{"id":78816,"date":"2026-02-28T09:43:54","date_gmt":"2026-02-28T01:43:54","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/78816.html"},"modified":"2026-02-28T09:43:54","modified_gmt":"2026-02-28T01:43:54","slug":"graphrag%ef%bc%9a%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9c%a8%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e4%b8%ad%e7%b2%be%e5%87%86%e5%af%bc%e8%88%aa","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/78816.html","title":{"rendered":"GraphRAG\uff1a\u8ba9\u5927\u6a21\u578b\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7cbe\u51c6\u5bfc\u822a"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%E7%AC%AC%E4%B8%80%E9%83%A8%E5%88%86%EF%BC%9AGraphRAG%20%E5%9F%BA%E7%A1%80%E8%AE%A4%E7%9F%A5-toc\" style=\"margin-left:0px\">\u7b2c\u4e00\u90e8\u5206&#xff1a;GraphRAG \u57fa\u7840\u8ba4\u77e5<\/p>\n<p id=\"1.1%20%E4%BB%80%E4%B9%88%E6%98%AF%20GraphRAG%EF%BC%9F-toc\" style=\"margin-left:40px\">1.1 \u4ec0\u4e48\u662f GraphRAG&#xff1f;<\/p>\n<p id=\"1.2%20GraphRAG%20vs%20%E4%BC%A0%E7%BB%9F%20RAG%EF%BC%9A%E5%85%B3%E9%94%AE%E5%B7%AE%E5%BC%82%E5%AF%B9%E6%AF%94-toc\" style=\"margin-left:40px\">1.2 GraphRAG vs \u4f20\u7edf RAG&#xff1a;\u5173\u952e\u5dee\u5f02\u5bf9\u6bd4<\/p>\n<p id=\"1.3%20Microsoft%20GraphRAG%20%E6%A0%B8%E5%BF%83%E4%BC%98%E5%8A%BF-toc\" style=\"margin-left:40px\">1.3 Microsoft GraphRAG \u6838\u5fc3\u4f18\u52bf<\/p>\n<p id=\"%E7%AC%AC%E4%BA%8C%E9%83%A8%E5%88%86%EF%BC%9AGraphRAG%20%E6%A0%B8%E5%BF%83%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86-toc\" style=\"margin-left:0px\">\u7b2c\u4e8c\u90e8\u5206&#xff1a;GraphRAG \u6838\u5fc3\u6280\u672f\u539f\u7406<\/p>\n<p id=\"2.1%20GraphRAG%20%E6%95%B4%E4%BD%93%E6%9E%B6%E6%9E%84%E6%8B%86%E8%A7%A3-toc\" style=\"margin-left:40px\">2.1 GraphRAG \u6574\u4f53\u67b6\u6784\u62c6\u89e3<\/p>\n<p id=\"2.2%C2%A0Microsoft%20GraphRAG%20%E6%8A%80%E6%9C%AF%E7%89%B9%E6%80%A7%E6%B7%B1%E5%8C%96-toc\" style=\"margin-left:40px\">2.2\u00a0Microsoft GraphRAG \u6280\u672f\u7279\u6027\u6df1\u5316<\/p>\n<p id=\"%E7%AC%AC%E4%B8%89%E9%83%A8%E5%88%86%EF%BC%9AMicrosoft%20GraphRAG%20%E5%85%A5%E9%97%A8-toc\" style=\"margin-left:0px\">\u7b2c\u4e09\u90e8\u5206&#xff1a;Microsoft GraphRAG \u5165\u95e8<\/p>\n<p id=\"3.1%20%E6%9C%AC%E5%9C%B0%E5%AE%89%E8%A3%85%20GraphRAG%EF%BC%88%E7%8E%AF%E5%A2%83%E5%87%86%E5%A4%87%EF%BC%89-toc\" style=\"margin-left:40px\">3.1 \u672c\u5730\u5b89\u88c5 GraphRAG&#xff08;\u73af\u5883\u51c6\u5907&#xff09;<\/p>\n<p id=\"3.2%20%E5%88%9D%E5%A7%8B%E5%8C%96%E9%85%8D%E7%BD%AE%EF%BC%88%E9%A1%B9%E7%9B%AE%E6%90%AD%E5%BB%BA%EF%BC%89-toc\" style=\"margin-left:40px\">3.2 \u521d\u59cb\u5316\u914d\u7f6e&#xff08;\u9879\u76ee\u642d\u5efa&#xff09;<\/p>\n<p id=\"3.3%20%E6%A0%B8%E5%BF%83%E9%85%8D%E7%BD%AE%E4%BF%AE%E6%94%B9-toc\" style=\"margin-left:40px\">3.3 \u6838\u5fc3\u914d\u7f6e\u4fee\u6539<\/p>\n<p id=\"3.4%C2%A0%E6%89%A7%E8%A1%8C%E7%B4%A2%E5%BC%95%E6%9E%84%E5%BB%BA-toc\" style=\"margin-left:40px\">3.4\u00a0\u6267\u884c\u7d22\u5f15\u6784\u5efa<\/p>\n<p id=\"3.5%C2%A0%E6%BA%90%E7%A0%81%E5%AE%89%E8%A3%85%E5%8F%8A%E6%9E%84%E5%BB%BA%E7%B4%A2%E5%BC%95-toc\" style=\"margin-left:40px\">3.5\u00a0\u6e90\u7801\u5b89\u88c5\u53ca\u6784\u5efa\u7d22\u5f15<\/p>\n<p id=\"%E7%AC%AC%E5%9B%9B%E9%83%A8%E5%88%86%EF%BC%9AGraphRAG%20%E6%8A%80%E6%9C%AF%E6%BC%94%E8%BF%9B%E4%B8%8E%E5%B1%95%E6%9C%9B-toc\" style=\"margin-left:0px\">\u7b2c\u56db\u90e8\u5206&#xff1a;GraphRAG \u6280\u672f\u6f14\u8fdb\u4e0e\u5c55\u671b<\/p>\n<p id=\"4.1%20%E6%8A%80%E6%9C%AF%E5%B1%80%E9%99%90%E4%B8%8E%E6%A0%B8%E5%BF%83%E6%8C%91%E6%88%98-toc\" style=\"margin-left:40px\">4.1 \u6280\u672f\u5c40\u9650\u4e0e\u6838\u5fc3\u6311\u6218<\/p>\n<p id=\"4.2%20%E6%9C%AA%E6%9D%A5%E6%A0%B8%E5%BF%83%E5%8F%91%E5%B1%95%E6%96%B9%E5%90%91-toc\" style=\"margin-left:40px\">4.2 \u672a\u6765\u6838\u5fc3\u53d1\u5c55\u65b9\u5411<\/p>\n<p id=\"%E7%BB%93%E8%AF%AD%EF%BC%9A%E6%8A%80%E6%9C%AF%E8%90%BD%E5%9C%B0%E4%B8%8E%E4%BB%B7%E5%80%BC%E6%A0%B8%E5%BF%83-toc\" style=\"margin-left:0px\">\u7ed3\u8bed&#xff1a;\u6280\u672f\u843d\u5730\u4e0e\u4ef7\u503c\u6838\u5fc3<\/p>\n<hr \/>\n<h2>\u524d\u8a00&#xff1a;\u4e3a\u4ec0\u4e48 GraphRAG \u662f\u4e0b\u4e00\u4ee3\u667a\u80fd\u68c0\u7d22\u7684\u6838\u5fc3&#xff1f;\u200b<\/h2>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5728\u5927\u6a21\u578b\u5e94\u7528\u843d\u5730\u8fc7\u7a0b\u4e2d&#xff0c;RAG \u5df2\u6210\u4e3a\u89e3\u51b3\u5982\u4f55\u4e0e\u79c1\u57df\u6570\u636e\u4ea4\u4e92\u7684\u6838\u5fc3\u65b9\u6848&#xff0c;\u4f46\u4f20\u7edfRAG\u9762\u4e34\u4e09\u5927\u6838\u5fc3\u5c40\u9650&#xff1a;<\/p>\n<li>\n<p>\u4fe1\u606f\u788e\u7247\u5316 \u5206\u5757\u5272\u88c2\u539f\u6587\u903b\u8f91&#xff0c;\u5f62\u6210\u201c\u4fe1\u606f\u5b64\u5c9b\u201d&#xff0c;\u65e0\u6cd5\u4fdd\u6301\u77e5\u8bc6\u7684\u6574\u4f53\u5173\u8054\u3002<\/p>\n<\/li>\n<li>\n<p>\u591a\u8df3\u63a8\u7406\u80fd\u529b\u5f31 \u96be\u4ee5\u4e32\u8054\u5206\u6563\u5728\u591a\u5904\u7684\u77e5\u8bc6\u70b9&#xff0c;\u5bf9\u9700\u8981\u591a\u6b65\u903b\u8f91\u63a8\u7406\u7684\u590d\u6742\u67e5\u8be2\u51c6\u786e\u7387\u4f4e\u3002<\/p>\n<\/li>\n<li>\n<p>\u7f3a\u4e4f\u5168\u5c40\u89c6\u89d2 \u4ec5\u4f9d\u8d56\u5c40\u90e8\u6587\u672c\u5339\u914d&#xff0c;\u65e0\u6cd5\u6d1e\u5bdf\u6587\u6863\u96c6\u7684\u6574\u4f53\u7ed3\u6784\u3001\u8d8b\u52bf\u4e0e\u6df1\u5c42\u6a21\u5f0f\u3002<\/p>\n<\/li>\n<p>GraphRAG\u7684\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\u878d\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u7ed3\u6784\u5316\u80fd\u529b\u4e0eRAG\u7684\u68c0\u7d22\u751f\u6210\u80fd\u529b&#xff0c;\u4ee5\u652f\u6301\u591a\u8df3\u63a8\u7406\u5e76\u589e\u5f3a\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0Microsoft GraphRAG\u4f5c\u4e3a\u4ee3\u8868\u6027\u65b9\u6848&#xff0c;\u5176\u6838\u5fc3\u4f18\u52bf\u6709\u4e09\u70b9&#xff1a;<\/p>\n<li>\n<p>\u81ea\u52a8\u5316\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<\/p>\n<\/li>\n<li>\n<p>\u5de5\u7a0b\u5316\u90e8\u7f72\u6d41\u7a0b<\/p>\n<\/li>\n<li>\n<p>\u53cc\u6a21\u5f0f\u67e5\u8be2\u5f15\u64ce<\/p>\n<\/li>\n<h2 id=\"%E7%AC%AC%E4%B8%80%E9%83%A8%E5%88%86%EF%BC%9AGraphRAG%20%E5%9F%BA%E7%A1%80%E8%AE%A4%E7%9F%A5\"><span style=\"color:#494949\">\u7b2c\u4e00\u90e8\u5206&#xff1a;GraphRAG \u57fa\u7840\u8ba4\u77e5<\/span><\/h2>\n<h3 id=\"1.1%20%E4%BB%80%E4%B9%88%E6%98%AF%20GraphRAG%EF%BC%9F\"><span style=\"color:#494949\">1.1 \u4ec0\u4e48\u662f GraphRAG&#xff1f;<\/span><\/h3>\n<p><span style=\"color:#494949\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0GraphRAG \u662f\u4e00\u79cd\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684RAG\u67b6\u6784\u3002\u5176\u6838\u5fc3\u662f\u5c06\u975e\u7ed3\u6784\u5316\u6587\u672c\u5148\u8f6c\u6362\u4e3a\u201c\u5b9e\u4f53-\u5173\u7cfb-\u5c5e\u6027\u201d\u7ed3\u6784\u5316\u56fe\u8c31&#xff0c;\u518d\u57fa\u4e8e\u56fe\u8c31\u7684\u903b\u8f91\u5173\u8054\u8fdb\u884c\u68c0\u7d22\u4e0e\u56de\u7b54\u3002<\/span><\/p>\n<p><span style=\"color:#494949\">\u4e09\u5927\u6838\u5fc3\u7279\u6027&#xff1a;<\/span><\/p>\n<li>\n<p><span style=\"color:#494949\">\u7ed3\u6784\u5316\u8868\u793a&#xff1a;\u5c06\u6587\u672c\u63d0\u70bc\u4e3a&#xff08;\u5b9e\u4f53&#xff0c;\u5173\u7cfb&#xff0c;\u5c5e\u6027&#xff09;\u4e09\u5143\u7ec4&#xff0c;\u663e\u5f0f\u5448\u73b0\u77e5\u8bc6\u7f51\u7edc\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"color:#494949\">\u52a8\u6001\u5b50\u56fe\u68c0\u7d22&#xff1a;\u9488\u5bf9\u67e5\u8be2&#xff0c;\u6309\u9700\u63d0\u53d6\u76f8\u5173\u5b9e\u4f53\u53ca\u5176\u5173\u8054\u8def\u5f84&#xff0c;\u7cbe\u51c6\u8fc7\u6ee4\u4fe1\u606f\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"color:#494949\">\u53ef\u89e3\u91ca\u6027\u589e\u5f3a&#xff1a;\u7b54\u6848\u53ef\u6eaf\u6e90\u81f3\u56fe\u8c31\u4e2d\u7684\u5177\u4f53\u5173\u7cfb&#xff0c;\u5b9e\u73b0\u900f\u660e\u63a8\u7406\u3002<\/span><\/p>\n<\/li>\n<p><span style=\"color:#494949\">\u5178\u578b\u5e94\u7528\u573a\u666f&#xff1a;<\/span><\/p>\n<ul>\n<li><span style=\"color:#494949\">\u957f\u6587\u6863\u95ee\u7b54&#xff1a;\u5904\u7406\u6570\u767e\u9875\u7684\u4f01\u4e1a\u5e74\u62a5\u3001\u6280\u672f\u624b\u518c&#xff0c;\u7cbe\u51c6\u56de\u7b54\u8de8\u7ae0\u8282\u5173\u8054\u95ee\u9898&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u77e5\u8bc6\u56fe\u8c31\u81ea\u52a8\u6784\u5efa&#xff1a;\u4ece\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u6279\u91cf\u62bd\u53d6\u5b9e\u4f53\u5173\u7cfb&#xff0c;\u5feb\u901f\u642d\u5efa\u9886\u57df\u56fe\u8c31&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u4f01\u4e1a\u6570\u636e\u6d1e\u5bdf&#xff1a;\u6574\u5408 CRM\u3001ERP \u7b49\u591a\u6e90\u6570\u636e&#xff0c;\u5206\u6790\u5ba2\u6237\u5173\u7cfb\u3001\u4e1a\u52a1\u6d41\u7a0b\u5173\u8054&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u667a\u80fd\u5ba2\u670d&#xff1a;\u7406\u89e3\u7528\u6237\u590d\u6742\u8bc9\u6c42&#xff08;\u5982 \u201c\u6211\u7684\u8ba2\u5355 A \u7684\u9000\u6b3e\u4f55\u65f6\u5230\u8d26&#xff0c;\u8be5\u8ba2\u5355\u5173\u8054\u7684\u4f18\u60e0\u5238\u80fd\u5426\u590d\u7528\u201d&#xff09;&#xff0c;\u63d0\u4f9b\u7cbe\u51c6\u89e3\u7b54\u3002<\/span><\/li>\n<\/ul>\n<h3 id=\"1.2%20GraphRAG%20vs%20%E4%BC%A0%E7%BB%9F%20RAG%EF%BC%9A%E5%85%B3%E9%94%AE%E5%B7%AE%E5%BC%82%E5%AF%B9%E6%AF%94\"><span style=\"color:#494949\">1.2 GraphRAG vs \u4f20\u7edf RAG&#xff1a;\u5173\u952e\u5dee\u5f02\u5bf9\u6bd4<\/span><\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u5982\u679c\u8bf4\u4f20\u7edfRAG\u662f\u5c55\u73b0\u5b64\u7acb\u5730\u6807\u7684\u5e73\u9762\u5730\u56fe&#xff0c;\u90a3\u4e48GraphRAG\u5c31\u662f\u63ed\u793a\u5176\u95f4\u6240\u6709\u8054\u7cfb\u901a\u9053\u7684\u7acb\u4f53\u6c99\u76d8\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"590\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260228014343-69a2484f3c9c8.png\" width=\"600\" \/><\/p>\n<h3 id=\"1.3%20Microsoft%20GraphRAG%20%E6%A0%B8%E5%BF%83%E4%BC%98%E5%8A%BF\"><span style=\"color:#494949\">1.3 Microsoft GraphRAG \u6838\u5fc3\u4f18\u52bf<\/span><\/h3>\n<p><span style=\"color:#494949\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Microsoft GraphRAG \u662f\u5fae\u8f6f\u5f00\u6e90\u7684 GraphRAG \u5b9e\u73b0&#xff08;<span style=\"color:#494949\">https:\/\/github.com\/microsoft\/graphrag<\/span>&#xff09;&#xff0c;\u76f8\u6bd4\u793e\u533a\u5176\u4ed6\u7248\u672c&#xff0c;\u5176\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5353\u8d8a\u7684\u5de5\u7a0b\u5316\u843d\u5730\u80fd\u529b&#xff0c;\u5177\u4f53\u4f53\u73b0\u4e3a&#xff1a;<\/span><\/p>\n<li>\n<p><span style=\"color:#494949\">\u81ea\u52a8\u5316\u6784\u5efa&#xff1a;\u5229\u7528LLM\u81ea\u52a8\u4ece\u6587\u6863\u4e2d\u62bd\u53d6\u5e76\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u65e0\u9700\u4eba\u5de5\u6807\u6ce8\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"color:#494949\">\u667a\u80fd\u7ec4\u7ec7&#xff1a;\u901a\u8fc7Leiden\u7b97\u6cd5\u5c06\u5b9e\u4f53\u805a\u7c7b\u4e3a\u5c42\u6b21\u5316\u793e\u533a&#xff0c;\u5b9e\u73b0\u201c\u5fae\u89c2\u2192\u5b8f\u89c2\u201d\u7684\u591a\u7c92\u5ea6\u77e5\u8bc6\u7ba1\u7406\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"color:#494949\">\u7075\u6d3b\u68c0\u7d22&#xff1a;\u63d0\u4f9b\u5c40\u90e8\u67e5\u8be2&#xff08;\u7cbe\u51c6\u4e8b\u5b9e&#xff09;\u4e0e\u5168\u5c40\u67e5\u8be2&#xff08;\u4e3b\u9898\u6d1e\u5bdf&#xff09;\u7684\u53cc\u6a21\u5f0f\u5f15\u64ce\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"color:#494949\">\u5f00\u7bb1\u5373\u7528&#xff1a;\u63d0\u4f9b\u5b8c\u6574\u7684CLI\u5de5\u5177\u94fe\u4e0eSDK&#xff0c;\u652f\u6301\u4ece\u6570\u636e\u5904\u7406\u5230\u751f\u4ea7\u90e8\u7f72\u7684\u5168\u6d41\u7a0b&#xff0c;\u5927\u5e45\u964d\u4f4e\u5e94\u7528\u95e8\u69db\u3002<\/span><\/p>\n<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"335\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260228014344-69a24850621c5.png\" width=\"609\" \/><\/p>\n<h2 id=\"%E7%AC%AC%E4%BA%8C%E9%83%A8%E5%88%86%EF%BC%9AGraphRAG%20%E6%A0%B8%E5%BF%83%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86\"><span style=\"color:#494949\">\u7b2c\u4e8c\u90e8\u5206&#xff1a;GraphRAG \u6838\u5fc3\u6280\u672f\u539f\u7406<\/span><\/h2>\n<h3 id=\"2.1%20GraphRAG%20%E6%95%B4%E4%BD%93%E6%9E%B6%E6%9E%84%E6%8B%86%E8%A7%A3\"><span style=\"color:#494949\">2.1 GraphRAG \u6574\u4f53\u67b6\u6784\u62c6\u89e3<\/span><\/h3>\n<p><span style=\"color:#494949\">GraphRAG\u7684\u6838\u5fc3\u67b6\u6784\u662f\u4e00\u4e2a\u5c06\u6587\u672c\u7ed3\u6784\u5316\u4e3a\u77e5\u8bc6&#xff0c;\u518d\u57fa\u4e8e\u77e5\u8bc6\u8fdb\u884c\u56de\u7b54\u7684\u53cc\u9636\u6bb5\u7cbe\u51c6\u6d41\u7a0b<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"392\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260228014347-69a24853e0f52.png\" width=\"616\" \/><\/p>\n<p>\u7d22\u5f15\u6784\u5efa&#xff1a;<span style=\"color:#494949\">\u5c06\u975e\u7ed3\u6784\u5316\u6587\u6863\u8f6c\u5316\u4e3a\u53ef\u8ba1\u7b97\u7684\u77e5\u8bc6\u7f51\u7edc<\/span><\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a01.\u00a0\u6587\u6863\u62c6\u5206&#xff1a;\u5c06\u6587\u6863\u62c6\u5206\u4e3a\u8bed\u4e49\u8fde\u8d2f\u7684\u6587\u672c\u5355\u5143<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a02.\u00a0\u56fe\u8c31\u62bd\u53d6&#xff1a;<span style=\"color:#494949\">\u7528LLM\u4ece\u6587\u672c\u4e2d\u63d0\u53d6&#xff08;\u5b9e\u4f53\u3001\u5173\u7cfb\u3001\u5c5e\u6027&#xff09;\u4e09\u5143\u7ec4<\/span><\/p>\n<p><span style=\"color:#494949\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a03.<\/span>\u00a0\u56fe\u8c31\u6784\u5efa\u4e0e\u793e\u533a\u53d1\u73b0&#xff1a;\u5c06\u4e09\u5143\u7ec4\u5f62\u6210\u521d\u59cb\u7684\u77e5\u8bc6\u56fe\u8c31&#xff0c;<span style=\"color:#494949\">\u7528Leiden\u7b97\u6cd5\u5c06\u5b9e\u4f53\u805a\u7c7b&#xff0c;\u5f62\u6210\u5c42\u6b21\u5316\u793e\u533a<\/span><\/p>\n<p><span style=\"color:#494949\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a04.\u00a0<\/span>\u6458\u8981\u4e0e\u5411\u91cf\u5316&#xff1a;\u4e3a\u6bcf\u4e2a\u793e\u533a\u751f\u6210\u6982\u62ec\u5176\u6838\u5fc3\u4e3b\u9898\u7684\u6587\u672c\u6458\u8981&#xff0c;\u5e76\u5c06\u5b9e\u4f53\u3001\u793e\u533a\u3001\u539f\u59cb\u6587\u672c\u5757\u7f16\u7801\u6210\u5411\u91cf&#xff0c;\u6784\u5efa\u5411\u91cf\u6df7\u5408\u7d22\u5f15<\/p>\n<p>\u67e5\u8be2\u5f15\u64ce&#xff1a;\u8bc6\u522b\u67e5\u8be2\u610f\u56fe&#xff0c;<span style=\"color:#494949\">\u5728\u77e5\u8bc6\u7f51\u7edc\u4e2d\u5bfc\u822a\u5e76\u5408\u6210\u7b54\u6848<\/span><\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a01. \u672c\u5730\u641c\u7d22\u8def\u5f84&#xff1a;\u9488\u5bf9\u5177\u4f53\u4e8b\u5b9e\u67e5\u8be2&#xff0c;\u5b9a\u4f4d\u5b9e\u4f53\u5e76\u63d0\u53d6\u76f8\u5173\u5b50\u56fe&#xff0c;\u53ec\u56de\u5173\u8054\u6587\u672c\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a02. \u5168\u5c40\u641c\u7d22\u8def\u5f84&#xff1a;\u9488\u5bf9\u5b8f\u89c2\u4e3b\u9898\u67e5\u8be2&#xff0c;\u7b5b\u9009\u76f8\u5173\u793e\u533a\u5e76\u5728\u5404\u4e2a\u793e\u533a\u5185\u8fdb\u884c\u7c7b\u4f3c\u4e8e\u201c\u672c\u5730\u641c\u7d22\u201d\u7684\u68c0\u7d22&#xff08;Map \u9636\u6bb5&#xff09;&#xff0c;\u518d\u6574\u5408&#xff08;Reduce \u9636\u6bb5&#xff09;\u7ed3\u679c\u00a0\u00a0\u00a0\u00a0\u00a0<\/p>\n<p><span style=\"color:#494949\">\u6838\u5fc3\u4ef7\u503c&#xff1a;\u6b64\u67b6\u6784\u901a\u8fc7\u5148\u5efa\u201c\u77e5\u8bc6\u5730\u56fe\u201d&#xff08;\u56fe\u8c31&#xff09;&#xff0c;\u518d\u8fdb\u884c\u201c\u6309\u56fe\u7d22\u9aa5\u201d&#xff08;\u5b50\u56fe\u68c0\u7d22&#xff09;&#xff0c;\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u4e86\u4f20\u7edfRAG\u7684\u4fe1\u606f\u5272\u88c2\u95ee\u9898&#xff0c;\u5b9e\u73b0\u4e86\u591a\u8df3\u63a8\u7406\u4e0e\u5168\u5c40\u6d1e\u5bdf\u3002<\/span><\/p>\n<h3 id=\"2.2%C2%A0Microsoft%20GraphRAG%20%E6%8A%80%E6%9C%AF%E7%89%B9%E6%80%A7%E6%B7%B1%E5%8C%96\">2.2\u00a0Microsoft GraphRAG \u6280\u672f\u7279\u6027\u6df1\u5316<\/h3>\n<p>Microsoft GraphRAG \u7684\u6838\u5fc3\u53ef\u89e3\u91ca\u6027\u901a\u8fc7\u4e00\u4e2a\u6e05\u6670\u7684\u00a0\u201c\u4e09\u7ea7\u8ffd\u6eaf\u201d\u00a0\u673a\u5236\u5b9e\u73b0&#xff0c;\u4f7f\u7b54\u6848\u7684\u751f\u6210\u8fc7\u7a0b\u5b8c\u5168\u900f\u660e&#xff1a;<\/p>\n<p style=\"text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"97\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260228014352-69a248585bad5.png\" width=\"622\" \/><\/p>\n<li>\n<p>\u56de\u7b54\u7ed3\u679c \u2192 \u5173\u8054\u5b50\u56fe&#xff1a;\u6bcf\u4e2a\u56de\u7b54\u90fd\u53ef\u8ffd\u6eaf\u5230\u5176\u76f4\u63a5\u4f9d\u636e\u2014\u2014\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5173\u8054\u5b50\u56fe&#xff08;\u5b9e\u4f53\u5173\u7cfb\u4e09\u5143\u7ec4&#xff09;\u3002\u8fd9\u89e3\u91ca\u4e86\u7b54\u6848\u7684\u903b\u8f91\u94fe\u6761\u3002<\/p>\n<\/li>\n<li>\n<p>\u5173\u8054\u5b50\u56fe \u2192 \u793e\u533a\u6458\u8981&#xff1a;\u8fd9\u4e9b\u5b9e\u4f53\u548c\u5173\u7cfb\u53ef\u8fdb\u4e00\u6b65\u8ffd\u6eaf\u5230\u5b83\u4eec\u6240\u5c5e\u7684\u8bed\u4e49\u793e\u533a\u53ca\u5176\u6458\u8981\u3002\u8fd9\u63ed\u793a\u4e86\u7b54\u6848\u80cc\u540e\u7684\u5b8f\u89c2\u4e3b\u9898\u4e0e\u4e0a\u4e0b\u6587\u3002<\/p>\n<\/li>\n<li>\n<p>\u793e\u533a\u6458\u8981 \u2192 \u539f\u59cb\u6587\u672c&#xff1a;\u6700\u7ec8&#xff0c;\u6240\u6709\u4fe1\u606f\u90fd\u80fd\u94fe\u63a5\u56de\u62bd\u53d6\u77e5\u8bc6\u6240\u7528\u7684\u539f\u59cb\u6587\u672c\u7247\u6bb5\u3002\u8fd9\u786e\u4fdd\u4e86\u6240\u6709\u63a8\u7406\u90fd\u6839\u690d\u4e8e\u539f\u6587&#xff0c;\u5b9e\u73b0\u4e86\u6e90\u5934\u53ef\u67e5\u3002<\/p>\n<\/li>\n<p>\u6838\u5fc3\u4ef7\u503c&#xff1a;\u8fd9\u4e00\u673a\u5236\u5c06\u4f20\u7edfRAG\u7684\u201c\u9ed1\u76d2\u201d\u68c0\u7d22\u8f6c\u53d8\u4e3a\u767d\u76d2\u63a8\u7406&#xff0c;\u4e0d\u4ec5\u589e\u5f3a\u4e86\u7ed3\u679c\u53ef\u4fe1\u5ea6&#xff0c;\u4e5f\u4e3a\u77e5\u8bc6\u6838\u67e5\u3001\u7cfb\u7edf\u8c03\u8bd5\u4e0e\u4f18\u5316\u63d0\u4f9b\u4e86\u5b8c\u6574\u8def\u5f84\u3002<\/p>\n<h2 id=\"%E7%AC%AC%E4%B8%89%E9%83%A8%E5%88%86%EF%BC%9AMicrosoft%20GraphRAG%20%E5%85%A5%E9%97%A8\"><span style=\"color:#494949\">\u7b2c\u4e09\u90e8\u5206&#xff1a;Microsoft GraphRAG \u5165\u95e8<\/span><\/h2>\n<h3 id=\"3.1%20%E6%9C%AC%E5%9C%B0%E5%AE%89%E8%A3%85%20GraphRAG%EF%BC%88%E7%8E%AF%E5%A2%83%E5%87%86%E5%A4%87%EF%BC%89\">3.1 \u672c\u5730\u5b89\u88c5 GraphRAG&#xff08;\u73af\u5883\u51c6\u5907&#xff09;<\/h3>\n<p>GraphRAG \u652f\u6301 Python 3.10&#043; \u7248\u672c&#xff0c;\u5b8c\u6574\u5b89\u88c5\u6d41\u7a0b\u5982\u4e0b&#xff1a;<\/p>\n<p>\u524d\u7f6e\u6761\u4ef6\u68c0\u67e5<\/p>\n<p># \u68c0\u67e5 Python \u7248\u672c&#xff08;\u9700 \u22653.10&#xff09;<br \/>\npython &#8211;version &#xff08;macOS\/Linux&#xff09;<\/p>\n<p>\u865a\u62df\u73af\u5883\u642d\u5efa<\/p>\n<p># \u521b\u5efa\u865a\u62df\u73af\u5883&#xff08;\u547d\u540d\u4e3a graphrag-env&#xff0c;\u53ef\u81ea\u5b9a\u4e49&#xff09;<br \/>\npython -m venv graphrag-env<\/p>\n<p># \u6fc0\u6d3b\u865a\u62df\u73af\u5883&#xff08;macOS\/Linux \u7cfb\u7edf&#xff09;<br \/>\nsource graphrag-env\/bin\/activate <\/p>\n<p>\u6838\u5fc3\u5e93\u5b89\u88c5<\/p>\n<p># \u5b89\u88c5 GraphRAG<br \/>\npip install graphrag <\/p>\n<p>\u5b89\u88c5\u9a8c\u8bc1<\/p>\n<p># \u67e5\u770b\u5df2\u5b89\u88c5\u7248\u672c&#xff08;\u786e\u8ba4\u5b89\u88c5\u6210\u529f&#xff09;<br \/>\npip show graphrag<\/p>\n<p># \u67e5\u770b\u547d\u4ee4\u884c\u5e2e\u52a9<br \/>\ngraphrag &#8211;help<\/p>\n<h3 id=\"3.2%20%E5%88%9D%E5%A7%8B%E5%8C%96%E9%85%8D%E7%BD%AE%EF%BC%88%E9%A1%B9%E7%9B%AE%E6%90%AD%E5%BB%BA%EF%BC%89\">3.2 \u521d\u59cb\u5316\u914d\u7f6e&#xff08;\u9879\u76ee\u642d\u5efa&#xff09;<\/h3>\n<p>\u521d\u59cb\u5316\u547d\u4ee4\u4f1a\u81ea\u52a8\u751f\u6210 GraphRAG \u8fd0\u884c\u6240\u9700\u7684\u6838\u5fc3\u914d\u7f6e\u6587\u4ef6\u548c\u76ee\u5f55\u7ed3\u6784&#xff0c;\u65e0\u9700\u624b\u52a8\u521b\u5efa&#xff1a;<\/p>\n<p>\u521d\u59cb\u5316\u547d\u4ee4\u6267\u884c<\/p>\n<p># \u521b\u5efa\u9879\u76ee\u6839\u76ee\u5f55<br \/>\nmkdir graphrag-demo &amp;&amp; cd graphrag-demo<\/p>\n<p># \u521d\u59cb\u5316\u914d\u7f6e\u6587\u4ef6&#xff08;&#8211;root \u6307\u5b9a\u9879\u76ee\u6839\u76ee\u5f55&#xff0c;.\/ \u8868\u793a\u5f53\u524d\u76ee\u5f55&#xff09;<br \/>\ngraphrag init &#8211;root .\/ <\/p>\n<p>\u751f\u6210\u6587\u4ef6 \/ \u76ee\u5f55\u8bf4\u660e<\/p>\n<p>\u6267\u884c\u6210\u529f\u540e&#xff0c;\u9879\u76ee\u6839\u76ee\u5f55\u4f1a\u751f\u6210\u4ee5\u4e0b\u5185\u5bb9&#xff0c;\u6838\u5fc3\u4f5c\u7528\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u6587\u4ef6 \/ \u76ee\u5f55\u6838\u5fc3\u4f5c\u7528<\/tr>\n<tbody>\n<tr>\n<td style=\"width:136px\">settings.yaml<\/td>\n<td style=\"width:552px\">\u4e3b\u914d\u7f6e\u6587\u4ef6&#xff1a;\u5305\u542b LLM \u9009\u578b\u3001\u7d22\u5f15\u53c2\u6570\u3001\u5b58\u50a8\u914d\u7f6e\u3001\u67e5\u8be2\u89c4\u5219\u7b49\u6240\u6709\u6838\u5fc3\u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td style=\"width:136px\">.env<\/td>\n<td style=\"width:552px\">\u73af\u5883\u53d8\u91cf\u6587\u4ef6&#xff1a;\u5b58\u50a8\u654f\u611f\u4fe1\u606f&#xff08;\u5982 API \u5bc6\u94a5&#xff09;&#xff0c;\u907f\u514d\u786c\u7f16\u7801\u5230\u914d\u7f6e\u6587\u4ef6\u4e2d<\/td>\n<\/tr>\n<tr>\n<td style=\"width:136px\">prompts\/<\/td>\n<td style=\"width:552px\">\u63d0\u793a\u8bcd\u6587\u4ef6\u5939&#xff1a;\u5305\u542b\u5b9e\u4f53\u62bd\u53d6\u3001\u5173\u7cfb\u62bd\u53d6\u3001\u793e\u533a\u6458\u8981\u7b49\u573a\u666f\u7684\u9ed8\u8ba4\u63d0\u793a\u8bcd\u6a21\u677f&#xff0c;\u652f\u6301\u81ea\u5b9a\u4e49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"3.3%20%E6%A0%B8%E5%BF%83%E9%85%8D%E7%BD%AE%E4%BF%AE%E6%94%B9\">3.3 \u6838\u5fc3\u914d\u7f6e\u4fee\u6539<\/h3>\n<p>\u521d\u59cb\u5316\u540e\u7684\u9ed8\u8ba4\u914d\u7f6e\u9700\u9488\u5bf9\u6027\u8c03\u6574&#xff0c;\u91cd\u70b9\u4fee\u6539 settings.yaml \u548c .env&#xff1a;<\/p>\n<p>.env \u6587\u4ef6&#xff1a;<\/p>\n<p># \u4e3b\u8981\u7528\u4e8e\u5b58\u50a8 LLM API \u5bc6\u94a5&#xff0c;\u5bf9\u5e94 settings.yaml \u4e2d ${GRAPHRAG_API_KEY} \u7684\u5f15\u7528<br \/>\nGRAPHRAG_API_KEY&#061;&lt;API_KEY&gt; <\/p>\n<p>settings.yaml\u6587\u4ef6:<\/p>\n<table border=\"1\" cellpadding=\"1\" cellspacing=\"1\" style=\"width:650px\">\n<tbody>\n<tr>\n<td style=\"width:147px\">\n<p>\u53c2\u6570<\/p>\n<\/td>\n<td style=\"width:501px\">\n<p>\u63cf\u8ff0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width:147px\">\n<p>api_base<\/p>\n<\/td>\n<td style=\"width:501px\">\n<p>\u8bf7\u6c42\u67d0\u4e2a\u6a21\u578b\u8c03\u7528 REST API\u00a0\u7684 Endpoint<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width:147px\">\n<p>api_key<\/p>\n<\/td>\n<td style=\"width:501px\">\n<p>\u5f15\u7528 .env\u00a0\u6587\u4ef6\u4e2d\u7684 GRAPHRA_API_KEY<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width:147px\">\n<p>encodeing_model<\/p>\n<\/td>\n<td style=\"width:501px\">\n<p>\u8bbe\u7f6e\u7f16\u7801\u6a21\u578b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width:147px\">\n<p>model<\/p>\n<\/td>\n<td style=\"width:501px\">\n<p>\u6a21\u578b\u540d\u79f0<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"3.4%C2%A0%E6%89%A7%E8%A1%8C%E7%B4%A2%E5%BC%95%E6%9E%84%E5%BB%BA\">3.4\u00a0\u6267\u884c\u7d22\u5f15\u6784\u5efa<\/h3>\n<p>\u7d22\u5f15\u6784\u5efa\u662f\u5c06\u975e\u7ed3\u6784\u5316\u6587\u6863&#xff0c;\u8f6c\u5316\u4e3a \u77e5\u8bc6\u56fe\u8c31 &#043; \u5411\u91cf\u7d22\u5f15 \u7684\u6838\u5fc3\u8fc7\u7a0b:<\/p>\n<p>\u6570\u636e\u51c6\u5907:<\/p>\n<p># \u521b\u5efa\u5f85\u5904\u7406\u6570\u636e\u6587\u6863\u5b58\u653e\u76ee\u5f55&#xff0c;\u5c06\u6587\u6863\u653e\u5165input\u76ee\u5f55\u4e0b&#xff0c;\u76ee\u5f55\u540d\u4e0d\u53ef\u66f4\u6539<br \/>\nmkdir input<\/p>\n<p>\u6267\u884c\u7d22\u5f15\u6784\u5efa\u547d\u4ee4<\/p>\n<p># \u8fdb\u5165\u9879\u76ee\u6839\u76ee\u5f55&#xff08;graphrag-demo&#xff09;<br \/>\ncd graphrag-demo<\/p>\n<p># \u6267\u884c\u7d22\u5f15\u6784\u5efa&#xff08;&#8211;root \u4e0e\u521d\u59cb\u5316\u76ee\u5f55\u4e00\u81f4&#xff0c;\u81ea\u52a8\u8bfb\u53d6 input \u76ee\u5f55\u6587\u6863&#xff09;<br \/>\ngraphrag index &#8211;root .\/ <\/p>\n<p>\u6784\u5efa\u8fc7\u7a0b<\/p>\n<p>\u2705 load_input_documents &#8211; \u52a0\u8f7d\u6587\u6863<br \/>\n\u2705 create_base_text_units &#8211; \u521b\u5efa\u57fa\u7840\u6587\u672c\u5355\u5143<br \/>\n\u2705 create_final_documents &#8211; \u521b\u5efa\u6700\u7ec8\u6587\u6863<br \/>\n\u2705 extract_graph &#8211; \u63d0\u53d6\u56fe\u7ed3\u6784<br \/>\n\u2705 finalize_graph &#8211; \u5b8c\u6210\u56fe\u6784\u5efa<br \/>\n\u2705 extract_covariates &#8211; \u63d0\u53d6\u534f\u53d8\u91cf<br \/>\n\u2705 create_communities &#8211; \u521b\u5efa\u793e\u533a<br \/>\n\u2705 create_final_text_units &#8211; \u521b\u5efa\u6700\u7ec8\u6587\u672c\u5355\u5143<br \/>\n\u2705 create_community_reports &#8211; \u521b\u5efa\u793e\u533a\u62a5\u544a<br \/>\n\u2705 generate_text_embeddings &#8211; \u751f\u6210\u6587\u672c\u5d4c\u5165<br \/>\n&#x1f680; ALL Workflows Completed Successfully<\/p>\n<p>\u6784\u5efa\u7ed3\u679c\u9a8c\u8bc1<\/p>\n<p>graphrag-demo\/       # \u9879\u76ee\u6839\u76ee\u5f55<br \/>\n\u251c\u2500\u2500 .env               # \u73af\u5883\u53d8\u91cf\u914d\u7f6e<br \/>\n\u251c\u2500\u2500 cache\/             # \u7f13\u5b58\u6570\u636e<br \/>\n\u251c\u2500\u2500 input\/             # \u539f\u59cb\u8f93\u5165\u6587\u6863<br \/>\n\u251c\u2500\u2500 logs\/              # \u8fd0\u884c\u65e5\u5fd7<br \/>\n\u251c\u2500\u2500 output\/            # \u6838\u5fc3\u8f93\u51fa\u7ed3\u679c<br \/>\n\u2502   \u251c\u2500\u2500 communities.parquet       # \u793e\u533a\u5212\u5206\u7ed3\u679c<br \/>\n\u2502   \u251c\u2500\u2500 community_reports.parquet # \u793e\u533a\u5206\u6790\u62a5\u544a<br \/>\n\u2502   \u251c\u2500\u2500 documents.parquet         # \u6587\u6863\u5143\u6570\u636e<br \/>\n\u2502   \u251c\u2500\u2500 entities.parquet          # \u5b9e\u4f53\u4fe1\u606f<br \/>\n\u2502   \u251c\u2500\u2500 lancedb\/                  # \u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8<br \/>\n\u2502   \u251c\u2500\u2500 relationships.parquet     # \u5b9e\u4f53\u5173\u7cfb\u6570\u636e<br \/>\n\u2502   \u251c\u2500\u2500 stats.json               # \u8fd0\u884c\u7edf\u8ba1\u6570\u636e<br \/>\n\u2502   \u2514\u2500\u2500 text_units.parquet       # \u6587\u672c\u5757\u6570\u636e<br \/>\n\u251c\u2500\u2500 prompts\/           # \u63d0\u793a\u8bcd\u6a21\u677f<br \/>\n\u2514\u2500\u2500 settings.yaml      # \u9879\u76ee\u914d\u7f6e\u6587\u4ef6 <\/p>\n<h3 id=\"3.5%C2%A0%E6%BA%90%E7%A0%81%E5%AE%89%E8%A3%85%E5%8F%8A%E6%9E%84%E5%BB%BA%E7%B4%A2%E5%BC%95\"><span style=\"color:#494949\">3.5\u00a0\u6e90\u7801\u5b89\u88c5\u53ca\u6784\u5efa\u7d22\u5f15<\/span><\/h3>\n<p>\u5728\u6e90\u7801\u542f\u52a8\u7684\u8fc7\u7a0b\u4e2d&#xff0c;\u6211\u4eec\u540c\u6837\u9700\u8981\u50cf\u5165\u95e8\u6848\u4f8b\u4e2d\u90a3\u6837\u521d\u59cb\u5316\u914d\u7f6e\u53ca\u6784\u5efa\u7d22\u5f15&#xff0c;\u5927\u4f53\u6d41\u7a0b\u57fa\u672c\u4e00\u81f4&#xff0c;\u4f46\u6267\u884c\u7684\u547d\u4ee4\u7a0d\u6709\u4e0d\u540c<\/p>\n<p># \u6e90\u7801\u4e0b\u8f7d<br \/>\ngit clone https:\/\/github.com\/microsoft\/graphrag.git<\/p>\n<p># \u521b\u5efa\u865a\u62df\u73af\u5883&#xff08;\u547d\u540d\u4e3a graphrag-env&#xff0c;\u53ef\u81ea\u5b9a\u4e49&#xff09;<br \/>\npython -m venv graphrag-env<\/p>\n<p># \u6fc0\u6d3b\u865a\u62df\u73af\u5883&#xff08;macOS\/Linux \u7cfb\u7edf&#xff09;<br \/>\nsource graphrag-env\/bin\/activate<\/p>\n<p># \u5b89\u88c5 poetry &#xff0c;\u6839\u636e pyproject.toml \u6587\u4ef6\u6765\u7ba1\u7406\u9879\u76ee\u7684\u5143\u6570\u636e\u548c\u4f9d\u8d56<br \/>\npip install poetry<\/p>\n<p># \u5b89\u88c5 Microsoft GraphRAG \u9879\u76ee\u4f9d\u8d56<br \/>\npoetry install<\/p>\n<p># \u521d\u59cb\u5316\u914d\u7f6e<br \/>\npoetry run poe init &#8211;root .\/<\/p>\n<p># \u4fee\u6539\u914d\u7f6e\u540c\u4e0a<\/p>\n<p># \u65b0\u5efa\u4e00\u4e2a input \u6587\u4ef6\u5939 \u4e0e graphrag \u540c\u7ea7\u76ee\u5f55 &#xff0c;\u5c06\u6570\u636e\u6587\u6863\u653e\u5165<\/p>\n<p># \u6267\u884c\u7d22\u5f15\u6784\u5efa<br \/>\npoetry run poe index &#8211;root .\/<\/p>\n<p># \u5728\u7d22\u5f15\u6784\u5efa\u5b8c\u6210\u540e&#xff0c;graphrag \u540c\u7ea7\u76ee\u5f55\u4e0b\u80fd\u770b\u5230 cache\u3001logs \u548c output \u4e09\u4e2a\u6587\u4ef6\u5939&#xff0c;\u5206\u522b\u5b58\u50a8\u4e86\u6784\u5efa\u7d22\u5f15\u8fc7\u7a0b\u4e2d\u7684\u7f13\u5b58\u6587\u4ef6\u3001\u65e5\u5fd7\u6587\u4ef6\u548c\u8f93\u51fa\u6587\u4ef6\u3002 <\/p>\n<h2 id=\"%E7%AC%AC%E5%9B%9B%E9%83%A8%E5%88%86%EF%BC%9AGraphRAG%20%E6%8A%80%E6%9C%AF%E6%BC%94%E8%BF%9B%E4%B8%8E%E5%B1%95%E6%9C%9B\"><span style=\"color:#494949\">\u7b2c\u56db\u90e8\u5206&#xff1a;GraphRAG \u6280\u672f\u6f14\u8fdb\u4e0e\u5c55\u671b<\/span><\/h2>\n<h3 id=\"4.1%20%E6%8A%80%E6%9C%AF%E5%B1%80%E9%99%90%E4%B8%8E%E6%A0%B8%E5%BF%83%E6%8C%91%E6%88%98\"><span style=\"color:#494949\">4.1 \u6280\u672f\u5c40\u9650\u4e0e\u6838\u5fc3\u6311\u6218<\/span><\/h3>\n<li><span style=\"color:#494949\">\u5927\u89c4\u6a21\u6570\u636e\u6027\u80fd\u74f6\u9888&#xff1a;\u6587\u6863\u91cf\u8d85 10 \u4e07\u9875\u65f6&#xff0c;\u56fe\u8c31\u6784\u5efa\u8017\u65f6\u8d85 24 \u5c0f\u65f6&#xff0c;\u67e5\u8be2\u54cd\u5e94\u5ef6\u8fdf\u8d85 5 \u79d2&#xff0c;\u96be\u4ee5\u652f\u6491\u8d85\u5927\u89c4\u6a21\u573a\u666f&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u4f4e\u8d44\u6e90\u9886\u57df\u62bd\u53d6\u7cbe\u5ea6\u4e0d\u8db3&#xff1a;\u5f00\u6e90\u6a21\u578b\u5728\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u4e13\u4e1a\u9886\u57df\u7684\u5b9e\u4f53 \/ \u5173\u7cfb\u62bd\u53d6\u51c6\u786e\u7387\u4f4e\u4e8e 70%&#xff0c;\u4f9d\u8d56\u5927\u91cf\u9886\u57df\u6570\u636e\u5fae\u8c03&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u5782\u76f4\u9886\u57df\u9002\u914d\u6210\u672c\u9ad8&#xff1a;\u9ed8\u8ba4 Prompt \u4e0e\u7b97\u6cd5\u9002\u914d\u901a\u7528\u573a\u666f&#xff0c;\u5de5\u4e1a\u7269\u8054\u7f51\u7b49\u5782\u76f4\u9886\u57df\u9700\u5927\u91cf\u81ea\u5b9a\u4e49\u5f00\u53d1&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u7f3a\u4e4f\u5b9e\u65f6\u66f4\u65b0\u80fd\u529b&#xff1a;\u4e0d\u652f\u6301\u56fe\u8c31\u589e\u91cf\u66f4\u65b0&#xff0c;\u65b0\u589e\u6587\u6863\u9700\u5168\u91cf\u91cd\u5efa\u7d22\u5f15&#xff0c;\u65e0\u6cd5\u6ee1\u8db3\u52a8\u6001\u6570\u636e\u9700\u6c42\u3002<\/span><\/li>\n<h3 id=\"4.2%20%E6%9C%AA%E6%9D%A5%E6%A0%B8%E5%BF%83%E5%8F%91%E5%B1%95%E6%96%B9%E5%90%91\"><span style=\"color:#494949\">4.2 \u672a\u6765\u6838\u5fc3\u53d1\u5c55\u65b9\u5411<\/span><\/h3>\n<li><span style=\"color:#494949\">\u591a\u6a21\u6001\u878d\u5408&#xff1a;\u6574\u5408\u6587\u672c\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u7b49\u591a\u6a21\u6001\u6570\u636e&#xff0c;\u6784\u5efa\u591a\u6a21\u6001\u77e5\u8bc6\u56fe\u8c31&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u5b9e\u65f6\u589e\u91cf\u66f4\u65b0&#xff1a;\u57fa\u4e8e Kafka\u3001Flink \u7b49\u6d41\u5904\u7406\u6846\u67b6&#xff0c;\u5b9e\u73b0\u56fe\u8c31\u4e0e\u5411\u91cf\u7d22\u5f15\u7684\u5b9e\u65f6\u589e\u91cf\u66f4\u65b0&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">Agent \u534f\u540c\u8d4b\u80fd&#xff1a;\u4f5c\u4e3a\u667a\u80fd\u4f53\u7ed3\u6784\u5316\u8bb0\u5fc6\u5e93&#xff0c;\u652f\u6491\u590d\u6742\u4efb\u52a1\u95ed\u73af\u6267\u884c&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u8f7b\u91cf\u5316\u90e8\u7f72&#xff1a;\u4f18\u5316\u6a21\u578b\u4e0e\u7b97\u6cd5&#xff0c;\u63a8\u51fa\u8fb9\u7f18\u7aef\u7248\u672c&#xff0c;\u6ee1\u8db3\u6570\u636e\u9690\u79c1\u9700\u6c42&#xff1b;<\/span><\/li>\n<li><span style=\"color:#494949\">\u9886\u57df\u81ea\u9002\u5e94\u4f18\u5316&#xff1a;\u901a\u8fc7\u5c11\u6837\u672c\u5b66\u4e60\u964d\u4f4e\u5782\u76f4\u9886\u57df\u9002\u914d\u6210\u672c&#xff0c;\u63d0\u5347\u901a\u7528\u6027\u3002<\/span><\/li>\n<h2 id=\"%E7%BB%93%E8%AF%AD%EF%BC%9A%E6%8A%80%E6%9C%AF%E8%90%BD%E5%9C%B0%E4%B8%8E%E4%BB%B7%E5%80%BC%E6%A0%B8%E5%BF%83\"><span style=\"color:#494949\">\u7ed3\u8bed&#xff1a;\u6280\u672f\u843d\u5730\u4e0e\u4ef7\u503c\u6838\u5fc3<\/span><\/h2>\n<p><span style=\"color:#494949\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0GraphRAG \u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u89e3\u51b3\u5b9e\u9645\u4e1a\u52a1\u95ee\u9898&#xff0c;Microsoft GraphRAG \u901a\u8fc7\u5de5\u7a0b\u5316\u5c01\u88c5\u5b9e\u73b0\u4f4e\u4ee3\u7801\u90e8\u7f72&#xff0c;\u8ba9\u4f01\u4e1a\u5feb\u901f\u642d\u5efa\u9ad8\u51c6\u786e\u7387\u3001\u53ef\u89e3\u91ca\u7684\u667a\u80fd\u68c0\u7d22\u7cfb\u7edf\u3002<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"796\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260228014352-69a248588af74.png\" width=\"1880\" \/><\/p>\n<p><span 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