{"id":14956,"date":"2024-11-22T19:33:49","date_gmt":"2024-11-22T11:33:49","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14956"},"modified":"2024-12-08T19:58:36","modified_gmt":"2024-12-08T11:58:36","slug":"aigongchengxueyuan21-8","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/aigongchengxueyuan21-8\/","title":{"rendered":"AI\u5de5\u7a0b\u5b66\u9662\uff1a2.16GraphRAG\uff08\u57fa\u4e8e\u56fe\u7ed3\u6784\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u65b9\u6cd5\uff09"},"content":{"rendered":"

\"\"<\/p>\n

 <\/p>\n

\u5f15\u8a00<\/h2>\n

GraphRAG\uff08\u57fa\u4e8e\u56fe\u7ed3\u6784\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u662f\u4e00\u79cd\u5148\u8fdb\u7684\u68c0\u7d22\u4e0e\u751f\u6210\u65b9\u6cd5\u3002\u5b83\u7ed3\u5408\u4e86\u56fe\u6570\u636e\u7ed3\u6784\u7684\u4f18\u52bf\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u80fd\u529b\uff0c\u514b\u670d\u4e86\u4f20\u7edf RAG<\/a> \u7cfb\u7edf\u7684\u4e00\u4e9b\u9650\u5236\u3002<\/p>\n

https:\/\/github.com\/adithya-s-k\/AI-Engineering.academy\/tree\/main\/RAG\/11_Graph_RAG<\/p>\n

 <\/p>\n

\u52a8\u673a<\/h3>\n

\u867d\u7136\u4f20\u7edf\u7684 RAG \u7cfb\u7edf\u5728\u9488\u5bf9\u67e5\u8be2\u8fdb\u884c\u68c0\u7d22\u65f6\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u5728\u4ee5\u4e0b\u573a\u666f\u4e2d\u5b58\u5728\u56f0\u96be\uff1a<\/p>\n

    \n
  1. \u7406\u89e3\u4e0d\u540c\u4fe1\u606f\u7247\u6bb5\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002<\/li>\n
  2. \u5904\u7406\u9700\u8981\u5e7f\u6cdb\u4e0a\u4e0b\u6587\u6216\u4e3b\u9898\u7406\u89e3\u7684\u67e5\u8be2\u3002<\/li>\n
  3. \u9ad8\u6548\u5904\u7406\u5e76\u68c0\u7d22\u6765\u81ea\u5927\u578b\u3001\u591a\u6837\u5316\u6570\u636e\u96c6\u7684\u4fe1\u606f\u3002<\/li>\n<\/ol>\n

    GraphRAG \u901a\u8fc7\u4f7f\u7528\u56fe\u7ed3\u6784\u6765\u8868\u793a\u548c\u5bfc\u822a\u4fe1\u606f\uff0c\u63d0\u4f9b\u4e86\u66f4\u5177\u4e0a\u4e0b\u6587\u610f\u8bc6\u7684\u54cd\u5e94\u3002<\/p>\n

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

    \u6587\u6863\u9884\u5904\u7406\u548c\u5411\u91cf\u5b58\u50a8\u521b\u5efa<\/h4>\n
      \n
    1. \u6587\u6863\u6444\u53d6<\/strong>\uff1a\u5c06\u6e90\u6587\u6863\u5904\u7406\u5e76\u5206\u6210\u5c0f\u5757\u3002<\/li>\n
    2. \u5b9e\u4f53\u4e0e\u5173\u7cfb\u63d0\u53d6<\/strong>\uff1a\u5206\u6790\u6bcf\u4e2a\u6587\u6863\u5757\uff0c\u63d0\u53d6\u5b9e\u4f53\u53ca\u5176\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/li>\n
    3. \u5143\u7d20\u6458\u8981\u5316<\/strong>\uff1a\u5c06\u63d0\u53d6\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u603b\u7ed3\u6210\u63cf\u8ff0\u6587\u672c\u5757\u3002<\/li>\n
    4. \u56fe\u7ed3\u6784\u6784\u5efa<\/strong>\uff1a\u4ee5\u5b9e\u4f53\u4e3a\u8282\u70b9\uff0c\u4ee5\u5173\u7cfb\u4e3a\u8fb9\u521b\u5efa\u56fe\u7ed3\u6784\u3002<\/li>\n
    5. \u793e\u533a\u68c0\u6d4b<\/strong>\uff1a\u4f7f\u7528\u5982\u5c42\u7ea7 Leiden \u7b49\u7b97\u6cd5\u5bf9\u56fe\u8fdb\u884c\u5206\u7ec4\u3002<\/li>\n
    6. \u793e\u533a\u6458\u8981\u5316<\/strong>\uff1a\u5bf9\u6bcf\u4e2a\u793e\u533a\u751f\u6210\u6458\u8981\uff0c\u4ee5\u63d0\u53d6\u5176\u6838\u5fc3\u5185\u5bb9\u3002<\/li>\n
    7. \u5d4c\u5165\u5411\u91cf\u751f\u6210<\/strong>\uff1a\u4e3a\u6587\u6863\u5757\u3001\u5b9e\u4f53\u3001\u5173\u7cfb\u548c\u793e\u533a\u6458\u8981\u751f\u6210\u5d4c\u5165\u5411\u91cf\u3002<\/li>\n
    8. \u5411\u91cf\u5b58\u50a8<\/strong>\uff1a\u5c06\u8fd9\u4e9b\u5d4c\u5165\u5411\u91cf\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u68c0\u7d22\u3002<\/li>\n<\/ol>\n

      \u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5de5\u4f5c\u6d41\u7a0b<\/h4>\n
        \n
      1. \u5206\u6790\u7528\u6237\u67e5\u8be2\u4ee5\u8bc6\u522b\u5173\u952e\u5b9e\u4f53\u548c\u4e3b\u9898\u3002<\/li>\n
      2. \u591a\u5c42\u6b21\u68c0\u7d22<\/strong>\uff1a\n
          \n
        • \u68c0\u7d22\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u793e\u533a\u3002<\/li>\n
        • \u5728\u8fd9\u4e9b\u793e\u533a\u4e2d\uff0c\u8fdb\u4e00\u6b65\u68c0\u7d22\u5177\u4f53\u7684\u6587\u6863\u5757\u3001\u5b9e\u4f53\u548c\u5173\u7cfb\u3002<\/li>\n<\/ul>\n<\/li>\n
        • \u6574\u5408\u68c0\u7d22\u4fe1\u606f\uff0c\u5f62\u6210\u4e00\u81f4\u7684\u4e0a\u4e0b\u6587\u3002<\/li>\n
        • \u4f7f\u7528 LLM \u751f\u6210\u6700\u7ec8\u7684\u56de\u7b54\u3002<\/li>\n
        • \u5982\u679c\u9700\u8981\uff0c\u8fdb\u884c\u8fed\u4ee3\u68c0\u7d22\u4e0e\u751f\u6210\uff0c\u4ee5\u4f18\u5316\u6700\u7ec8\u7ed3\u679c\u3002<\/li>\n<\/ol>\n

          GraphRAG \u7684\u6838\u5fc3\u7279\u6027<\/h3>\n
            \n
          1. \u5c42\u7ea7\u4fe1\u606f\u8868\u793a<\/strong>\uff1a\u652f\u6301\u4e0d\u540c\u7c92\u5ea6\u7684\u4fe1\u606f\u68c0\u7d22\u3002<\/li>\n
          2. \u5173\u7cfb\u4e0a\u4e0b\u6587\u7406\u89e3<\/strong>\uff1a\u6709\u6548\u5730\u5229\u7528\u4fe1\u606f\u95f4\u7684\u5173\u8054\u6027\u3002<\/li>\n
          3. \u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u57fa\u4e8e\u793e\u533a\u7ec4\u7ec7\u7684\u65b9\u5f0f\uff0c\u80fd\u591f\u9ad8\u6548\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u3002<\/li>\n
          4. \u7075\u6d3b\u7684\u67e5\u8be2\u652f\u6301<\/strong>\uff1a\u4ece\u7279\u5b9a\u4e8b\u5b9e\u67e5\u8be2\u5230\u5e7f\u6cdb\u4e3b\u9898\u67e5\u8be2\u5747\u80fd\u6709\u6548\u652f\u6301\u3002<\/li>\n
          5. \u53ef\u89e3\u91ca\u6027\u68c0\u7d22<\/strong>\uff1a\u56fe\u7ed3\u6784\u76f4\u89c2\u5c55\u793a\u4fe1\u606f\u68c0\u7d22\u8def\u5f84\u3002<\/li>\n<\/ol>\n

            \u672c\u65b9\u6cd5\u7684\u4f18\u52bf<\/h3>\n
              \n
            1. \u6539\u5584\u4e0a\u4e0b\u6587\u7406\u89e3\uff1aGraphRAG \u53ef\u4ee5\u63d0\u4f9b\u66f4\u5177\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u7b54\u6848\u3002<\/li>\n
            2. \u63d0\u5347\u4e3b\u9898\u8ba4\u77e5\u80fd\u529b\uff1a\u793e\u533a\u5206\u7ec4\u4fbf\u4e8e\u7406\u89e3\u5e7f\u6cdb\u4e3b\u9898\u76f8\u5173\u7684\u67e5\u8be2\u3002<\/li>\n
            3. \u964d\u4f4e\u5e7b\u89c9\u6982\u7387\uff1a\u7ed3\u6784\u5316\u7684\u68c0\u7d22\u673a\u5236\u51cf\u5c11 LLM \u56de\u7b54\u504f\u5dee\u3002<\/li>\n
            4. \u53ef\u6269\u5c55\u6027\uff1a\u76f8\u6bd4\u4f20\u7edf\u65b9\u6cd5\uff0cGraphRAG \u66f4\u9002\u5408\u5927\u578b\u591a\u6837\u5316\u6570\u636e\u96c6\u3002<\/li>\n
            5. \u7075\u6d3b\u6027\uff1a\u9002\u7528\u4e8e\u591a\u7c7b\u578b\u67e5\u8be2\uff0c\u4ece\u4e8b\u5b9e\u6838\u5230\u4e3b\u9898\u6316\u6398\u3002<\/li>\n<\/ol>\n

              \u7ed3\u8bba<\/h3>\n

              GraphRAG \u901a\u8fc7\u5f15\u5165\u57fa\u4e8e\u56fe\u7684\u68c0\u7d22\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u667a\u80fd\u3001\u66f4\u9ad8\u6548\u4e14\u66f4\u5177\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u79cd\u65b9\u6cd5\u62d3\u5c55\u4e86\u6784\u5efa\u667a\u80fd AI \u7cfb\u7edf\u7684\u53ef\u80fd\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                \u5f15\u8a00 GraphRAG\uff08\u57fa\u4e8e\u56fe\u7ed3\u6784\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u662f\u4e00\u79cd\u5148\u8fdb\u7684\u68c0\u7d22\u4e0e\u751f\u6210\u65b9\u6cd5\u3002\u5b83\u7ed3\u5408\u4e86\u56fe\u6570\u636e\u7ed3\u6784\u7684\u4f18\u52bf\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u80fd\u529b\uff0c\u514b\u670d\u4e86\u4f20\u7edf RAG \u7cfb\u7edf\u7684\u4e00\u4e9b\u9650\u5236\u3002 https:\/\/github.com\/adithya-s…<\/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":[260],"class_list":["post-14956","post","type-post","status-publish","format-standard","hentry","category-knowledge","tag-zhishitupu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14956","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=14956"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14956\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=14956"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=14956"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=14956"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}