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Linux内核内存管理在LLM推理引擎中的深度工程——从HugePages到KV Cache的NUMA感知实战

深入剖析LLM推理引擎如何利用Linux内核HugePages规避TLB miss、通过NUMA绑定消除跨节点内存访问延迟、使用mlockall避免推理过程中的Page Fault停顿，以及多推理实例场景下的最优NUMA拓扑感知分配。

AI应用开发 2026年09月29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/addons/fastchat/Fastchat.php ( 3.44 KB )
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/www/wwwroot/yebinbing/addons/yunping/Yunping.php ( 19.78 KB )
/www/wwwroot/yebinbing/addons/signin/Signin.php ( 2.24 KB )
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/www/wwwroot/yebinbing/thinkphp/library/think/debug/Html.php ( 4.17 KB )

[ BEHAVIOR ] Run Closure @app_init [ RunTime:0.000083s ]
[ CACHE ] INIT File
[ BEHAVIOR ] Run \addons\cms\Cms @app_init [ RunTime:0.009090s ]
[ BEHAVIOR ] Run \addons\fastchat\Fastchat @app_init [ RunTime:0.000170s ]
[ BEHAVIOR ] Run \addons\log\Log @app_init [ RunTime:0.000419s ]
[ BEHAVIOR ] Run \addons\shop\Shop @app_init [ RunTime:0.003464s ]
[ BEHAVIOR ] Run \addons\yunping\Yunping @app_init [ RunTime:0.000517s ]
[ BEHAVIOR ] Run Closure @app_init [ RunTime:0.000662s ]
[ BEHAVIOR ] Run app\common\behavior\Common @app_init [ RunTime:0.001358s ]
[ LANG ] /www/wwwroot/yebinbing/thinkphp/lang/zh-cn.php
[ BEHAVIOR ] Run app\common\behavior\Common @app_dispatch [ RunTime:0.000106s ]
[ ROUTE ] array ( 'type' => 'method', 'method' => array ( 0 => '\\think\\addons\\Route', 1 => 'execute', ), 'var' => array ( 'addon' => 'cms', 'controller' => 'tag', 'action' => 'index', ), )
[ HEADER ] array ( 'x-forwarded-proto' => 'https', 'cf-visitor' => '{"scheme":"https"}', 'cf-ipcountry' => 'US', 'cf-connecting-ip' => '216.73.216.77', 'cdn-loop' => 'cloudflare; loops=1', 'user-agent' => 'Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; [email protected])', 'accept-encoding' => 'gzip, br', 'accept' => '*/*', 'cf-ray' => 'a4287cca8ec62a9c-CMH', 'x-forwarded-for' => '216.73.216.77', 'host' => 'www.ybb.press', 'content-length' => '', 'content-type' => '', )
[ PARAM ] array ( 'diyname' => 'NUMA优化', )
[ 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:0.004360s ]
[ 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 => 'canonical_url', 6 => '__FILTERLIST__', 7 => '__ORDERLIST__', 8 => '__TAG__', 9 => '__TAGS__', 10 => '__PAGELIST__', ) ]
[ SESSION ] INIT array ( 'id' => '', 'var_session_id' => '', 'prefix' => 'fa_', 'auto_start' => true, 'save_path' => '/www/wwwroot/yebinbing/runtime/session', )
[ BEHAVIOR ] Run \addons\cms\Cms @view_filter [ RunTime:0.000360s ]
[ BEHAVIOR ] Run \addons\shop\Shop @view_filter [ RunTime:0.000119s ]

0.270265s

NUMA优化 首页 NUMA优化

列表 默认 浏览次数 发布日期

Linux内核内存管理在LLM推理引擎中的深度工程——从HugePages到KV Cache的NUMA感知实战

NUMA优化

首页

NUMA优化

列表

默认

浏览次数

发布日期