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GraphRAG：图结构增强检索与关系推理

以图结构作为知识组织与检索基础，结合语义检索与关系推理提升长链路问题的答案质量与可解释性。

图数据库选型：Neo4j与JanusGraph

对比两类图数据库在查询语言、存储后端与扩展能力上的差异，指导工程选型。

Recovered Channel 1273 2026年02月13日 0 点赞 0 评论 1 浏览

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基本文件流程错误 SQL 调试

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/www/wwwroot/yebinbing/thinkphp/library/think/Response.php ( 8.28 KB )
/www/wwwroot/yebinbing/thinkphp/library/think/debug/Html.php ( 4.17 KB )

[ BEHAVIOR ] Run Closure @app_init [ RunTime:0.000092s ]
[ CACHE ] INIT File
[ BEHAVIOR ] Run \addons\cms\Cms @app_init [ RunTime:0.009109s ]
[ BEHAVIOR ] Run Closure @app_init [ RunTime:0.009238s ]
[ BEHAVIOR ] Run app\common\behavior\Common @app_init [ RunTime:0.001455s ]
[ LANG ] /www/wwwroot/yebinbing/thinkphp/lang/zh-cn.php
[ BEHAVIOR ] Run app\common\behavior\Common @app_dispatch [ RunTime:0.000120s ]
[ ROUTE ] array ( 'type' => 'method', 'method' => array ( 0 => '\\think\\addons\\Route', 1 => 'execute', ), 'var' => array ( 'addon' => 'cms', 'controller' => 'tag', 'action' => 'index', ), )
[ HEADER ] array ( 'cf-visitor' => '{"scheme":"https"}', 'cf-ipcountry' => 'US', 'cf-connecting-ip' => '216.73.216.35', 'cdn-loop' => 'cloudflare; loops=1', 'cf-ray' => '9cec3dcb7dcccc78-CMH', 'accept-encoding' => 'gzip, br', 'cookie' => 'PHPSESSID=m9rjuh2opf2infeht4kkja731u', 'accept' => '*/*', 'user-agent' => 'Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; [email protected])', 'connection' => 'close', 'remote-host' => '104.23.243.222', 'x-forwarded-port' => '80', 'x-forwarded-host' => 'www.ybb.press', 'x-forwarded-proto' => 'http', 'x-forwarded-for' => '216.73.216.35, 104.23.243.222', 'x-real-port' => '12111', 'x-real-ip' => '104.23.243.222', 'host' => 'ybb.ybb.press', 'content-length' => '', 'content-type' => '', )
[ PARAM ] array ( 'diyname' => '"图数据库"', )
[ RUN ] think\addons\Route->execute[ /www/wwwroot/yebinbing/vendor/fastadminnet/fastadmin-addons/src/addons/Route.php ]
[ LANG ] /www/wwwroot/yebinbing/public/../application/common/lang/zh-cn/addon.php
[ BEHAVIOR ] Run app\common\behavior\Common @addon_begin [ RunTime:0.004525s ]
[ LANG ] /www/wwwroot/yebinbing/addons/cms/lang/zh-cn.php
[ DB ] INIT mysql
[ VIEW ] /www/wwwroot/yebinbing/addons/cms/view/default/tag.html [ array ( 0 => 'config', 1 => 'user', 2 => 'site', 3 => '__CHANNEL__', 4 => 'isWechat', 5 => '__FILTERLIST__', 6 => '__ORDERLIST__', 7 => '__TAG__', 8 => '__TAGS__', 9 => '__PAGELIST__', ) ]
[ SESSION ] INIT array ( 'id' => '', 'var_session_id' => '', 'prefix' => 'think', 'type' => '', 'auto_start' => true, )
[ BEHAVIOR ] Run \addons\cms\Cms @view_filter [ RunTime:0.000305s ]

0.829252s

"图数据库" 首页 &quot;图数据库&quot;

列表 默认 浏览次数 发布日期

GraphRAG：图结构增强检索与关系推理

图数据库选型：Neo4j与JanusGraph

"图数据库"

首页

"图数据库"

列表

默认

浏览次数

发布日期