{"id":19466,"date":"2025-01-27T10:25:42","date_gmt":"2025-01-27T02:25:42","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=19466"},"modified":"2025-07-14T09:41:40","modified_gmt":"2025-07-14T01:41:40","slug":"fast-graphrag","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/fast-graphrag\/","title":{"rendered":"Fast GraphRAG\uff1a\u9ad8\u51c6\u786e\u7387\u4e14\u4f4e\u6210\u672c\u7684\u56fe\u5f62\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5de5\u5177"},"content":{"rendered":"<p>Fast GraphRAG \u662f\u7531 Circlemind AI \u5f00\u53d1\u7684\u4e00\u6b3e\u5f00\u6e90\u5de5\u5177\uff0c\u65e8\u5728\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u548c PageRank \u7b97\u6cd5\u5b9e\u73b0\u9ad8\u6548\u3001\u7cbe\u786e\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u3002\u8be5\u5de5\u5177\u80fd\u591f\u667a\u80fd\u9002\u5e94\u7528\u6237\u7684\u4f7f\u7528\u573a\u666f\u3001\u6570\u636e\u548c\u67e5\u8be2\u9700\u6c42\uff0c\u63d0\u4f9b\u53ef\u89e3\u91ca\u3001\u4f4e\u6210\u672c\u4e14\u9ad8\u6548\u7684\u68c0\u7d22\u5de5\u4f5c\u6d41\u3002Fast GraphRAG \u8bbe\u8ba1\u7528\u4e8e\u5927\u89c4\u6a21\u8fd0\u884c\uff0c\u65e0\u9700\u5927\u91cf\u8d44\u6e90\u6216\u6210\u672c\uff0c\u652f\u6301\u5b9e\u65f6\u6570\u636e\u66f4\u65b0\u548c\u52a8\u6001\u6570\u636e\u751f\u6210\uff0c\u9002\u5408\u5404\u79cd\u9886\u57df\u7684\u77e5\u8bc6\u7ba1\u7406\u548c\u4fe1\u606f\u68c0\u7d22\u9700\u6c42\u3002<\/p>\n<blockquote><p>\u4f7f\u7528Fast-GraphRAG\u53ea\u9700\u8981\u82b1\u8d39\uff0c\u76f8\u6bd4\u539f\u6765\u7684\u76840.48\uff0c\u8282\u7701\u4e86\u5c06\u8fd16\u500d\u7684\u6210\u672c\uff01\u5e76\u4e14\u968f\u7740\u6570\u636e\u5927\u5c0f\u548c\u63d2\u5165\u6570\u91cf\u7684\u589e\u52a0\uff0c\u8fd9\u79cd\u6210\u672c\u6548\u76ca\u8fd8\u4f1a\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-19467\" title=\"Fast GraphRAG\uff1a\u9ad8\u51c6\u786e\u7387\u4e14\u4f4e\u6210\u672c\u7684\u56fe\u5f62\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/388ad128aef3db1.png\" alt=\"Fast GraphRAG\uff1a\u9ad8\u51c6\u786e\u7387\u4e14\u4f4e\u6210\u672c\u7684\u56fe\u5f62\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u5de5\u5177-1\" width=\"748\" height=\"433\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/388ad128aef3db1.png 1064w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/388ad128aef3db1-300x174.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/388ad128aef3db1-1024x593.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/388ad128aef3db1-768x445.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/388ad128aef3db1-18x10.png 18w\" sizes=\"auto, (max-width: 748px) 100vw, 748px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u53ef\u89e3\u91ca\u548c\u53ef\u8c03\u8bd5\u7684\u77e5\u8bc6\u56fe\u8c31<\/strong>\uff1a\u63d0\u4f9b\u4eba\u7c7b\u53ef\u5bfc\u822a\u7684\u77e5\u8bc6\u89c6\u56fe\uff0c\u53ef\u8fdb\u884c\u67e5\u8be2\u3001\u53ef\u89c6\u5316\u548c\u66f4\u65b0\u3002<\/li>\n<li><strong>\u9ad8\u6548\u4f4e\u6210\u672c<\/strong>\uff1a\u8bbe\u8ba1\u7528\u4e8e\u5927\u89c4\u6a21\u8fd0\u884c\uff0c\u65e0\u9700\u5927\u91cf\u8d44\u6e90\u6216\u6210\u672c\u3002<\/li>\n<li><strong>\u52a8\u6001\u6570\u636e\u751f\u6210<\/strong>\uff1a\u81ea\u52a8\u751f\u6210\u548c\u4f18\u5316\u56fe\u8c31\uff0c\u4ee5\u6700\u4f73\u65b9\u5f0f\u9002\u5e94\u60a8\u7684\u9886\u57df\u548c\u672c\u4f53\u9700\u6c42\u3002<\/li>\n<li><strong>\u589e\u91cf\u66f4\u65b0<\/strong>\uff1a\u652f\u6301\u5b9e\u65f6\u66f4\u65b0\uff0c\u968f\u7740\u6570\u636e\u7684\u53d8\u5316\u8fdb\u884c\u8c03\u6574\u3002<\/li>\n<li><strong>\u667a\u80fd\u63a2\u7d22<\/strong>\uff1a\u5229\u7528 PageRank \u7b97\u6cd5\u8fdb\u884c\u56fe\u8c31\u63a2\u7d22\uff0c\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<li><strong>\u5f02\u6b65\u548c\u7c7b\u578b\u652f\u6301<\/strong>\uff1a\u5b8c\u5168\u5f02\u6b65\uff0c\u5177\u6709\u5b8c\u6574\u7684\u7c7b\u578b\u652f\u6301\uff0c\u786e\u4fdd\u5de5\u4f5c\u6d41\u7684\u7a33\u5065\u6027\u548c\u53ef\u9884\u6d4b\u6027\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5bf9\u6bd4LightRAG, GraphRAG and VectorDBs<\/h2>\n<p><strong>\u67e5\u8be2<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th valign=\"top\"># Queries<\/th>\n<th valign=\"top\">Method<\/th>\n<th valign=\"top\">All queries %<\/th>\n<th valign=\"top\">Multihop only %<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td valign=\"top\">51<\/td>\n<td valign=\"top\"><\/td>\n<td valign=\"top\"><\/td>\n<td valign=\"top\"><\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><\/td>\n<td valign=\"top\">VectorDB<\/td>\n<td valign=\"top\">0.49<\/td>\n<td valign=\"top\">0.32<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><\/td>\n<td valign=\"top\"><a href=\"https:\/\/www.kdjingpai.com\/en\/lightrag\/\">LightRAG<\/a><\/td>\n<td valign=\"top\">0.47<\/td>\n<td valign=\"top\">0.32<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><\/td>\n<td valign=\"top\">GraphRAG<\/td>\n<td valign=\"top\">0.75<\/td>\n<td valign=\"top\">0.68<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><\/td>\n<td valign=\"top\"><strong>Circlemind<\/strong><\/td>\n<td valign=\"top\"><strong>0.96<\/strong><\/td>\n<td valign=\"top\"><strong>0.95<\/strong><\/td>\n<\/tr>\n<tr>\n<td valign=\"top\">101<\/td>\n<td valign=\"top\"><\/td>\n<td valign=\"top\"><\/td>\n<td valign=\"top\"><\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><\/td>\n<td valign=\"top\">VectorDB<\/td>\n<td valign=\"top\">0.42<\/td>\n<td valign=\"top\">0.23<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><\/td>\n<td valign=\"top\">LightRAG<\/td>\n<td valign=\"top\">0.45<\/td>\n<td valign=\"top\">0.28<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><\/td>\n<td valign=\"top\">GraphRAG<\/td>\n<td valign=\"top\">0.73<\/td>\n<td valign=\"top\">0.64<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><\/td>\n<td valign=\"top\"><strong>Circlemind<\/strong><\/td>\n<td valign=\"top\"><strong>0.93<\/strong><\/td>\n<td valign=\"top\"><strong>0.90<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u6570\u636e\u63d2\u5165<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th valign=\"top\">Method<\/th>\n<th valign=\"top\">Time (minutes)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td valign=\"top\">VectorDB<\/td>\n<td valign=\"top\">~0.3<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\">LightRAG<\/td>\n<td valign=\"top\">~25<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\">GraphRAG<\/td>\n<td valign=\"top\">~40<\/td>\n<\/tr>\n<tr>\n<td valign=\"top\"><strong>Circlemind<\/strong><\/td>\n<td valign=\"top\">~1.5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5728\u67e5\u8be2\u6d4b\u8bd5\u4e2d\uff0cFast GraphRAG \u5728\u6240\u6709\u67e5\u8be2\u548c\u591a\u8df3\u67e5\u8be2\u4e2d\u7684\u51c6\u786e\u7387\u5206\u522b\u9ad8\u8fbe 96% \u548c 95%\uff0c\u76f8\u6bd4 VectorDB <a href=\"https:\/\/www.kdjingpai.com\/en\/rag\/\">RAG<\/a> \u9ad8\u51fa\u8fd14\u500d\u3002<\/p>\n<p>\u6b64\u5916\uff0cFast GraphRAG \u8fd8\u5bf9\u6570\u636e\u96c6\u57fa\u51c6\u6d4b\u8bd5\u7684\u63d2\u5165\u65f6\u95f4\u8fdb\u884c\u4e86\u6d4b\u91cf\uff08\u5927\u7ea6800\u4e2a\u5757\uff09\uff1aFast GraphRAG \u7684\u63d2\u5165\u65f6\u95f4\u7ea6\u4e3a1.5\u5206\u949f\uff0c\u6bd4 GraphRAG \u5feb27\u500d\uff0c\u4e14\u68c0\u7d22\u7684\u51c6\u786e\u6027\u63d0\u9ad8\u4e86\u8d85\u8fc740%\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u4ece\u6e90\u7801\u5b89\u88c5\uff08\u63a8\u8350\u6027\u80fd\u6700\u4f73\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   # \u514b\u9686\u6b64\u4ed3\u5e93\r\ngit clone https:\/\/github.com\/circlemind-ai\/fast-graphrag\r\ncd fast-graphrag\r\npoetry install\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u4ece PyPi \u5b89\u88c5\uff08\u63a8\u8350\u7a33\u5b9a\u6027\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install fast-graphrag\r\n<\/code><\/pre>\n<h3>\u5feb\u901f\u5f00\u59cb<\/h3>\n<ol>\n<li>\u8bbe\u7f6e OpenAI API \u5bc6\u94a5\uff1a<\/li>\n<\/ol>\n<pre><code>   export OPENAI_API_KEY=\"sk-...\"\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u4e0b\u8f7d\u300a\u5723\u8bde\u9882\u6b4c\u300b\u6587\u672c\uff1a<\/li>\n<\/ol>\n<pre><code>   curl https:\/\/raw.githubusercontent.com\/circlemind-ai\/fast-graphrag\/refs\/heads\/main\/mock_data.txt &gt; .\/book.txt\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u53ef\u9009\uff1a\u8bbe\u7f6e\u5e76\u53d1\u8bf7\u6c42\u9650\u5236\uff1a<\/li>\n<\/ol>\n<pre><code>   export CONCURRENT_TASK_LIMIT=8\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li>\u4f7f\u7528\u4ee5\u4e0b Python \u4ee3\u7801\u7247\u6bb5\uff1a<\/li>\n<\/ol>\n<pre><code>   from fast_graphrag import GraphRAG\r\nDOMAIN = \"Analyze this <a href=\"https:\/\/www.kdjingpai.com\/en\/storyvideos\/\">story<\/a> and identify the characters. Focus on how they interact with each other, the locations they explore, and their relationships.\"\r\nEXAMPLE_QUERIES = [\r\n\"Who are the main characters?\",\r\n\"What locations are mentioned?\",\r\n\"How do the characters interact?\"\r\n]\r\ngrag = GraphRAG(\r\ndomain=DOMAIN,\r\nexample_queries=EXAMPLE_QUERIES,\r\nconfig=GraphRAG.Config(\r\nllm_service=OpenAILLMService(\r\nmodel=\"your-llm-model\",\r\nbase_url=\"llm.api.url.com\",\r\napi_key=\"your-api-key\",\r\nmode=instructor.Mode.JSON,\r\napi_version=\"your-llm-api_version\",\r\nclient=\"openai or azure\"\r\n),\r\nembedding_service=OpenAIEmbeddingService(\r\nmodel=\"your-embedding-model\",\r\nbase_url=\"emb.api.url.com\",\r\napi_key=\"your-api-key\",\r\nembedding_dim=512,\r\napi_version=\"your-llm-api_version\",\r\nclient=\"openai or azure\"\r\n),\r\n),\r\n)\r\n<\/code><\/pre>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\u751f\u6210<\/strong>\uff1a\u901a\u8fc7\u5b9a\u4e49\u9886\u57df\u548c\u793a\u4f8b\u67e5\u8be2\uff0cGraphRAG \u5c06\u81ea\u52a8\u751f\u6210\u9002\u5e94\u60a8\u9700\u6c42\u7684\u77e5\u8bc6\u56fe\u8c31\u3002<\/li>\n<li><strong>\u67e5\u8be2\u548c\u53ef\u89c6\u5316<\/strong>\uff1a\u4f7f\u7528\u751f\u6210\u7684\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u67e5\u8be2\uff0c\u5e76\u901a\u8fc7\u53ef\u89c6\u5316\u5de5\u5177\u67e5\u770b\u7ed3\u679c\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u66f4\u65b0<\/strong>\uff1a\u968f\u7740\u6570\u636e\u7684\u53d8\u5316\uff0cGraphRAG \u652f\u6301\u5b9e\u65f6\u66f4\u65b0\u77e5\u8bc6\u56fe\u8c31\uff0c\u786e\u4fdd\u4fe1\u606f\u7684\u6700\u65b0\u548c\u51c6\u786e\u3002<\/li>\n<li><strong>\u667a\u80fd\u63a2\u7d22<\/strong>\uff1a\u5229\u7528 PageRank \u7b97\u6cd5\uff0cGraphRAG \u80fd\u591f\u667a\u80fd\u5730\u63a2\u7d22\u77e5\u8bc6\u56fe\u8c31\uff0c\u63d0\u9ad8\u68c0\u7d22\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Fast GraphRAG \u662f\u7531 Circlemind AI \u5f00\u53d1\u7684\u4e00\u6b3e\u5f00\u6e90\u5de5\u5177\uff0c\u65e8\u5728\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u548c PageRank \u7b97\u6cd5\u5b9e\u73b0\u9ad8\u6548\u3001\u7cbe\u786e\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u3002\u8be5\u5de5\u5177\u80fd\u591f\u667a\u80fd\u9002\u5e94\u7528\u6237\u7684\u4f7f\u7528\u573a\u666f\u3001\u6570\u636e\u548c\u67e5\u8be2\u9700\u6c42\uff0c\u63d0\u4f9b\u53ef\u89e3\u91ca\u3001\u4f4e\u6210\u672c\u4e14\u9ad8\u6548\u7684&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61731,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,260,243],"class_list":["post-19466","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\/de\/wp-json\/wp\/v2\/posts\/19466","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=19466"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/19466\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61731"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=19466"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=19466"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=19466"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}