{"id":18843,"date":"2025-01-19T14:53:37","date_gmt":"2025-01-19T06:53:37","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18843"},"modified":"2025-07-14T07:39:54","modified_gmt":"2025-07-13T23:39:54","slug":"minirag","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/minirag\/","title":{"rendered":"MiniRAG\uff1a\u7b80\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6846\u67b6\uff0c\u5b9e\u4f53\u56fe\u7d22\u5f15\u53ec\u56de\u76f8\u5173\u6587\u672c\u5757"},"content":{"rendered":"<p>MiniRAG\u662f\u4e00\u4e2a\u6781\u5176\u7b80\u5355\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u5f02\u6784\u56fe\u7d22\u5f15\u548c\u8f7b\u91cf\u7ea7\u62d3\u6251\u589e\u5f3a\u68c0\u7d22\uff0c\u4f7f\u5c0f\u6a21\u578b\u4e5f\u80fd\u5b9e\u73b0\u826f\u597d\u7684RAG\u6027\u80fd\u3002\u8be5\u9879\u76ee\u7531\u9999\u6e2f\u5927\u5b66\u6570\u636e\u79d1\u5b66\u5b9e\u9a8c\u5ba4\uff08HKUDS\uff09\u5f00\u53d1\uff0c\u4e3b\u8981\u89e3\u51b3\u5c0f\u8bed\u8a00\u6a21\u578b\uff08SLM\uff09\u5728\u73b0\u6709RAG\u6846\u67b6\u4e2d\u9762\u4e34\u7684\u6027\u80fd\u4e0b\u964d\u95ee\u9898\u3002MiniRAG\u901a\u8fc7\u5c06\u6587\u672c\u5757\u548c\u547d\u540d\u5b9e\u4f53\u7ed3\u5408\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u7ed3\u6784\u4e2d\uff0c\u51cf\u5c11\u5bf9\u590d\u6742\u8bed\u4e49\u7406\u89e3\u7684\u4f9d\u8d56\uff0c\u5e76\u5229\u7528\u56fe\u7ed3\u6784\u8fdb\u884c\u9ad8\u6548\u7684\u77e5\u8bc6\u53d1\u73b0\u3002\u8be5\u6846\u67b6\u5728\u5b58\u50a8\u7a7a\u95f4\u4ec5\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u65b9\u6cd5\u768425%\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u80fd\u5b9e\u73b0\u76f8\u5f53\u7684\u6027\u80fd\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18849\" title=\"MiniRAG\uff1a\u7b80\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6846\u67b6\uff0c\u5b9e\u4f53\u56fe\u7d22\u5f15\u53ec\u56de\u76f8\u5173\u6587\u672c\u5757-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7f4912e3534423f.png\" alt=\"MiniRAG\uff1a\u7b80\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6846\u67b6\uff0c\u5b9e\u4f53\u56fe\u7d22\u5f15\u53ec\u56de\u76f8\u5173\u6587\u672c\u5757-1\" width=\"1435\" height=\"368\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7f4912e3534423f.png 1435w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7f4912e3534423f-300x77.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7f4912e3534423f-1024x263.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7f4912e3534423f-768x197.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7f4912e3534423f-18x5.png 18w\" sizes=\"auto, (max-width: 1435px) 100vw, 1435px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u5f02\u6784\u56fe\u7d22\u5f15\u673a\u5236\uff1a\u7ed3\u5408\u6587\u672c\u5757\u548c\u547d\u540d\u5b9e\u4f53\uff0c\u51cf\u5c11\u5bf9\u590d\u6742\u8bed\u4e49\u7406\u89e3\u7684\u4f9d\u8d56\u3002<\/li>\n<li>\u8f7b\u91cf\u7ea7\u62d3\u6251\u589e\u5f3a\u68c0\u7d22\uff1a\u5229\u7528\u56fe\u7ed3\u6784\u8fdb\u884c\u9ad8\u6548\u7684\u77e5\u8bc6\u53d1\u73b0\u3002<\/li>\n<li>\u517c\u5bb9\u5c0f\u8bed\u8a00\u6a21\u578b\uff1a\u5728\u8d44\u6e90\u53d7\u9650\u7684\u573a\u666f\u4e0b\uff0c\u63d0\u4f9b\u9ad8\u6548\u7684RAG\u6027\u80fd\u3002<\/li>\n<li>\u7efc\u5408\u57fa\u51c6\u6570\u636e\u96c6\uff1a\u63d0\u4f9bLiHua-World\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u8bc4\u4f30\u8f7b\u91cf\u7ea7RAG\u7cfb\u7edf\u5728\u590d\u6742\u67e5\u8be2\u4e0b\u7684\u8868\u73b0\u3002<\/li>\n<li>\u5b89\u88c5\u7b80\u4fbf\uff1a\u652f\u6301\u4ece\u6e90\u4ee3\u7801\u548cPyPI\u5b89\u88c5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<h4>\u4ece\u6e90\u4ee3\u7801\u5b89\u88c5\uff08\u63a8\u8350\uff09<\/h4>\n<ol>\n<li>\u514b\u9686MiniRAG\u4ed3\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>   git clone https:\/\/github.com\/HKUDS\/MiniRAG.git\r\ncd MiniRAG\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install -e .\r\n<\/code><\/pre>\n<h4>\u4ecePyPI\u5b89\u88c5<\/h4>\n<p>MiniRAG\u57fa\u4e8eLightRAG\uff0c\u56e0\u6b64\u53ef\u4ee5\u76f4\u63a5\u5b89\u88c5\uff1a<\/p>\n<pre><code>pip install lightrag-hku\r\n<\/code><\/pre>\n<h3>\u5feb\u901f\u5f00\u59cb<\/h3>\n<ol>\n<li>\u4e0b\u8f7d\u6240\u9700\u7684\u6570\u636e\u96c6\uff0c\u5e76\u5c06\u5176\u653e\u7f6e\u5728<code>.\/dataset<\/code>\u76ee\u5f55\u4e2d\u3002\u4f8b\u5982\uff0cLiHua-World\u6570\u636e\u96c6\u5df2\u653e\u7f6e\u5728<code>.\/dataset\/LiHua-World\/data\/<\/code>\u76ee\u5f55\u4e2d\u3002<\/li>\n<li>\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u7d22\u5f15\uff1a<\/li>\n<\/ol>\n<pre><code>   python .\/reproduce\/Step_0_index.py\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u8fd0\u884c\u95ee\u7b54\u6a21\u5757\uff1a<\/li>\n<\/ol>\n<pre><code>   python .\/reproduce\/Step_1_QA.py\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li>\u6216\u8005\uff0c\u4f7f\u7528<code>.\/main.py<\/code>\u4e2d\u7684\u4ee3\u7801\u521d\u59cb\u5316MiniRAG\u3002<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>\u5f02\u6784\u56fe\u7d22\u5f15\u673a\u5236<\/h4>\n<p>MiniRAG\u901a\u8fc7\u5c06\u6587\u672c\u5757\u548c\u547d\u540d\u5b9e\u4f53\u7ed3\u5408\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u7ed3\u6784\u4e2d\uff0c\u521b\u5efa\u5f02\u6784\u56fe\u7d22\u5f15\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b9e\u73b0\uff1a<\/p>\n<ol>\n<li>\u51c6\u5907\u597d\u6570\u636e\u96c6\uff0c\u5e76\u786e\u4fdd\u6570\u636e\u96c6\u683c\u5f0f\u7b26\u5408\u8981\u6c42\u3002<\/li>\n<li>\u8fd0\u884c\u7d22\u5f15\u811a\u672c\uff1a<\/li>\n<\/ol>\n<pre><code>   python .\/reproduce\/Step_0_index.py\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u7d22\u5f15\u5b8c\u6210\u540e\uff0c\u6570\u636e\u5c06\u88ab\u5b58\u50a8\u5728\u6307\u5b9a\u76ee\u5f55\u4e2d\uff0c\u4f9b\u540e\u7eed\u68c0\u7d22\u4f7f\u7528\u3002<\/li>\n<\/ol>\n<h4>\u8f7b\u91cf\u7ea7\u62d3\u6251\u589e\u5f3a\u68c0\u7d22<\/h4>\n<p>MiniRAG\u5229\u7528\u56fe\u7ed3\u6784\u8fdb\u884c\u9ad8\u6548\u7684\u77e5\u8bc6\u53d1\u73b0\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c\u68c0\u7d22\uff1a<\/p>\n<ol>\n<li>\u521d\u59cb\u5316MiniRAG\uff1a<\/li>\n<\/ol>\n<pre><code>   from minirag import MiniRAG\r\nmodel = MiniRAG()\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u52a0\u8f7d\u6570\u636e\u96c6\u5e76\u8fdb\u884c\u68c0\u7d22\uff1a<\/li>\n<\/ol>\n<pre><code>   results = model.retrieve(\"\u4f60\u7684\u67e5\u8be2\")\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u5904\u7406\u68c0\u7d22\u7ed3\u679c\u5e76\u751f\u6210\u54cd\u5e94\uff1a<\/li>\n<\/ol>\n<pre><code>   response = model.generate(results)\r\n<\/code><\/pre>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u7528\u6237\u53ef\u4ee5\u5145\u5206\u5229\u7528MiniRAG\u7684\u529f\u80fd\uff0c\u5b9e\u73b0\u9ad8\u6548\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>MiniRAG\u662f\u4e00\u4e2a\u6781\u5176\u7b80\u5355\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u5f02\u6784\u56fe\u7d22\u5f15\u548c\u8f7b\u91cf\u7ea7\u62d3\u6251\u589e\u5f3a\u68c0\u7d22\uff0c\u4f7f\u5c0f\u6a21\u578b\u4e5f\u80fd\u5b9e\u73b0\u826f\u597d\u7684RAG\u6027\u80fd\u3002\u8be5\u9879\u76ee\u7531\u9999\u6e2f\u5927\u5b66\u6570\u636e\u79d1\u5b66\u5b9e\u9a8c\u5ba4\uff08HKUDS\uff09\u5f00\u53d1\uff0c\u4e3b\u8981\u89e3\u51b3\u5c0f\u8bed\u8a00\u6a21\u578b\uff08SLM\uff09\u5728\u73b0\u6709RAG\u6846\u67b6\u4e2d\u9762\u4e34\u7684\u6027\u80fd\u4e0b&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61675,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,260,243],"class_list":["post-18843","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\/pt\/wp-json\/wp\/v2\/posts\/18843","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=18843"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/18843\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/61675"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=18843"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=18843"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=18843"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}