{"id":15908,"date":"2024-12-18T21:05:35","date_gmt":"2024-12-18T13:05:35","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=15908"},"modified":"2025-07-14T07:17:51","modified_gmt":"2025-07-13T23:17:51","slug":"r2r","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/r2r\/","title":{"rendered":"R2R\uff1a\u591a\u6a21\u6001\u5185\u5bb9\u89e3\u6790\u5e76\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u4e0e\u6df7\u5408\u641c\u7d22\u7684\u5148\u8fdbAI\u68c0\u7d22\uff08RAG\uff09\u7cfb\u7edf"},"content":{"rendered":"

R2R\uff08RAG to Riches\uff09\u662f\u4e00\u4e2a\u5148\u8fdb\u7684AI\u68c0\u7d22\u7cfb\u7edf\uff0c\u652f\u6301\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u529f\u80fd\uff0c\u5177\u5907\u751f\u4ea7\u5c31\u7eea\u7684\u7279\u6027\u3002\u8be5\u7cfb\u7edf\u57fa\u4e8e\u5bb9\u5668\u5316\u7684RESTful API\u6784\u5efa\uff0c\u63d0\u4f9b\u591a\u6a21\u6001\u5185\u5bb9\u89e3\u6790\u3001\u6df7\u5408\u641c\u7d22\u529f\u80fd\u3001\u53ef\u914d\u7f6e\u7684GraphRAG\u4ee5\u53ca\u5168\u9762\u7684\u7528\u6237\u548c\u6587\u6863\u7ba1\u7406\u529f\u80fd\u3002R2R\u80fd\u591f\u89e3\u6790\u591a\u79cd\u683c\u5f0f\u7684\u5185\u5bb9\uff0c\u5982\u6587\u672c\u3001PDF\u3001JSON\u3001\u56fe\u7247\u548c\u97f3\u9891\u6587\u4ef6\uff0c\u5e76\u7ed3\u5408\u8bed\u4e49\u548c\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u5b9e\u73b0\u66f4\u9ad8\u7684\u76f8\u5173\u6027\u68c0\u7d22\u3002\u6b64\u5916\uff0cR2R\u8fd8\u652f\u6301\u81ea\u52a8\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u5e76\u901a\u8fc7GraphRAG\u8fdb\u884c\u805a\u7c7b\u548c\u603b\u7ed3\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u6d1e\u5bdf\u3002<\/p>\n

\"R2R\uff1a\u591a\u6a21\u6001\u5185\u5bb9\u89e3\u6790\u5e76\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u4e0e\u6df7\u5408\u641c\u7d22\u7684\u5148\u8fdbAI\u68c0\u7d22\uff08RAG\uff09\u7cfb\u7edf-1\"

\u4e00\u4e2a\u5f00\u6e90\u7684React+Next.js\u7ba1\u7406\u4eea\u8868\u76d8\uff0c\u901a\u8fc7GUI\u4e0eR2R\u8fdb\u884c\u4ea4\u4e92\u3002<\/p><\/div>\n

 <\/p>\n

\"R2R\uff1a\u591a\u6a21\u6001\u5185\u5bb9\u89e3\u6790\u5e76\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u4e0e\u6df7\u5408\u641c\u7d22\u7684\u5148\u8fdbAI\u68c0\u7d22\uff08RAG\uff09\u7cfb\u7edf-1\"

\u81ea\u52a8\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u3002<\/p><\/div>\n

 <\/p>\n

\u529f\u80fd\u5217\u8868<\/h2>\n
    \n
  • \u591a\u6a21\u6001\u5185\u5bb9\u89e3\u6790<\/strong>\uff1a\u652f\u6301\u89e3\u6790\u6587\u672c\u3001PDF\u3001JSON\u3001\u56fe\u7247\u3001\u97f3\u9891\u7b49\u591a\u79cd\u683c\u5f0f\u7684\u5185\u5bb9\u3002<\/li>\n
  • \u6df7\u5408\u641c\u7d22<\/strong>\uff1a\u7ed3\u5408\u8bed\u4e49\u548c\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u901a\u8fc7\u4e92\u60e0\u6392\u540d\u878d\u5408\u63d0\u9ad8\u68c0\u7d22\u76f8\u5173\u6027\u3002<\/li>\n
  • \u77e5\u8bc6\u56fe\u8c31<\/strong>\uff1a\u81ea\u52a8\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u3002<\/li>\n
  • GraphRAG<\/strong>\uff1a\u5bf9\u521b\u5efa\u7684\u56fe\u8fdb\u884c\u805a\u7c7b\u548c\u603b\u7ed3\uff0c\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u6d1e\u5bdf\u3002<\/li>\n
  • \u7528\u6237\u7ba1\u7406<\/strong>\uff1a\u9ad8\u6548\u7ba1\u7406\u6587\u6863\u548c\u7528\u6237\u89d2\u8272\u3002<\/li>\n
  • \u53ef\u89c2\u5bdf\u6027<\/strong>\uff1a\u76d1\u63a7\u548c\u5206\u6790RAG\u5f15\u64ce\u6027\u80fd\u3002<\/li>\n
  • \u914d\u7f6e\u7ba1\u7406<\/strong>\uff1a\u4f7f\u7528\u76f4\u89c2\u7684\u914d\u7f6e\u6587\u4ef6\u8bbe\u7f6e\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n
  • \u4eea\u8868\u677f<\/strong>\uff1a\u57fa\u4e8eReact\u548cNext.js\u7684\u5f00\u6e90\u7ba1\u7406\u4eea\u8868\u677f\uff0c\u901a\u8fc7GUI\u4e0eR2R\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n

     <\/p>\n

    \ud83d\udcca GraphRAG\uff1a<\/h3>\n

    GraphRAG \u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u793e\u533a\u68c0\u6d4b\u548c\u6458\u8981\u529f\u80fd\u6269\u5c55\u4e86\u4f20\u7edf\u7684 RAG\u3002\u901a\u8fc7\u4e86\u89e3\u4fe1\u606f\u5728\u6587\u6863\u4e2d\u7684\u805a\u96c6\u548c\u8fde\u63a5\u65b9\u5f0f\uff0c\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u80cc\u666f\u4fe1\u606f\u548c\u66f4\u5168\u9762\u7684\u7b54\u6848\u3002<\/p>\n

    \"R2R\uff1a\u591a\u6a21\u6001\u5185\u5bb9\u89e3\u6790\u5e76\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u4e0e\u6df7\u5408\u641c\u7d22\u7684\u5148\u8fdbAI\u68c0\u7d22\uff08RAG\uff09\u7cfb\u7edf-1\"<\/p>\n

     <\/p>\n

    \u4f7f\u7528\u5e2e\u52a9<\/h2>\n

    \u5b89\u88c5\u6d41\u7a0b<\/h3>\n

    R2R\u53ef\u4ee5\u901a\u8fc7Docker\u6216pip\u5feb\u901f\u5b89\u88c5\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n

    \u4f7f\u7528pip\u5b89\u88c5<\/h4>\n
      \n
    1. \u5b89\u88c5R2R\u6838\u5fc3\u5305\uff1a<\/li>\n<\/ol>\n
         pip install r2r\r\n<\/code><\/pre>\n
        \n
      1. \u914d\u7f6e\u73af\u5883\u53d8\u91cf\uff1a<\/li>\n<\/ol>\n
           export OPENAI_API_KEY=sk-...\r\nexport POSTGRES...\r\n<\/code><\/pre>\n
          \n
        1. \u5b89\u88c5\u5b8c\u6574\u7684R2R\u6838\u5fc3\u548c\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n
             pip install 'r2r[core,ingestion-bundle]'\r\nr2r --config-name=default serve\r\n<\/code><\/pre>\n
          \u4f7f\u7528Docker\u5b89\u88c5<\/h4>\n
            \n
          1. \u914d\u7f6e\u73af\u5883\u53d8\u91cf\uff1a<\/li>\n<\/ol>\n
               export OPENAI_API_KEY=sk-...\r\n<\/code><\/pre>\n
              \n
            1. \u542f\u52a8R2R\u53ca\u5176\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n
                 r2r serve --docker --full\r\n<\/code><\/pre>\n
              \u529f\u80fd\u64cd\u4f5c\u6307\u5357<\/h3>\n
              \u591a\u6a21\u6001\u5185\u5bb9\u89e3\u6790<\/h4>\n
              R2R\u652f\u6301\u89e3\u6790\u591a\u79cd\u683c\u5f0f\u7684\u5185\u5bb9\uff0c\u5305\u62ec\u6587\u672c\u3001PDF\u3001JSON\u3001\u56fe\u7247\u548c\u97f3\u9891\u6587\u4ef6\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7API\u4e0a\u4f20\u8fd9\u4e9b\u6587\u4ef6\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u89e3\u6790\u5e76\u63d0\u53d6\u6709\u7528\u7684\u4fe1\u606f\u3002<\/p>\n
              \u6df7\u5408\u641c\u7d22<\/h4>\n
              R2R\u7ed3\u5408\u8bed\u4e49\u548c\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u901a\u8fc7\u4e92\u60e0\u6392\u540d\u878d\u5408\u63d0\u9ad8\u68c0\u7d22\u76f8\u5173\u6027\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7API\u63d0\u4ea4\u67e5\u8be2\uff0c\u7cfb\u7edf\u4f1a\u8fd4\u56de\u6700\u76f8\u5173\u7684\u7ed3\u679c\u3002<\/p>\n
              \u77e5\u8bc6\u56fe\u8c31<\/h4>\n
              R2R\u80fd\u591f\u81ea\u52a8\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7API\u67e5\u770b\u548c\u7ba1\u7406\u8fd9\u4e9b\u77e5\u8bc6\u56fe\u8c31\uff0c\u83b7\u53d6\u66f4\u6df1\u5165\u7684\u6d1e\u5bdf\u3002<\/p>\n
              GraphRAG<\/h4>\n
              GraphRAG\u529f\u80fd\u5141\u8bb8\u7528\u6237\u5bf9\u521b\u5efa\u7684\u56fe\u8fdb\u884c\u805a\u7c7b\u548c\u603b\u7ed3\uff0c\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u6d1e\u5bdf\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7API\u914d\u7f6e\u548c\u4f7f\u7528GraphRAG\u529f\u80fd\u3002<\/p>\n
              \u7528\u6237\u7ba1\u7406<\/h4>\n
              R2R\u63d0\u4f9b\u5168\u9762\u7684\u7528\u6237\u548c\u6587\u6863\u7ba1\u7406\u529f\u80fd\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4eea\u8868\u677f\u6216API\u7ba1\u7406\u6587\u6863\u548c\u7528\u6237\u89d2\u8272\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u9ad8\u6548\u8fd0\u884c\u3002<\/p>\n
              \u53ef\u89c2\u5bdf\u6027<\/h4>\n
              R2R\u63d0\u4f9b\u76d1\u63a7\u548c\u5206\u6790RAG\u5f15\u64ce\u6027\u80fd\u7684\u5de5\u5177\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4eea\u8868\u677f\u67e5\u770b\u7cfb\u7edf\u6027\u80fd\u6307\u6807\uff0c\u53ca\u65f6\u53d1\u73b0\u548c\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n
              \u914d\u7f6e\u7ba1\u7406<\/h4>\n
              R2R\u4f7f\u7528\u76f4\u89c2\u7684\u914d\u7f6e\u6587\u4ef6\u8fdb\u884c\u8bbe\u7f6e\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u8981\u4fee\u6539\u914d\u7f6e\u6587\u4ef6\uff0c\u8c03\u6574\u7cfb\u7edf\u7684\u5404\u9879\u53c2\u6570\u3002<\/p>\n
              \u4eea\u8868\u677f<\/h4>\n
              R2R\u63d0\u4f9b\u57fa\u4e8eReact\u548cNext.js\u7684\u5f00\u6e90\u7ba1\u7406\u4eea\u8868\u677f\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7GUI\u4e0eR2R\u4ea4\u4e92\uff0c\u7ba1\u7406\u548c\u76d1\u63a7\u7cfb\u7edf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
              R2R\uff08RAG to Riches\uff09\u662f\u4e00\u4e2a\u5148\u8fdb\u7684AI\u68c0\u7d22\u7cfb\u7edf\uff0c\u652f\u6301\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u529f\u80fd\uff0c\u5177\u5907\u751f\u4ea7\u5c31\u7eea\u7684\u7279\u6027\u3002\u8be5\u7cfb\u7edf\u57fa\u4e8e\u5bb9\u5668\u5316\u7684RESTful API\u6784\u5efa\uff0c\u63d0\u4f9b\u591a\u6a21\u6001\u5185\u5bb9\u89e3\u6790\u3001\u6df7\u5408\u641c\u7d22\u529f\u80fd\u3001\u53ef\u914d\u7f6e\u7684GraphRAG\u4ee5\u53ca\u5168\u9762\u7684\u7528\u6237\u548c\u6587\u6863\u7ba1…<\/p>\n","protected":false},"author":1,"featured_media":61456,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,260,243],"class_list":["post-15908","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-rag-project","tag-aikaiyuanxiangmu","tag-zhishitupu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/15908","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=15908"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/15908\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61456"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=15908"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=15908"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=15908"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}