5efa\u66f4\u667a\u80fd\u3001\u54cd\u5e94\u66f4\u8fc5\u901f\u7684AI\u7cfb\u7edf\u63d0\u4f9b\u4e86\u65b0\u53ef\u80fd\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u590d\u6742\u3001\u591a\u6e90\u4fe1\u606f\u67e5\u8be2\u65b9\u9762\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

              \u5f15\u8a00 \u57fa\u4e8e\u667a\u80fd\u4f53\u65b9\u6cd5\u63d0\u5347\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u80fd\u529b\u3002\u591a\u6587\u6863\u667a\u80fd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Multi-Document Agentic RAG, Retrieval Augmented Generation\uff09\u662f\u4e00\u79cd\u5148\u8fdb\u7684\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u65b9\u6cd5\uff0c\u7ed3\u5408\u4e86\u591a\u6587…<\/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-14959","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/14959","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=14959"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/14959\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=14959"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=14959"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=14959"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}