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185 KiB
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Theme: Default
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Description: Original highlight.js style
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Author: (c) Ivan Sagalaev <maniac@softwaremaniacs.org>
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Maintainer: @highlightjs/core-team
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License: see project LICENSE
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Touched: 2021
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rel=tag>Mybatis</a><span class=tag-list-count>13</span><li class=tag-list-item><a class=tag-list-link href=/tags/Mysql/ rel=tag>Mysql</a><span class=tag-list-count>13</span><li class=tag-list-item><a class=tag-list-link href=/tags/NameServer/ rel=tag>NameServer</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/PHP/ rel=tag>PHP</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/Preorder-Traversal/ rel=tag>Preorder Traversal</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Print-FooBar-Alternately/ rel=tag>Print FooBar Alternately</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/RPC/ rel=tag>RPC</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/Redis/ rel=tag>Redis</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/Remove-Duplicates-from-Sorted-List/ rel=tag>Remove Duplicates from Sorted List</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/RocketMQ/ rel=tag>RocketMQ</a><span class=tag-list-count>9</span><li class=tag-list-item><a class=tag-list-link href=/tags/Rotate-Image/ rel=tag>Rotate Image</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Rust/ rel=tag>Rust</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/SPI/ rel=tag>SPI</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/Servlet/ rel=tag>Servlet</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Sharding-Jdbc/ rel=tag>Sharding-Jdbc</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/Shift-2D-Grid/ rel=tag>Shift 2D Grid</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Singleton/ rel=tag>Singleton</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Spring/ rel=tag>Spring</a><span class=tag-list-count>7</span><li class=tag-list-item><a class=tag-list-link href=/tags/Spring-Event/ rel=tag>Spring Event</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/SpringBoot/ rel=tag>SpringBoot</a><span class=tag-list-count>22</span><li class=tag-list-item><a class=tag-list-link href=/tags/Sql%E6%B3%A8%E5%85%A5/ rel=tag>Sql注入</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Stream/ rel=tag>Stream</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Synchronized/ rel=tag>Synchronized</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/Thread-dump/ rel=tag>Thread dump</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/ThreadLocal/ rel=tag>ThreadLocal</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/ThreadPool/ rel=tag>ThreadPool</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Tomcat/ rel=tag>Tomcat</a><span class=tag-list-count>13</span><li class=tag-list-item><a class=tag-list-link href=/tags/Trapping-Rain-Water/ rel=tag>Trapping Rain Water</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/WeakReference/ rel=tag>WeakReference</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Web/ rel=tag>Web</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Webhook/ rel=tag>Webhook</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/Windows/ rel=tag>Windows</a><span class=tag-list-count>5</span><li class=tag-list-item><a class=tag-list-link href=/tags/WordPress/ rel=tag>WordPress</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/aqs/ rel=tag>aqs</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/await/ rel=tag>await</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/bloom-filter/ rel=tag>bloom filter</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/c/ rel=tag>c++</a><span class=tag-list-count>14</span><li class=tag-list-item><a class=tag-list-link href=/tags/cglib/ rel=tag>cglib</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/cgroup/ rel=tag>cgroup</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/cluster/ rel=tag>cluster</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/condition/ rel=tag>condition</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/dnsmasq/ rel=tag>dnsmasq</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/docker/ rel=tag>docker</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/dp/ rel=tag>dp</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/dubbo/ rel=tag>dubbo</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/echo/ rel=tag>echo</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/environment/ rel=tag>environment</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/gap-lock/ rel=tag>gap lock</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/gc/ rel=tag>gc</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/git/ rel=tag>git</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/grep/ rel=tag>grep</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/hadoop/ rel=tag>hadoop</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/headscale/ rel=tag>headscale</a><span class=tag-list-count>6</span><li class=tag-list-item><a class=tag-list-link href=/tags/hexo/ rel=tag>hexo</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/http/ rel=tag>http</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/icu4c/ rel=tag>icu4c</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/im/ rel=tag>im</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/is-not-null/ rel=tag>is not null</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/is-null/ rel=tag>is null</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/j-u-c/ rel=tag>j.u.c</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/java/ rel=tag>java</a><span class=tag-list-count>54</span><li class=tag-list-item><a class=tag-list-link href=/tags/jvm/ rel=tag>jvm</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/leetcode/ rel=tag>leetcode</a><span class=tag-list-count>44</span><li class=tag-list-item><a class=tag-list-link href=/tags/leetcode-155/ rel=tag>leetcode 155</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/linked-list/ rel=tag>linked list</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/linux/ rel=tag>linux</a><span class=tag-list-count>7</span><li class=tag-list-item><a class=tag-list-link href=/tags/lock/ rel=tag>lock</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/mac/ rel=tag>mac</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/mfc/ rel=tag>mfc</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/min-stack/ rel=tag>min stack</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/mq/ rel=tag>mq</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/mvcc/ rel=tag>mvcc</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/mysql/ rel=tag>mysql</a><span class=tag-list-count>9</span><li class=tag-list-item><a class=tag-list-link href=/tags/namespace/ rel=tag>namespace</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/nas/ rel=tag>nas</a><span class=tag-list-count>6</span><li class=tag-list-item><a class=tag-list-link href=/tags/next-key-lock/ rel=tag>next-key lock</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/nginx/ rel=tag>nginx</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/nullsfirst/ rel=tag>nullsfirst</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/openresty/ rel=tag>openresty</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/openwrt/ rel=tag>openwrt</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/php/ rel=tag>php</a><span class=tag-list-count>6</span><li class=tag-list-item><a class=tag-list-link href=/tags/powershell/ rel=tag>powershell</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/procedure/ rel=tag>procedure</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/python/ rel=tag>python</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/read-view/ rel=tag>read view</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/redis/ rel=tag>redis</a><span class=tag-list-count>12</span><li class=tag-list-item><a class=tag-list-link href=/tags/scp/ rel=tag>scp</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/signal/ rel=tag>signal</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/sort/ rel=tag>sort</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/spark/ rel=tag>spark</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/ssh/ rel=tag>ssh</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/stack/ rel=tag>stack</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/stream/ rel=tag>stream</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/string/ rel=tag>string</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/swoole/ rel=tag>swoole</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/top/ rel=tag>top</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/trace/ rel=tag>trace</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/uname/ rel=tag>uname</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/unlock/ rel=tag>unlock</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/utf8/ rel=tag>utf8</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/utf8mb4/ rel=tag>utf8mb4</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/utf8mb4-0900-ai-ci/ rel=tag>utf8mb4_0900_ai_ci</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/utf8mb4-general-ci/ rel=tag>utf8mb4_general_ci</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/utf8mb4-unicode-ci/ rel=tag>utf8mb4_unicode_ci</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/value/ rel=tag>value</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/websocket/ rel=tag>websocket</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/windows/ rel=tag>windows</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/wsl/ rel=tag>wsl</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/zookeeper/ rel=tag>zookeeper</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/zsh/ rel=tag>zsh</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B8%89%E9%98%B6%E6%AE%B5%E6%8F%90%E4%BA%A4/ rel=tag>三阶段提交</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B8%8D%E5%8F%AF%E5%8F%98%E5%BC%95%E7%94%A8/ rel=tag>不可变引用</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B8%9C%E4%BA%AC%E5%A5%A5%E8%BF%90%E4%BC%9A/ rel=tag>东京奥运会</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B8%A4%E9%98%B6%E6%AE%B5%E6%8F%90%E4%BA%A4/ rel=tag>两阶段提交</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B8%AD%E5%B1%B1%E8%B7%AF/ rel=tag>中山路</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B8%AD%E5%BA%8F/ rel=tag>中序</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B8%AD%E9%97%B4%E4%BB%B6/ rel=tag>中间件</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B8%BE%E9%87%8D/ rel=tag>举重</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%B9%92%E4%B9%93%E7%90%83/ rel=tag>乒乓球</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%BA%8B%E5%8A%A1/ rel=tag>事务</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%BA%8C%E5%8F%89%E6%A0%91/ rel=tag>二叉树</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%BA%91%E6%9C%8D%E5%8A%A1%E5%99%A8/ rel=tag>云服务器</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%BA%92%E6%96%A5%E9%94%81/ rel=tag>互斥锁</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%BB%A3%E7%A0%81%E9%A2%98%E8%A7%A3/ rel=tag>代码题解</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E4%BF%AE%E7%94%B5%E8%84%91%E7%9A%84/ rel=tag>修电脑的</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%81%8F%E5%90%91%E9%94%81/ rel=tag>偏向锁</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%81%A5%E5%BA%B7%E7%A0%81/ rel=tag>健康码</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%85%AC%E4%BA%A4/ rel=tag>公交</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%85%AC%E4%BA%A4%E8%BD%A6/ rel=tag>公交车</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%86%85%E5%AD%98%E5%88%86%E5%B8%83/ rel=tag>内存分布</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%86%85%E5%AD%98%E6%B3%84%E6%BC%8F/ rel=tag>内存泄漏</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%87%86%E5%A4%87/ rel=tag>准备</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%87%8F%E8%82%A5/ rel=tag>减肥</a><span class=tag-list-count>7</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%88%86%E5%B8%83%E5%BC%8F%E4%BA%8B%E5%8A%A1/ rel=tag>分布式事务</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%88%86%E5%B8%83%E5%BC%8F%E9%94%81/ rel=tag>分布式锁</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%88%87%E7%89%87/ rel=tag>切片</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%88%9D%E5%A7%8B%E5%8C%96/ rel=tag>初始化</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%89%8A%E5%B3%B0%E5%A1%AB%E8%B0%B7/ rel=tag>削峰填谷</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%89%8D%E5%BA%8F/ rel=tag>前序</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8A%A0%E5%A1%9E/ rel=tag>加塞</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8A%A0%E8%BD%BD/ rel=tag>加载</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8D%95%E4%BE%8B/ rel=tag>单例</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8D%9A%E5%AE%A2%EF%BC%8C%E6%96%87%E7%AB%A0/ rel=tag>博客，文章</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8E%A6%E9%97%A8/ rel=tag>厦门</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8F%8C%E4%BA%B2%E5%A7%94%E6%B4%BE/ rel=tag>双亲委派</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8F%91%E8%A1%8C%E7%89%88/ rel=tag>发行版</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8F%A3%E7%BD%A9/ rel=tag>口罩</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%8F%AF%E5%8F%98%E5%BC%95%E7%94%A8/ rel=tag>可变引用</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%90%90%E6%A7%BD/ rel=tag>吐槽</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%9B%A4%E7%89%A9%E8%B5%84/ rel=tag>囤物资</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%9E%83%E5%9C%BE%E5%9B%9E%E6%94%B6/ rel=tag>垃圾回收</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD/ rel=tag>基础设施</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%A4%A7%E6%89%AB%E9%99%A4/ rel=tag>大扫除</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%AD%97%E7%AC%A6%E9%9B%86/ rel=tag>字符集</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%AE%89%E5%85%A8/ rel=tag>安全</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%AE%B9%E9%94%99%E6%9C%BA%E5%88%B6/ rel=tag>容错机制</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%AF%84%E7%94%9F%E8%99%AB/ rel=tag>寄生虫</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B0%84%E5%87%BB/ rel=tag>射击</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B0%8F%E6%8A%80%E5%B7%A7/ rel=tag>小技巧</a><span class=tag-list-count>10</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B1%80%E5%8F%A3%E8%A1%97/ rel=tag>局口街</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B7%A5%E5%85%B7/ rel=tag>工具</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B8%83%E9%9A%86%E8%BF%87%E6%BB%A4%E5%99%A8/ rel=tag>布隆过滤器</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B9%B2%E6%B4%BB/ rel=tag>干活</a><span class=tag-list-count>6</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B9%B4%E4%B8%AD%E6%80%BB%E7%BB%93/ rel=tag>年中总结</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B9%B4%E7%BB%88%E6%80%BB%E7%BB%93/ rel=tag>年终总结</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B9%B6%E5%8F%91/ rel=tag>并发</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B9%B8%E7%A6%8F%E4%BA%86%E5%90%97/ rel=tag>幸福了吗</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%B9%BB%E8%AF%BB/ rel=tag>幻读</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%BA%94%E7%94%A8/ rel=tag>应用</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%BC%80%E8%BD%A6/ rel=tag>开车</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%BC%B1%E5%BC%95%E7%94%A8/ rel=tag>弱引用</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E5%BD%B1%E8%AF%84/ rel=tag>影评</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%81%B6%E6%84%8F%E7%9B%97%E5%88%B7/ rel=tag>恶意盗刷</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%89%80%E6%9C%89%E6%9D%83/ rel=tag>所有权</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%89%93%E5%8D%A1/ rel=tag>打卡</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%89%B6%E6%A2%AF/ rel=tag>扶梯</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%8A%80%E5%B7%A7/ rel=tag>技巧</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%8A%80%E6%9C%AF/ rel=tag>技术</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%8A%98%E8%85%BE/ rel=tag>折腾</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%8B%96%E6%9B%B4/ rel=tag>拖更</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%8D%A2%E8%BD%A6%E7%89%8C/ rel=tag>换车牌</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%8E%92%E5%BA%8F/ rel=tag>排序</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%8E%A5%E9%9B%A8%E6%B0%B4/ rel=tag>接雨水</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%95%B0%E6%8D%AE%E6%BA%90%E5%8A%A8%E6%80%81%E5%88%87%E6%8D%A2/ rel=tag>数据源动态切换</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84/ rel=tag>数据结构</a><span class=tag-list-count>11</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%96%B0%E8%AF%AD%E8%A8%80/ rel=tag>新语言</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%97%85%E6%B8%B8/ rel=tag>旅游</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%97%A5%E5%BF%97/ rel=tag>日志</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%9B%BE%E5%8E%9D%E5%9E%B5/ rel=tag>曾厝垵</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%9C%80%E5%B0%8F%E6%A0%88/ rel=tag>最小栈</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%9D%80%E4%BA%BA%E8%AF%9B%E5%BF%83/ rel=tag>杀人诛心</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%9D%AD%E5%B7%9E/ rel=tag>杭州</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%A0%87%E8%AE%B0%E6%95%B4%E7%90%86/ rel=tag>标记整理</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%A4%8D%E7%89%A9%E5%9B%AD/ rel=tag>植物园</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%B2%99%E8%8C%B6%E9%9D%A2/ rel=tag>沙茶面</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%B3%A8%E8%A7%A3/ rel=tag>注解</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%B5%B7%E8%9B%8E%E7%85%8E/ rel=tag>海蛎煎</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%B6%88%E6%81%AF%E9%98%9F%E5%88%97/ rel=tag>消息队列</a><span class=tag-list-count>9</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%B7%98%E6%B1%B0%E7%AD%96%E7%95%A5/ rel=tag>淘汰策略</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/ rel=tag>深度学习</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%BA%90%E7%A0%81/ rel=tag>源码</a><span class=tag-list-count>11</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/ rel=tag>源码解析</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%94%9F%E6%B4%BB/ rel=tag>生活</a><span class=tag-list-count>42</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%94%B5%E7%93%B6%E8%BD%A6/ rel=tag>电瓶车</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%96%AB%E6%83%85/ rel=tag>疫情</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%9C%8B%E4%B9%A6/ rel=tag>看书</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%9C%8B%E5%89%A7/ rel=tag>看剧</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%9F%A9%E9%98%B5/ rel=tag>矩阵</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%AB%AF%E5%8F%A3%E8%BD%AC%E5%8F%91/ rel=tag>端口转发</a><span class=tag-list-count>3</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%AE%97%E6%B3%95/ rel=tag>算法</a><span class=tag-list-count>5</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%B1%BB%E5%8A%A0%E8%BD%BD/ rel=tag>类加载</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%B3%9F%E5%BF%83%E4%BA%8B/ rel=tag>糟心事</a><span class=tag-list-count>5</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%B4%A2%E5%BC%95/ rel=tag>索引</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%BA%BF%E7%A8%8B%E6%B1%A0/ rel=tag>线程池</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%BC%93%E5%AD%98/ rel=tag>缓存</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%BC%93%E5%AD%98%E5%87%BB%E7%A9%BF/ rel=tag>缓存击穿</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%BC%93%E5%AD%98%E7%A9%BF%E9%80%8F/ rel=tag>缓存穿透</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%BC%93%E5%AD%98%E9%9B%AA%E5%B4%A9/ rel=tag>缓存雪崩</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%BC%96%E7%A0%81/ rel=tag>编码</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E7%BE%8E%E5%9B%BD/ rel=tag>美国</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%80%81%E7%94%B5%E8%84%91/ rel=tag>老电脑</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%87%AA%E5%8A%A8%E8%A3%85%E9%85%8D/ rel=tag>自动装配</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%87%AA%E6%97%8B/ rel=tag>自旋</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%87%AA%E9%80%82%E5%BA%94%E6%8B%93%E5%B1%95/ rel=tag>自适应拓展</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%A3%85%E7%94%B5%E8%84%91/ rel=tag>装电脑</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%A7%84%E5%88%99/ rel=tag>规则</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%A7%A3%E6%9E%90/ rel=tag>解析</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%AE%BE%E8%AE%A1%E6%A8%A1%E5%BC%8F/ rel=tag>设计模式</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%AF%BB%E4%B9%A6/ rel=tag>读书</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%AF%BB%E5%90%8E%E6%84%9F/ rel=tag>读后感</a><span class=tag-list-count>4</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%B4%9F%E8%BD%BD%E5%9D%87%E8%A1%A1/ rel=tag>负载均衡</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%B6%B3%E7%90%83/ rel=tag>足球</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%B7%91%E6%AD%A5/ rel=tag>跑步</a><span class=tag-list-count>7</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%B7%AF%E6%94%BF%E8%A7%84%E5%88%92/ rel=tag>路政规划</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%B7%AF%E7%94%B1%E5%99%A8/ rel=tag>路由器</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%B7%B3%E6%B0%B4/ rel=tag>跳水</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%B8%A9%E8%B8%8F/ rel=tag>踩踏</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%BD%AC%E4%B9%89/ rel=tag>转义</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%BD%BB%E9%87%8F%E7%BA%A7%E9%94%81/ rel=tag>轻量级锁</a><span class=tag-list-count>2</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%BF%87%E6%9C%9F%E7%AD%96%E7%95%A5/ rel=tag>过期策略</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%BF%90%E5%8A%A8/ rel=tag>运动</a><span class=tag-list-count>9</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E8%BF%9C%E7%A8%8B%E5%8A%9E%E5%85%AC/ rel=tag>远程办公</a><span class=tag-list-count>1</span><li class=tag-list-item><a class=tag-list-link href=/tags/%E9%80%92%E5%BD%92/ rel=tag>递归</a><span class=tag-list-count>1</span><li 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href=/tags/%E9%BC%93%E6%B5%AA%E5%B1%BF/ rel=tag>鼓浪屿</a><span class=tag-list-count>1</span></ul></canvas></div></div></div></div></div><div class="sidebar-inner sidebar-blogroll"><div class="links-of-blogroll animated"><div class=links-of-blogroll-title><i class="fa fa-globe fa-fw"></i> 链接</div><ul class=links-of-blogroll-list><li class=links-of-blogroll-item><a href=https://covermusic.cn/ rel=noopener target=_blank title=https://covermusic.cn>69伙伴</a></ul></div></div></aside></div><div class="main-inner index posts-expand"><div class=post-block><article class=post-content itemscope itemtype=http://schema.org/Article><link href=https://nicksxs.me/2025/10/18/%E5%9C%A8claude-code%E4%B8%AD%E4%BD%93%E9%AA%8C%E4%B8%8BGLM%E6%9C%80%E6%96%B0%E6%A8%A1%E5%9E%8B/ itemprop=mainEntityOfPage><span hidden itemprop=author itemscope itemtype=http://schema.org/Person><meta content=/uploads/avatar.jpg itemprop=image><meta content=Nicksxs itemprop=name></span><span hidden itemprop=publisher itemscope itemtype=http://schema.org/Organization><meta content="Nicksxs's Blog" itemprop=name><meta content="learn from zero,技术博客，Nicksxs，史学森" itemprop=description></span><span hidden itemprop=post itemscope itemtype=http://schema.org/CreativeWork><meta content="undefined | Nicksxs's Blog" itemprop=name><meta itemprop=description></span><header class=post-header><h2 itemprop="name headline" class=post-title><a class=post-title-link href=/2025/10/18/%E5%9C%A8claude-code%E4%B8%AD%E4%BD%93%E9%AA%8C%E4%B8%8BGLM%E6%9C%80%E6%96%B0%E6%A8%A1%E5%9E%8B/ itemprop=url>在claude code中体验下GLM最新模型</a></h2><div class=post-meta-container><div class=post-meta><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-calendar"></i> </span><span class=post-meta-item-text>发表于</span> <time itemprop="dateCreated datePublished" title="创建时间：2025-10-18 22:33:49" datetime=2025-10-18T22:33:49+08:00>2025-10-18</time> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-folder"></i> </span><span class=post-meta-item-text>分类于</span> <span itemprop=about itemscope itemtype=http://schema.org/Thing><a href=/categories/LLM/ itemprop=url rel=index><span itemprop=name>LLM</span></a> </span></span><span class="post-meta-item leancloud_visitors" data-flag-title="在claude code中体验下GLM最新模型" id=/2025/10/18/%E5%9C%A8claude-code%E4%B8%AD%E4%BD%93%E9%AA%8C%E4%B8%8BGLM%E6%9C%80%E6%96%B0%E6%A8%A1%E5%9E%8B/ title=阅读次数><span class=post-meta-item-icon><i class="far fa-eye"></i> </span><span class=post-meta-item-text>阅读次数：</span> <span class=leancloud-visitors-count></span> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-comment"></i> </span><span class=post-meta-item-text>Disqus：</span> <a href=/2025/10/18/%E5%9C%A8claude-code%E4%B8%AD%E4%BD%93%E9%AA%8C%E4%B8%8BGLM%E6%9C%80%E6%96%B0%E6%A8%A1%E5%9E%8B/#disqus_thread itemprop=discussionUrl title=disqus><span class="post-comments-count disqus-comment-count" data-disqus-identifier=2025/10/18/在claude-code中体验下GLM最新模型/ itemprop=commentCount></span></a></span></div></div></header><div class=post-body itemprop=articleBody><p>在很久之前最开始体验国产模型的时候就体验了ChatGLM，那个时候属于国内基本没几家有出大语言模型，但是说实话体验效果的确比较一般<br>但是目前GLM也是国内比较头部的大语言模型了，特别是最新出的GLM4.6，看大佬的评测好像比Deepseek V3.2还好一些<br>我们就基于claude code来做一下体验，还是老规矩，用最简单的prompt让它实现个todo应用<br>前置工作我们先去 <a href=https://bigmodel.cn/ rel=noopener target=_blank>bigmodel</a> 申请下apikey<br>申请完了就在我们体验的项目目录下<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br></pre><td class=code><pre><span class=line>export ANTHROPIC_BASE_URL=``https://open.bigmodel.cn/api/anthropic</span><br><span class=line>export ANTHROPIC_AUTH_TOKEN="刚才复制的 API Key"</span><br></pre></table></figure><p>一开始运行还发现模型是不对的，用的是claude的模型<br>需要手动指定<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br></pre><td class=code><pre><span class=line>export ANTHROPIC_DEFAULT_SONNET_MODEL=GLM-4.5</span><br></pre></table></figure><p>这里为什么用4.5呢，因为没付费，不给用4.6<br>所以我们先测一下4.5，待会再看下4.6<br>4.5模型的测了好几次都是中途卡住<br>生成的效果也比较一般<br><img data-src=https://img.nicksxs.me/uPic/DeZ5tR.png><br>接下来我充了值，再试下4.6模型，果然动用了钞能力就是不一样，一遍完成，并且样式也美化了很多<br><img data-src=https://img.nicksxs.me/uPic/U82L0m.png><br>过程中的任务编排也是比较合理，并且逐条完成了，4.5感觉还是完成度不高，4.6给我的感觉可能跟deepseek r1接近，<br>没有特别明显的优势，可能需要更加复杂的任务才能测出来差别，总之国产模型还是有在进步的</div><footer class=post-footer><div class=post-eof></div></footer></article></div><div class=post-block><article class=post-content itemscope itemtype=http://schema.org/Article><link href=https://nicksxs.me/2025/10/12/%E5%B0%86claude%E7%94%A8%E7%9A%84%E6%9B%B4%E6%9C%89%E6%95%88%E4%B8%80%E4%BA%9B%E7%9A%84%E5%B0%8F%E7%AA%8D%E9%97%A8/ itemprop=mainEntityOfPage><span hidden itemprop=author itemscope itemtype=http://schema.org/Person><meta content=/uploads/avatar.jpg itemprop=image><meta content=Nicksxs itemprop=name></span><span hidden itemprop=publisher itemscope itemtype=http://schema.org/Organization><meta content="Nicksxs's Blog" itemprop=name><meta content="learn from zero,技术博客，Nicksxs，史学森" itemprop=description></span><span hidden itemprop=post itemscope itemtype=http://schema.org/CreativeWork><meta content="undefined | Nicksxs's Blog" itemprop=name><meta itemprop=description></span><header class=post-header><h2 itemprop="name headline" class=post-title><a class=post-title-link href=/2025/10/12/%E5%B0%86claude%E7%94%A8%E7%9A%84%E6%9B%B4%E6%9C%89%E6%95%88%E4%B8%80%E4%BA%9B%E7%9A%84%E5%B0%8F%E7%AA%8D%E9%97%A8/ itemprop=url>将claude用的更有效一些的小窍门</a></h2><div class=post-meta-container><div class=post-meta><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-calendar"></i> </span><span class=post-meta-item-text>发表于</span> <time itemprop="dateCreated datePublished" title="创建时间：2025-10-12 20:03:15" datetime=2025-10-12T20:03:15+08:00>2025-10-12</time> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-folder"></i> </span><span class=post-meta-item-text>分类于</span> <span itemprop=about itemscope itemtype=http://schema.org/Thing><a href=/categories/LLM/ itemprop=url rel=index><span itemprop=name>LLM</span></a> </span></span><span class="post-meta-item leancloud_visitors" data-flag-title=将claude用的更有效一些的小窍门 id=/2025/10/12/%E5%B0%86claude%E7%94%A8%E7%9A%84%E6%9B%B4%E6%9C%89%E6%95%88%E4%B8%80%E4%BA%9B%E7%9A%84%E5%B0%8F%E7%AA%8D%E9%97%A8/ title=阅读次数><span class=post-meta-item-icon><i class="far fa-eye"></i> </span><span class=post-meta-item-text>阅读次数：</span> <span class=leancloud-visitors-count></span> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-comment"></i> </span><span class=post-meta-item-text>Disqus：</span> <a href=/2025/10/12/%E5%B0%86claude%E7%94%A8%E7%9A%84%E6%9B%B4%E6%9C%89%E6%95%88%E4%B8%80%E4%BA%9B%E7%9A%84%E5%B0%8F%E7%AA%8D%E9%97%A8/#disqus_thread itemprop=discussionUrl title=disqus><span class="post-comments-count disqus-comment-count" data-disqus-identifier=2025/10/12/将claude用的更有效一些的小窍门/ itemprop=commentCount></span></a></span></div></div></header><div class=post-body itemprop=articleBody><p>claude的模型现在在写代码这块还是比较权威的，只是也别小瞧了本身它的通用能力<br>我们打开类似于gpt，claude经常是以文本形式的提问，再得到文本形式的回答，但是对于我们程序员来说，还有一些用途其实是可以更有效的<br>比如我们可以让claude帮我们画图<br>像我们的uml图，可以用文本化的plantuml或者mermaid等这些工具来画<br>比如我可以让claude给我画个深度学习路径图<figure class="highlight plaintext"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br><span class=line>5</span><br><span class=line>6</span><br><span class=line>7</span><br><span class=line>8</span><br><span class=line>9</span><br><span class=line>10</span><br><span class=line>11</span><br><span class=line>12</span><br><span class=line>13</span><br><span class=line>14</span><br><span class=line>15</span><br><span class=line>16</span><br><span class=line>17</span><br><span class=line>18</span><br><span class=line>19</span><br><span class=line>20</span><br><span class=line>21</span><br><span class=line>22</span><br><span class=line>23</span><br><span class=line>24</span><br><span class=line>25</span><br><span class=line>26</span><br><span class=line>27</span><br><span class=line>28</span><br><span class=line>29</span><br><span class=line>30</span><br><span class=line>31</span><br><span class=line>32</span><br><span class=line>33</span><br><span class=line>34</span><br><span class=line>35</span><br><span class=line>36</span><br><span class=line>37</span><br><span class=line>38</span><br><span class=line>39</span><br><span class=line>40</span><br><span class=line>41</span><br><span class=line>42</span><br><span class=line>43</span><br><span class=line>44</span><br><span class=line>45</span><br><span class=line>46</span><br><span class=line>47</span><br><span class=line>48</span><br><span class=line>49</span><br><span class=line>50</span><br><span class=line>51</span><br><span class=line>52</span><br><span class=line>53</span><br><span class=line>54</span><br><span class=line>55</span><br><span class=line>56</span><br><span class=line>57</span><br><span class=line>58</span><br><span class=line>59</span><br><span class=line>60</span><br><span class=line>61</span><br><span class=line>62</span><br><span class=line>63</span><br><span class=line>64</span><br><span class=line>65</span><br><span class=line>66</span><br><span class=line>67</span><br><span class=line>68</span><br><span class=line>69</span><br><span class=line>70</span><br><span class=line>71</span><br><span class=line>72</span><br><span class=line>73</span><br><span class=line>74</span><br><span class=line>75</span><br><span class=line>76</span><br><span class=line>77</span><br><span class=line>78</span><br><span class=line>79</span><br><span class=line>80</span><br><span class=line>81</span><br><span class=line>82</span><br><span class=line>83</span><br><span class=line>84</span><br><span class=line>85</span><br><span class=line>86</span><br><span class=line>87</span><br><span class=line>88</span><br><span class=line>89</span><br><span class=line>90</span><br><span class=line>91</span><br><span class=line>92</span><br><span class=line>93</span><br><span class=line>94</span><br><span class=line>95</span><br><span class=line>96</span><br><span class=line>97</span><br><span class=line>98</span><br><span class=line>99</span><br><span class=line>100</span><br><span class=line>101</span><br><span class=line>102</span><br><span class=line>103</span><br><span class=line>104</span><br><span class=line>105</span><br><span class=line>106</span><br><span class=line>107</span><br><span class=line>108</span><br><span class=line>109</span><br><span class=line>110</span><br><span class=line>111</span><br><span class=line>112</span><br><span class=line>113</span><br><span class=line>114</span><br><span class=line>115</span><br><span class=line>116</span><br><span class=line>117</span><br><span class=line>118</span><br><span class=line>119</span><br><span class=line>120</span><br><span class=line>121</span><br><span class=line>122</span><br><span class=line>123</span><br><span class=line>124</span><br><span class=line>125</span><br><span class=line>126</span><br><span class=line>127</span><br><span class=line>128</span><br><span class=line>129</span><br><span class=line>130</span><br><span class=line>131</span><br><span class=line>132</span><br><span class=line>133</span><br><span class=line>134</span><br><span class=line>135</span><br><span class=line>136</span><br><span class=line>137</span><br><span class=line>138</span><br><span class=line>139</span><br><span class=line>140</span><br><span class=line>141</span><br><span class=line>142</span><br><span class=line>143</span><br><span class=line>144</span><br><span class=line>145</span><br><span class=line>146</span><br><span class=line>147</span><br><span class=line>148</span><br><span class=line>149</span><br><span class=line>150</span><br><span class=line>151</span><br><span class=line>152</span><br><span class=line>153</span><br><span class=line>154</span><br><span class=line>155</span><br><span class=line>156</span><br><span class=line>157</span><br><span class=line>158</span><br><span class=line>159</span><br><span class=line>160</span><br></pre><td class=code><pre><span class=line>graph TD</span><br><span class=line> Start[开始学习神经网络] --> Phase1[第一阶段: 数学基础]</span><br><span class=line> </span><br><span class=line> Phase1 --> Math1[线性代数]</span><br><span class=line> Phase1 --> Math2[微积分]</span><br><span class=line> Phase1 --> Math3[概率统计]</span><br><span class=line> </span><br><span class=line> Math1 --> Math1a["矩阵运算、特征值<br/>📚 3Blue1Brown线性代数系列<br/>🔗 youtube.com/c/3blue1brown"]</span><br><span class=line> Math2 --> Math2a["偏导数、梯度、链式法则<br/>📚 MIT 18.01单变量微积分<br/>🔗 ocw.mit.edu"]</span><br><span class=line> Math3 --> Math3a["期望、方差、贝叶斯定理<br/>📚 Probabilistic ML书籍<br/>🔗 probml.github.io"]</span><br><span class=line> </span><br><span class=line> Math1a --> Phase2</span><br><span class=line> Math2a --> Phase2</span><br><span class=line> Math3a --> Phase2</span><br><span class=line> </span><br><span class=line> Phase2[第二阶段: 编程基础] --> Prog1[Python编程]</span><br><span class=line> Phase2 --> Prog2[NumPy/Pandas]</span><br><span class=line> Phase2 --> Prog3[数据可视化]</span><br><span class=line> </span><br><span class=line> Prog1 --> Prog1a["基础语法、面向对象<br/>📚 Python Crash Course<br/>🔗 nostarch.com/python-crash-course"]</span><br><span class=line> Prog2 --> Prog2a["数组操作、数据处理<br/>📚 NumPy官方教程<br/>🔗 numpy.org/doc"]</span><br><span class=line> Prog3 --> Prog3a["Matplotlib、Seaborn<br/>📚 Python Data Science Handbook<br/>🔗 jakevdp.github.io"]</span><br><span class=line> </span><br><span class=line> Prog1a --> Phase3</span><br><span class=line> Prog2a --> Phase3</span><br><span class=line> Prog3a --> Phase3</span><br><span class=line> </span><br><span class=line> Phase3[第三阶段: 机器学习基础] --> ML1[监督学习]</span><br><span class=line> Phase3 --> ML2[损失函数]</span><br><span class=line> Phase3 --> ML3[优化算法]</span><br><span class=line> </span><br><span class=line> ML1 --> ML1a["线性回归、逻辑回归<br/>📚 Andrew Ng ML课程<br/>🔗 coursera.org/learn/machine-learning"]</span><br><span class=line> ML2 --> ML2a["MSE、交叉熵<br/>📚 Deep Learning Book Ch5<br/>🔗 deeplearningbook.org"]</span><br><span class=line> ML3 --> ML3a["梯度下降、SGD<br/>📚 Sebastian Ruder优化综述<br/>🔗 ruder.io/optimizing-gradient-descent"]</span><br><span class=line> </span><br><span class=line> ML1a --> Phase4</span><br><span class=line> ML2a --> Phase4</span><br><span class=line> ML3a --> Phase4</span><br><span class=line> </span><br><span class=line> Phase4[第四阶段: 神经网络基础] --> NN1[感知机]</span><br><span class=line> Phase4 --> NN2[前馈神经网络]</span><br><span class=line> Phase4 --> NN3[反向传播]</span><br><span class=line> </span><br><span class=line> NN1 --> NN1a["单层感知机、多层感知机<br/>📚 Neural Networks and Deep Learning<br/>🔗 neuralnetworksanddeeplearning.com"]</span><br><span class=line> NN2 --> NN2a["全连接层、激活函数<br/>📚 Stanford CS231n Lecture 4<br/>🔗 cs231n.stanford.edu"]</span><br><span class=line> NN3 --> NN3a["链式法则、梯度计算<br/>📚 Backprop Calculus详解<br/>🔗 colah.github.io"]</span><br><span class=line> </span><br><span class=line> NN1a --> Phase5</span><br><span class=line> NN2a --> Phase5</span><br><span class=line> NN3a --> Phase5</span><br><span class=line> </span><br><span class=line> Phase5[第五阶段: 深度学习框架] --> FW1[PyTorch]</span><br><span class=line> Phase5 --> FW2[TensorFlow/Keras]</span><br><span class=line> </span><br><span class=line> FW1 --> FW1a["Tensor操作、自动微分<br/>📚 PyTorch官方教程<br/>🔗 pytorch.org/tutorials"]</span><br><span class=line> FW2 --> FW2a["模型构建、训练流程<br/>📚 TensorFlow实战<br/>🔗 tensorflow.org/tutorials"]</span><br><span class=line> </span><br><span class=line> FW1a --> Phase6</span><br><span class=line> FW2a --> Phase6</span><br><span class=line> </span><br><span class=line> Phase6[第六阶段: 卷积神经网络CNN] --> CNN1[卷积层原理]</span><br><span class=line> Phase6 --> CNN2[经典架构]</span><br><span class=line> Phase6 --> CNN3[应用领域]</span><br><span class=line> </span><br><span class=line> CNN1 --> CNN1a["卷积、池化、感受野<br/>📚 CS231n Convolutional Networks<br/>🔗 cs231n.github.io/convolutional-networks"]</span><br><span class=line> CNN2 --> CNN2a["LeNet、AlexNet、VGG<br/>ResNet、Inception、EfficientNet<br/>📚 论文集合: paperswithcode.com<br/>🔗 paperswithcode.com/methods/category/convolutional-neural-networks"]</span><br><span class=line> CNN3 --> CNN3a["图像分类、目标检测、分割<br/>📚 Computer Vision: Algorithms and Applications<br/>🔗 szeliski.org/Book"]</span><br><span class=line> </span><br><span class=line> CNN1a --> Phase7</span><br><span class=line> CNN2a --> Phase7</span><br><span class=line> CNN3a --> Phase7</span><br><span class=line> </span><br><span class=line> Phase7[第七阶段: 循环神经网络RNN] --> RNN1[RNN基础]</span><br><span class=line> Phase7 --> RNN2[LSTM/GRU]</span><br><span class=line> Phase7 --> RNN3[序列建模]</span><br><span class=line> </span><br><span class=line> RNN1 --> RNN1a["循环结构、时间展开<br/>📚 Understanding LSTM Networks<br/>🔗 colah.github.io/posts/2015-08-Understanding-LSTMs"]</span><br><span class=line> RNN2 --> RNN2a["门控机制、长期依赖<br/>📚 Illustrated Guide to LSTM/GRU<br/>🔗 towardsdatascience.com"]</span><br><span class=line> RNN3 --> RNN3a["时间序列、语言模型<br/>📚 Sequence Models课程<br/>🔗 coursera.org/learn/nlp-sequence-models"]</span><br><span class=line> </span><br><span class=line> RNN1a --> Phase8</span><br><span class=line> RNN2a --> Phase8</span><br><span class=line> RNN3a --> Phase8</span><br><span class=line> </span><br><span class=line> Phase8[第八阶段: 注意力机制与Transformer] --> ATT1[注意力机制]</span><br><span class=line> Phase8 --> ATT2[Transformer架构]</span><br><span class=line> Phase8 --> ATT3[预训练模型]</span><br><span class=line> </span><br><span class=line> ATT1 --> ATT1a["Self-Attention、Multi-Head<br/>📚 Attention Is All You Need<br/>🔗 arxiv.org/abs/1706.03762"]</span><br><span class=line> ATT2 --> ATT2a["Encoder-Decoder、位置编码<br/>📚 The Illustrated Transformer<br/>🔗 jalammar.github.io/illustrated-transformer"]</span><br><span class=line> ATT3 --> ATT3a["BERT、GPT系列、T5<br/>📚 Hugging Face Course<br/>🔗 huggingface.co/course"]</span><br><span class=line> </span><br><span class=line> ATT1a --> Phase9</span><br><span class=line> ATT2a --> Phase9</span><br><span class=line> ATT3a --> Phase9</span><br><span class=line> </span><br><span class=line> Phase9[第九阶段: 生成模型] --> GEN1[自编码器]</span><br><span class=line> Phase9 --> GEN2[生成对抗网络GAN]</span><br><span class=line> Phase9 --> GEN3[扩散模型]</span><br><span class=line> </span><br><span class=line> GEN1 --> GEN1a["AE、VAE、特征学习<br/>📚 Tutorial on VAE<br/>🔗 arxiv.org/abs/1606.05908"]</span><br><span class=line> GEN2 --> GEN2a["判别器、生成器、对抗训练<br/>📚 GAN Lab交互式可视化<br/>🔗 poloclub.github.io/ganlab"]</span><br><span class=line> GEN3 --> GEN3a["DDPM、Stable Diffusion<br/>📚 Diffusion Models教程<br/>🔗 lilianweng.github.io/posts/2021-07-11-diffusion-models"]</span><br><span class=line> </span><br><span class=line> GEN1a --> Phase10</span><br><span class=line> GEN2a --> Phase10</span><br><span class=line> GEN3a --> Phase10</span><br><span class=line> </span><br><span class=line> Phase10[第十阶段: 高级技术] --> ADV1[正则化技术]</span><br><span class=line> Phase10 --> ADV2[优化技巧]</span><br><span class=line> Phase10 --> ADV3[模型压缩]</span><br><span class=line> </span><br><span class=line> ADV1 --> ADV1a["Dropout、BatchNorm、数据增强<br/>📚 CS231n训练技巧<br/>🔗 cs231n.github.io/neural-networks-2"]</span><br><span class=line> ADV2 --> ADV2a["Adam、学习率调度、梯度裁剪<br/>📚 An Overview of Optimization<br/>🔗 arxiv.org/abs/1609.04747"]</span><br><span class=line> ADV3 --> ADV3a["剪枝、量化、知识蒸馏<br/>📚 Model Compression Survey<br/>🔗 arxiv.org/abs/1710.09282"]</span><br><span class=line> </span><br><span class=line> ADV1a --> Phase11</span><br><span class=line> ADV2a --> Phase11</span><br><span class=line> ADV3a --> Phase11</span><br><span class=line> </span><br><span class=line> Phase11[第十一阶段: 实践项目] --> PROJ1[计算机视觉项目]</span><br><span class=line> Phase11 --> PROJ2[自然语言处理项目]</span><br><span class=line> Phase11 --> PROJ3[多模态项目]</span><br><span class=line> </span><br><span class=line> PROJ1 --> PROJ1a["Kaggle图像竞赛<br/>物体检测系统<br/>📚 PyImageSearch教程<br/>🔗 pyimagesearch.com"]</span><br><span class=line> PROJ2 --> PROJ2a["文本分类、情感分析<br/>问答系统、对话机器人<br/>📚 实战项目集合<br/>🔗 github.com/dair-ai/ML-Papers-Explained"]</span><br><span class=line> PROJ3 --> PROJ3a["图像描述、视觉问答<br/>📚 OpenAI CLIP论文<br/>🔗 arxiv.org/abs/2103.00020"]</span><br><span class=line> </span><br><span class=line> PROJ1a --> Phase12</span><br><span class=line> PROJ2a --> Phase12</span><br><span class=line> PROJ3a --> Phase12</span><br><span class=line> </span><br><span class=line> Phase12[第十二阶段: 前沿研究] --> RES1[大语言模型LLM]</span><br><span class=line> Phase12 --> RES2[强化学习]</span><br><span class=line> Phase12 --> RES3[神经架构搜索]</span><br><span class=line> </span><br><span class=line> RES1 --> RES1a["GPT-4、Claude、Llama系列<br/>📚 LLM综述论文<br/>🔗 arxiv.org/abs/2303.18223"]</span><br><span class=line> RES2 --> RES2a["DQN、PPO、AlphaGo<br/>📚 Spinning Up in Deep RL<br/>🔗 spinningup.openai.com"]</span><br><span class=line> RES3 --> RES3a["AutoML、NAS方法<br/>📚 NAS Survey<br/>🔗 arxiv.org/abs/1808.05377"]</span><br><span class=line> </span><br><span class=line> RES1a --> End</span><br><span class=line> RES2a --> End</span><br><span class=line> RES3a --> End</span><br><span class=line> </span><br><span class=line> End[🎓 持续学习与研究]</span><br><span class=line> </span><br><span class=line> style Start fill:#e1f5e1</span><br><span class=line> style Phase1 fill:#fff4e6</span><br><span class=line> style Phase2 fill:#fff4e6</span><br><span class=line> style Phase3 fill:#e3f2fd</span><br><span class=line> style Phase4 fill:#e3f2fd</span><br><span class=line> style Phase5 fill:#f3e5f5</span><br><span class=line> style Phase6 fill:#fce4ec</span><br><span class=line> style Phase7 fill:#fce4ec</span><br><span class=line> style Phase8 fill:#e0f2f1</span><br><span class=line> style Phase9 fill:#fff9c4</span><br><span class=line> style Phase10 fill:#ffebee</span><br><span class=line> style Phase11 fill:#e8f5e9</span><br><span class=line> style Phase12 fill:#e1bee7</span><br><span class=line> style End fill:#c8e6c9</span><br></pre></table></figure><p>生成出来的图效果还是挺不错的<br><img data-src=https://img.nicksxs.me/uPic/Z0yZeI.png><br>另外比如我们想要生成一个电商系统的下单交易流程<figure class="highlight plaintext"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br><span class=line>5</span><br><span class=line>6</span><br><span class=line>7</span><br><span class=line>8</span><br><span class=line>9</span><br><span class=line>10</span><br><span class=line>11</span><br><span class=line>12</span><br><span class=line>13</span><br><span class=line>14</span><br><span class=line>15</span><br><span class=line>16</span><br><span class=line>17</span><br><span class=line>18</span><br><span class=line>19</span><br><span class=line>20</span><br><span class=line>21</span><br><span class=line>22</span><br><span class=line>23</span><br><span class=line>24</span><br><span class=line>25</span><br><span class=line>26</span><br><span class=line>27</span><br><span class=line>28</span><br><span class=line>29</span><br><span class=line>30</span><br><span class=line>31</span><br><span class=line>32</span><br><span class=line>33</span><br><span class=line>34</span><br><span class=line>35</span><br><span class=line>36</span><br><span class=line>37</span><br><span class=line>38</span><br><span class=line>39</span><br><span class=line>40</span><br><span class=line>41</span><br><span class=line>42</span><br><span class=line>43</span><br><span class=line>44</span><br><span class=line>45</span><br><span class=line>46</span><br><span class=line>47</span><br><span class=line>48</span><br><span class=line>49</span><br><span class=line>50</span><br><span class=line>51</span><br><span class=line>52</span><br><span class=line>53</span><br><span class=line>54</span><br><span class=line>55</span><br><span class=line>56</span><br><span class=line>57</span><br><span class=line>58</span><br><span class=line>59</span><br><span class=line>60</span><br><span class=line>61</span><br><span class=line>62</span><br><span class=line>63</span><br><span class=line>64</span><br><span class=line>65</span><br><span class=line>66</span><br><span class=line>67</span><br><span class=line>68</span><br><span class=line>69</span><br><span class=line>70</span><br><span class=line>71</span><br><span class=line>72</span><br><span class=line>73</span><br><span class=line>74</span><br><span class=line>75</span><br><span class=line>76</span><br><span class=line>77</span><br><span class=line>78</span><br><span class=line>79</span><br><span class=line>80</span><br><span class=line>81</span><br><span class=line>82</span><br><span class=line>83</span><br><span class=line>84</span><br><span class=line>85</span><br><span class=line>86</span><br><span class=line>87</span><br><span class=line>88</span><br><span class=line>89</span><br><span class=line>90</span><br><span class=line>91</span><br><span class=line>92</span><br><span class=line>93</span><br><span class=line>94</span><br><span class=line>95</span><br><span class=line>96</span><br><span class=line>97</span><br><span class=line>98</span><br><span class=line>99</span><br><span class=line>100</span><br><span class=line>101</span><br><span class=line>102</span><br><span class=line>103</span><br><span class=line>104</span><br><span class=line>105</span><br><span class=line>106</span><br><span class=line>107</span><br><span class=line>108</span><br><span class=line>109</span><br><span class=line>110</span><br><span class=line>111</span><br><span class=line>112</span><br><span class=line>113</span><br><span class=line>114</span><br><span class=line>115</span><br><span class=line>116</span><br><span class=line>117</span><br><span class=line>118</span><br><span class=line>119</span><br><span class=line>120</span><br><span class=line>121</span><br><span class=line>122</span><br><span class=line>123</span><br><span class=line>124</span><br><span class=line>125</span><br><span class=line>126</span><br><span class=line>127</span><br><span class=line>128</span><br><span class=line>129</span><br><span class=line>130</span><br><span class=line>131</span><br><span class=line>132</span><br><span class=line>133</span><br><span class=line>134</span><br><span class=line>135</span><br><span class=line>136</span><br><span class=line>137</span><br><span class=line>138</span><br><span class=line>139</span><br><span class=line>140</span><br><span class=line>141</span><br><span class=line>142</span><br><span class=line>143</span><br><span class=line>144</span><br><span class=line>145</span><br><span class=line>146</span><br><span class=line>147</span><br><span class=line>148</span><br><span class=line>149</span><br><span class=line>150</span><br><span class=line>151</span><br><span class=line>152</span><br><span class=line>153</span><br><span class=line>154</span><br><span class=line>155</span><br><span class=line>156</span><br><span class=line>157</span><br><span class=line>158</span><br><span class=line>159</span><br><span class=line>160</span><br><span class=line>161</span><br><span class=line>162</span><br><span class=line>163</span><br><span class=line>164</span><br><span class=line>165</span><br><span class=line>166</span><br><span class=line>167</span><br><span class=line>168</span><br><span class=line>169</span><br><span class=line>170</span><br><span class=line>171</span><br><span class=line>172</span><br><span class=line>173</span><br><span class=line>174</span><br><span class=line>175</span><br><span class=line>176</span><br><span class=line>177</span><br><span class=line>178</span><br><span class=line>179</span><br><span class=line>180</span><br><span class=line>181</span><br><span class=line>182</span><br><span class=line>183</span><br><span class=line>184</span><br><span class=line>185</span><br><span class=line>186</span><br><span class=line>187</span><br><span class=line>188</span><br><span class=line>189</span><br><span class=line>190</span><br><span class=line>191</span><br><span class=line>192</span><br><span class=line>193</span><br><span class=line>194</span><br><span class=line>195</span><br><span class=line>196</span><br><span class=line>197</span><br><span class=line>198</span><br><span class=line>199</span><br><span class=line>200</span><br><span class=line>201</span><br><span class=line>202</span><br><span class=line>203</span><br><span class=line>204</span><br><span class=line>205</span><br><span class=line>206</span><br><span class=line>207</span><br><span class=line>208</span><br><span class=line>209</span><br><span class=line>210</span><br><span class=line>211</span><br><span class=line>212</span><br><span class=line>213</span><br><span class=line>214</span><br><span class=line>215</span><br><span class=line>216</span><br><span class=line>217</span><br><span class=line>218</span><br><span class=line>219</span><br><span class=line>220</span><br><span class=line>221</span><br><span class=line>222</span><br><span class=line>223</span><br><span class=line>224</span><br><span class=line>225</span><br><span class=line>226</span><br><span class=line>227</span><br><span class=line>228</span><br><span class=line>229</span><br><span class=line>230</span><br><span class=line>231</span><br><span class=line>232</span><br><span class=line>233</span><br><span class=line>234</span><br><span class=line>235</span><br><span class=line>236</span><br><span class=line>237</span><br><span class=line>238</span><br><span class=line>239</span><br><span class=line>240</span><br><span class=line>241</span><br><span class=line>242</span><br><span class=line>243</span><br><span class=line>244</span><br><span class=line>245</span><br><span class=line>246</span><br><span class=line>247</span><br><span class=line>248</span><br><span class=line>249</span><br><span class=line>250</span><br><span class=line>251</span><br><span class=line>252</span><br><span class=line>253</span><br><span class=line>254</span><br><span class=line>255</span><br><span class=line>256</span><br><span class=line>257</span><br><span class=line>258</span><br><span class=line>259</span><br><span class=line>260</span><br><span class=line>261</span><br><span class=line>262</span><br><span class=line>263</span><br><span class=line>264</span><br><span class=line>265</span><br><span class=line>266</span><br><span class=line>267</span><br><span class=line>268</span><br></pre><td class=code><pre><span class=line>sequenceDiagram</span><br><span class=line> actor User as 👤 用户</span><br><span class=line> participant Web as 🌐 Web/App前端</span><br><span class=line> participant Gateway as 🚪 API网关</span><br><span class=line> participant Auth as 🔐 认证服务</span><br><span class=line> participant Product as 📦 商品服务</span><br><span class=line> participant Cart as 🛒 购物车服务</span><br><span class=line> participant Order as 📋 订单服务</span><br><span class=line> participant Inventory as 📊 库存服务</span><br><span class=line> participant Coupon as 🎫 优惠券服务</span><br><span class=line> participant Payment as 💳 支付服务</span><br><span class=line> participant PayGateway as 💰 支付网关</span><br><span class=line> participant MQ as 📨 消息队列</span><br><span class=line> participant WMS as 🏭 仓储系统</span><br><span class=line> participant Logistics as 🚚 物流系统</span><br><span class=line> participant Notify as 📧 通知服务</span><br><span class=line> participant AfterSale as 🔄 售后服务</span><br><span class=line> participant Finance as 💵 财务系统</span><br><span class=line></span><br><span class=line> Note over User,Finance: 📚 参考架构：微服务电商系统<br/>🔗 github.com/macrozheng/mall</span><br><span class=line></span><br><span class=line> %% 登录认证阶段</span><br><span class=line> rect rgb(230, 245, 255)</span><br><span class=line> Note over User,Auth: 第一阶段：用户认证</span><br><span class=line> User->>Web: 1. 打开电商平台</span><br><span class=line> Web->>Gateway: 2. 请求登录页面</span><br><span class=line> Gateway->>Auth: 3. 验证会话状态</span><br><span class=line> </span><br><span class=line> alt 未登录</span><br><span class=line> Auth-->>Web: 4. 返回登录页面</span><br><span class=line> User->>Web: 5. 输入账号密码/手机验证码</span><br><span class=line> Web->>Auth: 6. 提交登录请求</span><br><span class=line> Note right of Auth: 🔐 JWT Token生成<br/>📚 RFC 7519标准<br/>🔗 jwt.io</span><br><span class=line> Auth->>Auth: 7. 验证凭证</span><br><span class=line> Auth-->>Web: 8. 返回Token</span><br><span class=line> Web->>Web: 9. 存储Token到Cookie/LocalStorage</span><br><span class=line> else 已登录</span><br><span class=line> Auth-->>Web: 4. 验证通过</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 商品浏览阶段</span><br><span class=line> rect rgb(245, 255, 230)</span><br><span class=line> Note over User,Product: 第二阶段：商品浏览</span><br><span class=line> User->>Web: 10. 搜索/浏览商品</span><br><span class=line> Web->>Gateway: 11. 商品查询请求</span><br><span class=line> Gateway->>Product: 12. 转发查询</span><br><span class=line> Note right of Product: 🔍 Elasticsearch全文搜索<br/>📚 搜索引擎实战<br/>🔗 elastic.co/guide</span><br><span class=line> Product->>Product: 13. 从ES/缓存查询</span><br><span class=line> Product-->>Web: 14. 返回商品列表</span><br><span class=line> </span><br><span class=line> User->>Web: 15. 点击商品详情</span><br><span class=line> Web->>Gateway: 16. 请求商品详情</span><br><span class=line> Gateway->>Product: 17. 查询商品信息</span><br><span class=line> Gateway->>Inventory: 18. 查询库存信息</span><br><span class=line> Note right of Inventory: 💾 Redis缓存+MySQL<br/>📚 缓存穿透/击穿方案<br/>🔗 redis.io/topics/lru-cache</span><br><span class=line> </span><br><span class=line> par 并行查询</span><br><span class=line> Product-->>Gateway: 19a. 返回商品详情</span><br><span class=line> and</span><br><span class=line> Inventory-->>Gateway: 19b. 返回库存数量</span><br><span class=line> end</span><br><span class=line> Gateway-->>Web: 20. 聚合返回</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 购物车阶段</span><br><span class=line> rect rgb(255, 245, 230)</span><br><span class=line> Note over User,Cart: 第三阶段：加入购物车</span><br><span class=line> User->>Web: 21. 选择规格并加入购物车</span><br><span class=line> Web->>Gateway: 22. 加购请求</span><br><span class=line> Gateway->>Cart: 23. 添加到购物车</span><br><span class=line> Note right of Cart: 🗄️ Redis存储购物车<br/>📚 分布式Session方案<br/>🔗 spring.io/projects/spring-session</span><br><span class=line> Cart->>Inventory: 24. 验证库存是否充足</span><br><span class=line> Inventory-->>Cart: 25. 返回库存状态</span><br><span class=line> Cart->>Cart: 26. 计算商品小计</span><br><span class=line> Cart-->>Web: 27. 返回购物车数据</span><br><span class=line> </span><br><span class=line> User->>Web: 28. 查看购物车</span><br><span class=line> Web->>Gateway: 29. 获取购物车列表</span><br><span class=line> Gateway->>Cart: 30. 查询购物车</span><br><span class=line> Cart->>Product: 31. 批量查询商品最新价格</span><br><span class=line> Cart->>Coupon: 32. 查询可用优惠券</span><br><span class=line> Note right of Coupon: 🎫 优惠券系统设计<br/>📚 促销引擎架构<br/>🔗 tech.meituan.com</span><br><span class=line> </span><br><span class=line> par 并行查询</span><br><span class=line> Product-->>Cart: 33a. 返回价格信息</span><br><span class=line> and</span><br><span class=line> Coupon-->>Cart: 33b. 返回可用优惠券</span><br><span class=line> end</span><br><span class=line> Cart-->>Web: 34. 返回购物车详情</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 订单创建阶段</span><br><span class=line> rect rgb(255, 240, 245)</span><br><span class=line> Note over User,Order: 第四阶段：订单创建</span><br><span class=line> User->>Web: 35. 点击结算</span><br><span class=line> Web->>Gateway: 36. 进入结算页</span><br><span class=line> Gateway->>Order: 37. 创建预订单</span><br><span class=line> </span><br><span class=line> User->>Web: 38. 选择收货地址/优惠券</span><br><span class=line> Web->>Gateway: 39. 提交订单</span><br><span class=line> Gateway->>Order: 40. 创建订单请求</span><br><span class=line> </span><br><span class=line> Note right of Order: 🔢 雪花算法生成订单号<br/>📚 分布式ID生成方案<br/>🔗 github.com/twitter/snowflake</span><br><span class=line> Order->>Order: 41. 生成订单号</span><br><span class=line> Order->>Coupon: 42. 锁定优惠券</span><br><span class=line> Order->>Inventory: 43. 预扣减库存</span><br><span class=line> Note right of Inventory: ⚠️ 分布式锁防超卖<br/>📚 Redis+Lua脚本<br/>🔗 redisson.org</span><br><span class=line> </span><br><span class=line> alt 库存充足</span><br><span class=line> Inventory-->>Order: 44. 扣减成功</span><br><span class=line> Coupon-->>Order: 45. 锁定成功</span><br><span class=line> Order->>Order: 46. 订单状态：待支付</span><br><span class=line> Order-->>Web: 47. 返回订单信息</span><br><span class=line> else 库存不足</span><br><span class=line> Inventory-->>Order: 44. 库存不足</span><br><span class=line> Order-->>Web: 47. 返回库存不足提示</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 支付阶段</span><br><span class=line> rect rgb(240, 248, 255)</span><br><span class=line> Note over User,PayGateway: 第五阶段：支付处理</span><br><span class=line> User->>Web: 48. 选择支付方式</span><br><span class=line> Web->>Gateway: 49. 发起支付请求</span><br><span class=line> Gateway->>Payment: 50. 创建支付单</span><br><span class=line> </span><br><span class=line> Note right of Payment: 💳 聚合支付设计<br/>📚 支付系统架构<br/>🔗 github.com/Exrick/xpay</span><br><span class=line> Payment->>Payment: 51. 生成支付单号</span><br><span class=line> Payment->>Order: 52. 关联订单</span><br><span class=line> Payment->>PayGateway: 53. 调用支付渠道</span><br><span class=line> </span><br><span class=line> alt 支付宝支付</span><br><span class=line> Note right of PayGateway: 💰 支付宝SDK<br/>📚 开放平台文档<br/>🔗 opendocs.alipay.com</span><br><span class=line> PayGateway->>PayGateway: 54. 调用支付宝API</span><br><span class=line> else 微信支付</span><br><span class=line> Note right of PayGateway: 💚 微信支付API<br/>📚 支付开发文档<br/>🔗 pay.weixin.qq.com</span><br><span class=line> PayGateway->>PayGateway: 54. 调用微信支付API</span><br><span class=line> end</span><br><span class=line> </span><br><span class=line> PayGateway-->>User: 55. 返回支付页面/二维码</span><br><span class=line> User->>User: 56. 完成支付操作</span><br><span class=line> </span><br><span class=line> Note over PayGateway,Payment: 🔔 异步回调通知</span><br><span class=line> PayGateway->>Payment: 57. 支付成功回调</span><br><span class=line> Note right of Payment: 📚 幂等性设计<br/>🔗 martinfowler.com/articles/patterns-of-distributed-systems</span><br><span class=line> Payment->>Payment: 58. 验证签名并去重</span><br><span class=line> Payment->>Order: 59. 更新订单状态为已支付</span><br><span class=line> Payment->>MQ: 60. 发送支付成功消息</span><br><span class=line> </span><br><span class=line> par 异步处理</span><br><span class=line> MQ->>Notify: 61a. 发送通知</span><br><span class=line> Note right of Notify: 📧 消息推送<br/>📚 RabbitMQ/Kafka<br/>🔗 rabbitmq.com</span><br><span class=line> Notify->>User: 短信/邮件/Push通知</span><br><span class=line> and</span><br><span class=line> MQ->>Order: 61b. 确认订单</span><br><span class=line> Order->>Order: 更新订单：待发货</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 仓储物流阶段</span><br><span class=line> rect rgb(232, 245, 233)</span><br><span class=line> Note over Order,Logistics: 第六阶段：仓储配送</span><br><span class=line> Order->>WMS: 62. 推送发货指令</span><br><span class=line> Note right of WMS: 📦 WMS系统设计<br/>📚 仓储管理实践<br/>🔗 github.com/topics/wms</span><br><span class=line> </span><br><span class=line> WMS->>WMS: 63. 订单拆分（多仓）</span><br><span class=line> WMS->>WMS: 64. 波次拣货</span><br><span class=line> WMS->>WMS: 65. 打包称重</span><br><span class=line> WMS->>Logistics: 66. 创建物流订单</span><br><span class=line> </span><br><span class=line> Note right of Logistics: 🚚 电子面单生成<br/>📚 菜鸟/快递鸟API<br/>🔗 kdniao.com</span><br><span class=line> Logistics->>Logistics: 67. 生成运单号</span><br><span class=line> Logistics->>Logistics: 68. 打印电子面单</span><br><span class=line> Logistics-->>WMS: 69. 返回物流信息</span><br><span class=line> </span><br><span class=line> WMS->>Order: 70. 更新订单为已发货</span><br><span class=line> Order->>MQ: 71. 发送发货消息</span><br><span class=line> MQ->>Notify: 72. 通知用户已发货</span><br><span class=line> Notify->>User: 73. 发送物流信息</span><br><span class=line> </span><br><span class=line> loop 物流跟踪</span><br><span class=line> Logistics->>Logistics: 74. 更新物流轨迹</span><br><span class=line> Note right of Logistics: 🗺️ 物流轨迹追踪<br/>📚 快递100 API<br/>🔗 kuaidi100.com</span><br><span class=line> Logistics->>Order: 75. 同步物流状态</span><br><span class=line> Order->>Notify: 76. 推送物流更新</span><br><span class=line> Notify->>User: 77. 实时物流通知</span><br><span class=line> end</span><br><span class=line> </span><br><span class=line> Logistics->>Order: 78. 签收成功</span><br><span class=line> Order->>Order: 79. 更新订单：已签收</span><br><span class=line> Order->>MQ: 80. 发送签收消息</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 订单完成阶段</span><br><span class=line> rect rgb(255, 243, 224)</span><br><span class=line> Note over User,Finance: 第七阶段：订单完成</span><br><span class=line> MQ->>Order: 81. 触发自动确认收货定时器</span><br><span class=line> Note right of Order: ⏰ 7天自动确认<br/>📚 XXL-Job定时任务<br/>🔗 xuxueli.com/xxl-job</span><br><span class=line> </span><br><span class=line> alt 用户主动确认</span><br><span class=line> User->>Web: 82a. 确认收货</span><br><span class=line> Web->>Order: 83a. 确认收货请求</span><br><span class=line> else 超时自动确认</span><br><span class=line> Order->>Order: 82b. 7天后自动确认</span><br><span class=line> end</span><br><span class=line> </span><br><span class=line> Order->>Order: 84. 订单状态：已完成</span><br><span class=line> Order->>Finance: 85. 触发结算</span><br><span class=line> Note right of Finance: 💰 T+1结算<br/>📚 财务对账系统<br/>🔗 accounting-system-design.com</span><br><span class=line> </span><br><span class=line> Finance->>Finance: 86. 计算平台佣金</span><br><span class=line> Finance->>Finance: 87. 生成结算单</span><br><span class=line> </span><br><span class=line> User->>Web: 88. 评价商品</span><br><span class=line> Web->>Product: 89. 提交评价</span><br><span class=line> Note right of Product: ⭐ UGC内容审核<br/>📚 评价系统设计<br/>🔗 review-system-architecture.com</span><br><span class=line> Product->>Product: 90. 审核并发布评价</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 售后阶段</span><br><span class=line> rect rgb(255, 235, 238)</span><br><span class=line> Note over User,AfterSale: 第八阶段：售后服务（可选）</span><br><span class=line> opt 需要售后</span><br><span class=line> User->>Web: 91. 申请退货/换货</span><br><span class=line> Web->>AfterSale: 92. 创建售后单</span><br><span class=line> Note right of AfterSale: 🔄 售后工单系统<br/>📚 7天无理由退货<br/>🔗 消费者权益保护法</span><br><span class=line> </span><br><span class=line> AfterSale->>AfterSale: 93. 售后审核</span><br><span class=line> </span><br><span class=line> alt 审核通过</span><br><span class=line> AfterSale-->>User: 94. 审核通过，返回退货地址</span><br><span class=line> User->>Logistics: 95. 寄回商品</span><br><span class=line> Logistics->>WMS: 96. 商品入库</span><br><span class=line> WMS->>AfterSale: 97. 确认收货</span><br><span class=line> AfterSale->>Inventory: 98. 库存回补</span><br><span class=line> AfterSale->>Payment: 99. 发起退款</span><br><span class=line> Note right of Payment: 💵 原路退回<br/>📚 退款流程设计<br/>🔗 refund-process-design.com</span><br><span class=line> Payment->>PayGateway: 100. 调用退款接口</span><br><span class=line> PayGateway-->>Payment: 101. 退款成功</span><br><span class=line> Payment->>MQ: 102. 发送退款消息</span><br><span class=line> MQ->>Notify: 103. 通知用户</span><br><span class=line> Notify->>User: 104. 退款到账通知</span><br><span class=line> else 审核拒绝</span><br><span class=line> AfterSale-->>User: 94. 拒绝售后申请</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> %% 数据分析阶段</span><br><span class=line> rect rgb(227, 242, 253)</span><br><span class=line> Note over Order,Finance: 第九阶段：数据统计分析</span><br><span class=line> Note over Order,Finance: 📊 实时数据大屏<br/>📚 Flink流式计算<br/>🔗 flink.apache.org</span><br><span class=line> </span><br><span class=line> par 数据采集</span><br><span class=line> Order->>MQ: 订单数据埋点</span><br><span class=line> and</span><br><span class=line> Payment->>MQ: 支付数据埋点</span><br><span class=line> and</span><br><span class=line> Product->>MQ: 商品数据埋点</span><br><span class=line> end</span><br><span class=line> </span><br><span class=line> MQ->>Finance: 数据聚合分析</span><br><span class=line> Finance->>Finance: 生成报表<br/>（销售额/转化率/ROI等）</span><br><span class=line> Note right of Finance: 📈 BI系统<br/>📚 数据仓库建设<br/>🔗 github.com/topics/data-warehouse</span><br><span class=line> end</span><br><span class=line></span><br><span class=line> Note over User,Finance: ✅ 完整交易流程结束</span><br></pre></table></figure><p><img data-src=https://img.nicksxs.me/uPic/1lMpkq.png></div><footer class=post-footer><div class=post-eof></div></footer></article></div><div class=post-block><article class=post-content itemscope itemtype=http://schema.org/Article><link href=https://nicksxs.me/2025/10/04/%E5%AD%A6%E4%B9%A0%E4%B8%8B%E7%94%A8Google%E7%9A%84agent%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7Agent-Development-Kit/ itemprop=mainEntityOfPage><span hidden itemprop=author itemscope itemtype=http://schema.org/Person><meta content=/uploads/avatar.jpg itemprop=image><meta content=Nicksxs itemprop=name></span><span hidden itemprop=publisher itemscope itemtype=http://schema.org/Organization><meta content="Nicksxs's Blog" itemprop=name><meta content="learn from zero,技术博客，Nicksxs，史学森" itemprop=description></span><span hidden itemprop=post itemscope itemtype=http://schema.org/CreativeWork><meta content="undefined | Nicksxs's Blog" itemprop=name><meta itemprop=description></span><header class=post-header><h2 itemprop="name headline" class=post-title><a class=post-title-link href=/2025/10/04/%E5%AD%A6%E4%B9%A0%E4%B8%8B%E7%94%A8Google%E7%9A%84agent%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7Agent-Development-Kit/ itemprop=url>学习下用Google的agent开发工具Agent Development Kit</a></h2><div class=post-meta-container><div class=post-meta><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-calendar"></i> </span><span class=post-meta-item-text>发表于</span> <time itemprop="dateCreated datePublished" title="创建时间：2025-10-04 22:50:43" datetime=2025-10-04T22:50:43+08:00>2025-10-04</time> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-calendar-check"></i> </span><span class=post-meta-item-text>更新于</span> <time title="修改时间：2025-10-12 20:02:33" datetime=2025-10-12T20:02:33+08:00 itemprop=dateModified>2025-10-12</time> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-folder"></i> </span><span class=post-meta-item-text>分类于</span> <span itemprop=about itemscope itemtype=http://schema.org/Thing><a href=/categories/LLM/ itemprop=url rel=index><span itemprop=name>LLM</span></a> </span></span><span class="post-meta-item leancloud_visitors" data-flag-title="学习下用Google的agent开发工具Agent Development Kit" id=/2025/10/04/%E5%AD%A6%E4%B9%A0%E4%B8%8B%E7%94%A8Google%E7%9A%84agent%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7Agent-Development-Kit/ title=阅读次数><span class=post-meta-item-icon><i class="far fa-eye"></i> </span><span class=post-meta-item-text>阅读次数：</span> <span class=leancloud-visitors-count></span> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-comment"></i> </span><span class=post-meta-item-text>Disqus：</span> <a href=/2025/10/04/%E5%AD%A6%E4%B9%A0%E4%B8%8B%E7%94%A8Google%E7%9A%84agent%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7Agent-Development-Kit/#disqus_thread itemprop=discussionUrl title=disqus><span class="post-comments-count disqus-comment-count" data-disqus-identifier=2025/10/04/学习下用Google的agent开发工具Agent-Development-Kit/ itemprop=commentCount></span></a></span></div></div></header><div class=post-body itemprop=articleBody><p>学习下用Google的agent开发工具Agent Development Kit简称 ADK，看着名字就不一般，冲着JDK的地位去的哈哈<br>首先我们安装下pom包<figure class="highlight xml"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br><span class=line>5</span><br><span class=line>6</span><br><span class=line>7</span><br><span class=line>8</span><br><span class=line>9</span><br><span class=line>10</span><br><span class=line>11</span><br><span class=line>12</span><br><span class=line>13</span><br><span class=line>14</span><br><span class=line>15</span><br><span class=line>16</span><br><span class=line>17</span><br><span class=line>18</span><br><span class=line>19</span><br><span class=line>20</span><br><span class=line>21</span><br><span class=line>22</span><br><span class=line>23</span><br><span class=line>24</span><br><span class=line>25</span><br><span class=line>26</span><br><span class=line>27</span><br><span class=line>28</span><br><span class=line>29</span><br><span class=line>30</span><br></pre><td class=code><pre><span class=line><span class=tag><<span class=name>dependencies</span>></span></span><br><span class=line> <span class=comment><!-- The ADK Core dependency --></span></span><br><span class=line> <span class=tag><<span class=name>dependency</span>></span></span><br><span class=line> <span class=tag><<span class=name>groupId</span>></span>com.google.adk<span class=tag></<span class=name>groupId</span>></span></span><br><span class=line> <span class=tag><<span class=name>artifactId</span>></span>google-adk<span class=tag></<span class=name>artifactId</span>></span></span><br><span class=line> <span class=tag><<span class=name>version</span>></span>0.2.0<span class=tag></<span class=name>version</span>></span></span><br><span class=line> <span class=tag></<span class=name>dependency</span>></span></span><br><span class=line></span><br><span class=line> <span class=comment><!-- The ADK Dev Web UI to debug your agent (Optional) --></span></span><br><span class=line> <span class=tag><<span class=name>dependency</span>></span></span><br><span class=line> <span class=tag><<span class=name>groupId</span>></span>com.google.adk<span class=tag></<span class=name>groupId</span>></span></span><br><span class=line> <span class=tag><<span class=name>artifactId</span>></span>google-adk-dev<span class=tag></<span class=name>artifactId</span>></span></span><br><span class=line> <span class=tag><<span class=name>version</span>></span>0.2.0<span class=tag></<span class=name>version</span>></span></span><br><span class=line> <span class=tag></<span class=name>dependency</span>></span></span><br><span class=line><span class=tag></<span class=name>dependencies</span>></span></span><br><span class=line></span><br><span class=line><span class=tag><<span class=name>build</span>></span></span><br><span class=line> <span class=tag><<span class=name>plugins</span>></span></span><br><span class=line> <span class=tag><<span class=name>plugin</span>></span></span><br><span class=line> <span class=tag><<span class=name>groupId</span>></span>org.apache.maven.plugins<span class=tag></<span class=name>groupId</span>></span></span><br><span class=line> <span class=tag><<span class=name>artifactId</span>></span>maven-compiler-plugin<span class=tag></<span class=name>artifactId</span>></span></span><br><span class=line> <span class=tag><<span class=name>version</span>></span>3.14.0<span class=tag></<span class=name>version</span>></span></span><br><span class=line> <span class=tag><<span class=name>configuration</span>></span></span><br><span class=line> <span class=tag><<span class=name>compilerArgs</span>></span></span><br><span class=line> <span class=tag><<span class=name>arg</span>></span>-parameters<span class=tag></<span class=name>arg</span>></span></span><br><span class=line> <span class=tag></<span class=name>compilerArgs</span>></span></span><br><span class=line> <span class=tag></<span class=name>configuration</span>></span></span><br><span class=line> <span class=tag></<span class=name>plugin</span>></span></span><br><span class=line> <span class=tag></<span class=name>plugins</span>></span></span><br><span class=line><span class=tag></<span class=name>build</span>></span></span><br></pre></table></figure><p>这个版本也说明了它还不是个完全体<br>接下去可以生成一个简单的项目结构<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br><span class=line>5</span><br><span class=line>6</span><br><span class=line>7</span><br><span class=line>8</span><br></pre><td class=code><pre><span class=line>project_folder/</span><br><span class=line>├── pom.xml (or build.gradle)</span><br><span class=line>├── src/</span><br><span class=line>├── └── main/</span><br><span class=line>│ └── java/</span><br><span class=line>│ └── agents/</span><br><span class=line>│ └── multitool/</span><br><span class=line>└── test/</span><br></pre></table></figure><p>然后再multitool中创建个java文件，可以叫 MultiToolAgent.java<br>注意这里需要使用jdk 17及以上版本<br>示例代码如下<figure class="highlight java"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br><span class=line>5</span><br><span class=line>6</span><br><span class=line>7</span><br><span class=line>8</span><br><span class=line>9</span><br><span class=line>10</span><br><span class=line>11</span><br><span class=line>12</span><br><span class=line>13</span><br><span class=line>14</span><br><span class=line>15</span><br><span class=line>16</span><br><span class=line>17</span><br><span class=line>18</span><br><span class=line>19</span><br><span class=line>20</span><br><span class=line>21</span><br><span class=line>22</span><br><span class=line>23</span><br><span class=line>24</span><br><span class=line>25</span><br><span class=line>26</span><br><span class=line>27</span><br><span class=line>28</span><br><span class=line>29</span><br><span class=line>30</span><br><span class=line>31</span><br><span class=line>32</span><br><span class=line>33</span><br><span class=line>34</span><br><span class=line>35</span><br><span class=line>36</span><br><span class=line>37</span><br><span class=line>38</span><br><span class=line>39</span><br><span class=line>40</span><br><span class=line>41</span><br><span class=line>42</span><br><span class=line>43</span><br><span class=line>44</span><br><span class=line>45</span><br><span class=line>46</span><br><span class=line>47</span><br><span class=line>48</span><br><span class=line>49</span><br><span class=line>50</span><br><span class=line>51</span><br><span class=line>52</span><br><span class=line>53</span><br><span class=line>54</span><br><span class=line>55</span><br><span class=line>56</span><br><span class=line>57</span><br><span class=line>58</span><br><span class=line>59</span><br><span class=line>60</span><br><span class=line>61</span><br><span class=line>62</span><br><span class=line>63</span><br><span class=line>64</span><br><span class=line>65</span><br><span class=line>66</span><br><span class=line>67</span><br><span class=line>68</span><br><span class=line>69</span><br><span class=line>70</span><br><span class=line>71</span><br><span class=line>72</span><br><span class=line>73</span><br><span class=line>74</span><br><span class=line>75</span><br><span class=line>76</span><br><span class=line>77</span><br><span class=line>78</span><br><span class=line>79</span><br><span class=line>80</span><br><span class=line>81</span><br><span class=line>82</span><br><span class=line>83</span><br><span class=line>84</span><br><span class=line>85</span><br><span class=line>86</span><br><span class=line>87</span><br><span class=line>88</span><br><span class=line>89</span><br><span class=line>90</span><br><span class=line>91</span><br><span class=line>92</span><br><span class=line>93</span><br><span class=line>94</span><br><span class=line>95</span><br><span class=line>96</span><br><span class=line>97</span><br><span class=line>98</span><br><span class=line>99</span><br><span class=line>100</span><br><span class=line>101</span><br><span class=line>102</span><br><span class=line>103</span><br><span class=line>104</span><br><span class=line>105</span><br><span class=line>106</span><br><span class=line>107</span><br><span class=line>108</span><br><span class=line>109</span><br><span class=line>110</span><br><span class=line>111</span><br><span class=line>112</span><br><span class=line>113</span><br><span class=line>114</span><br><span class=line>115</span><br><span class=line>116</span><br><span class=line>117</span><br><span class=line>118</span><br><span class=line>119</span><br><span class=line>120</span><br><span class=line>121</span><br></pre><td class=code><pre><span class=line><span class=keyword>package</span> agents.multitool;</span><br><span class=line></span><br><span class=line><span class=keyword>import</span> com.google.adk.agents.BaseAgent;</span><br><span class=line><span class=keyword>import</span> com.google.adk.agents.LlmAgent;</span><br><span class=line><span class=keyword>import</span> com.google.adk.events.Event;</span><br><span class=line><span class=keyword>import</span> com.google.adk.runner.InMemoryRunner;</span><br><span class=line><span class=keyword>import</span> com.google.adk.sessions.Session;</span><br><span class=line><span class=keyword>import</span> com.google.adk.tools.Annotations.Schema;</span><br><span class=line><span class=keyword>import</span> com.google.adk.tools.FunctionTool;</span><br><span class=line><span class=keyword>import</span> com.google.genai.types.Content;</span><br><span class=line><span class=keyword>import</span> com.google.genai.types.Part;</span><br><span class=line><span class=keyword>import</span> io.reactivex.rxjava3.core.Flowable;</span><br><span class=line><span class=keyword>import</span> java.nio.charset.StandardCharsets;</span><br><span class=line><span class=keyword>import</span> java.text.Normalizer;</span><br><span class=line><span class=keyword>import</span> java.time.ZoneId;</span><br><span class=line><span class=keyword>import</span> java.time.ZonedDateTime;</span><br><span class=line><span class=keyword>import</span> java.time.format.DateTimeFormatter;</span><br><span class=line><span class=keyword>import</span> java.util.Map;</span><br><span class=line><span class=keyword>import</span> java.util.Scanner;</span><br><span class=line></span><br><span class=line><span class=keyword>public</span> <span class=keyword>class</span> <span class="title class_">MultiToolAgent</span> {</span><br><span class=line></span><br><span class=line> <span class=keyword>private</span> <span class=keyword>static</span> <span class=type>String</span> <span class=variable>USER_ID</span> <span class=operator>=</span> <span class=string>"student"</span>;</span><br><span class=line> <span class=keyword>private</span> <span class=keyword>static</span> <span class=type>String</span> <span class=variable>NAME</span> <span class=operator>=</span> <span class=string>"multi_tool_agent"</span>;</span><br><span class=line></span><br><span class=line> <span class=comment>// The run your agent with Dev UI, the ROOT_AGENT should be a global public static final variable.</span></span><br><span class=line> <span class=keyword>public</span> <span class=keyword>static</span> <span class=keyword>final</span> <span class=type>BaseAgent</span> <span class=variable>ROOT_AGENT</span> <span class=operator>=</span> initAgent();</span><br><span class=line></span><br><span class=line> <span class=keyword>public</span> <span class=keyword>static</span> BaseAgent <span class="title function_">initAgent</span><span class=params>()</span> {</span><br><span class=line> <span class=keyword>return</span> LlmAgent.builder()</span><br><span class=line> .name(NAME)</span><br><span class=line> .model(<span class=string>"gemini-2.0-flash"</span>)</span><br><span class=line> .description(<span class=string>"Agent to answer questions about the time and weather in a city."</span>)</span><br><span class=line> .instruction(</span><br><span class=line> <span class=string>"You are a helpful agent who can answer user questions about the time and weather"</span></span><br><span class=line> + <span class=string>" in a city."</span>)</span><br><span class=line> .tools(</span><br><span class=line> FunctionTool.create(MultiToolAgent.class, <span class=string>"getCurrentTime"</span>),</span><br><span class=line> FunctionTool.create(MultiToolAgent.class, <span class=string>"getWeather"</span>))</span><br><span class=line> .build();</span><br><span class=line> }</span><br><span class=line></span><br><span class=line> <span class=keyword>public</span> <span class=keyword>static</span> Map<String, String> <span class="title function_">getCurrentTime</span><span class=params>(</span></span><br><span class=line><span class=params> <span class=meta>@Schema(name = "city",</span></span></span><br><span class=line><span class=meta><span class=params> description = "The name of the city for which to retrieve the current time")</span></span></span><br><span class=line><span class=params> String city)</span> {</span><br><span class=line> <span class=type>String</span> <span class=variable>normalizedCity</span> <span class=operator>=</span></span><br><span class=line> Normalizer.normalize(city, Normalizer.Form.NFD)</span><br><span class=line> .trim()</span><br><span class=line> .toLowerCase()</span><br><span class=line> .replaceAll(<span class=string>"(\\p{IsM}+|\\p{IsP}+)"</span>, <span class=string>""</span>)</span><br><span class=line> .replaceAll(<span class=string>"\\s+"</span>, <span class=string>"_"</span>);</span><br><span class=line></span><br><span class=line> <span class=keyword>return</span> ZoneId.getAvailableZoneIds().stream()</span><br><span class=line> .filter(zid -> zid.toLowerCase().endsWith(<span class=string>"/"</span> + normalizedCity))</span><br><span class=line> .findFirst()</span><br><span class=line> .map(</span><br><span class=line> zid -></span><br><span class=line> Map.of(</span><br><span class=line> <span class=string>"status"</span>,</span><br><span class=line> <span class=string>"success"</span>,</span><br><span class=line> <span class=string>"report"</span>,</span><br><span class=line> <span class=string>"The current time in "</span></span><br><span class=line> + city</span><br><span class=line> + <span class=string>" is "</span></span><br><span class=line> + ZonedDateTime.now(ZoneId.of(zid))</span><br><span class=line> .format(DateTimeFormatter.ofPattern(<span class=string>"HH:mm"</span>))</span><br><span class=line> + <span class=string>"."</span>))</span><br><span class=line> .orElse(</span><br><span class=line> Map.of(</span><br><span class=line> <span class=string>"status"</span>,</span><br><span class=line> <span class=string>"error"</span>,</span><br><span class=line> <span class=string>"report"</span>,</span><br><span class=line> <span class=string>"Sorry, I don't have timezone information for "</span> + city + <span class=string>"."</span>));</span><br><span class=line> }</span><br><span class=line></span><br><span class=line> <span class=keyword>public</span> <span class=keyword>static</span> Map<String, String> <span class="title function_">getWeather</span><span class=params>(</span></span><br><span class=line><span class=params> <span class=meta>@Schema(name = "city",</span></span></span><br><span class=line><span class=meta><span class=params> description = "The name of the city for which to retrieve the weather report")</span></span></span><br><span class=line><span class=params> String city)</span> {</span><br><span class=line> <span class=keyword>if</span> (city.toLowerCase().equals(<span class=string>"new york"</span>)) {</span><br><span class=line> <span class=keyword>return</span> Map.of(</span><br><span class=line> <span class=string>"status"</span>,</span><br><span class=line> <span class=string>"success"</span>,</span><br><span class=line> <span class=string>"report"</span>,</span><br><span class=line> <span class=string>"The weather in New York is sunny with a temperature of 25 degrees Celsius (77 degrees"</span></span><br><span class=line> + <span class=string>" Fahrenheit)."</span>);</span><br><span class=line></span><br><span class=line> } <span class=keyword>else</span> {</span><br><span class=line> <span class=keyword>return</span> Map.of(</span><br><span class=line> <span class=string>"status"</span>, <span class=string>"error"</span>, <span class=string>"report"</span>, <span class=string>"Weather information for "</span> + city + <span class=string>" is not available."</span>);</span><br><span class=line> }</span><br><span class=line> }</span><br><span class=line></span><br><span class=line> <span class=keyword>public</span> <span class=keyword>static</span> <span class=keyword>void</span> <span class="title function_">main</span><span class=params>(String[] args)</span> <span class=keyword>throws</span> Exception {</span><br><span class=line> <span class=type>InMemoryRunner</span> <span class=variable>runner</span> <span class=operator>=</span> <span class=keyword>new</span> <span class="title class_">InMemoryRunner</span>(ROOT_AGENT);</span><br><span class=line></span><br><span class=line> <span class=type>Session</span> <span class=variable>session</span> <span class=operator>=</span></span><br><span class=line> runner</span><br><span class=line> .sessionService()</span><br><span class=line> .createSession(NAME, USER_ID)</span><br><span class=line> .blockingGet();</span><br><span class=line></span><br><span class=line> <span class=keyword>try</span> (<span class=type>Scanner</span> <span class=variable>scanner</span> <span class=operator>=</span> <span class=keyword>new</span> <span class="title class_">Scanner</span>(System.in, StandardCharsets.UTF_8)) {</span><br><span class=line> <span class=keyword>while</span> (<span class=literal>true</span>) {</span><br><span class=line> System.out.print(<span class=string>"\nYou > "</span>);</span><br><span class=line> <span class=type>String</span> <span class=variable>userInput</span> <span class=operator>=</span> scanner.nextLine();</span><br><span class=line></span><br><span class=line> <span class=keyword>if</span> (<span class=string>"quit"</span>.equalsIgnoreCase(userInput)) {</span><br><span class=line> <span class=keyword>break</span>;</span><br><span class=line> }</span><br><span class=line></span><br><span class=line> <span class=type>Content</span> <span class=variable>userMsg</span> <span class=operator>=</span> Content.fromParts(Part.fromText(userInput));</span><br><span class=line> Flowable<Event> events = runner.runAsync(USER_ID, session.id(), userMsg);</span><br><span class=line></span><br><span class=line> System.out.print(<span class=string>"\nAgent > "</span>);</span><br><span class=line> events.blockingForEach(event -> System.out.println(event.stringifyContent()));</span><br><span class=line> }</span><br><span class=line> }</span><br><span class=line> }</span><br><span class=line>}</span><br></pre></table></figure><p>这个示例非常简单，就是初始化模型，提供基本的提示词，接下去就是两个简单的工具可供使用，提供城市的时间和纽约的天气<br>要运行起来需要申请api key，然后写到环境变量里<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br></pre><td class=code><pre><span class=line>export GOOGLE_GENAI_USE_VERTEXAI=FALSE</span><br><span class=line>export GOOGLE_API_KEY=PASTE_YOUR_ACTUAL_API_KEY_HERE</span><br></pre></table></figure><p>在这里替换成自己的api key就行<br>然后运行<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br></pre><td class=code><pre><span class=line>mvn exec:java \</span><br><span class=line> -Dexec.mainClass="com.google.adk.web.AdkWebServer" \</span><br><span class=line> -Dexec.args="--adk.agents.source-dir=src/main/java" \</span><br><span class=line> -Dexec.classpathScope="compile"</span><br></pre></table></figure><p>就可以看到一个简单的运行界面<br><img data-src=https://img.nicksxs.me/uPic/W6SXj1.png><br>初使用后发现还是比较容易上手，只是后续更深入的还需要好好研究学习</div><footer class=post-footer><div class=post-eof></div></footer></article></div><div class=post-block><article class=post-content itemscope itemtype=http://schema.org/Article><link href=https://nicksxs.me/2025/09/27/%E6%80%8E%E4%B9%88%E7%BB%99wsl%E5%8D%A0%E7%94%A8%E7%9A%84%E7%A1%AC%E7%9B%98%E7%A9%BA%E9%97%B4%E5%81%9A%E4%B8%8B%E7%98%A6%E8%BA%AB/ itemprop=mainEntityOfPage><span hidden itemprop=author itemscope itemtype=http://schema.org/Person><meta content=/uploads/avatar.jpg itemprop=image><meta content=Nicksxs itemprop=name></span><span hidden itemprop=publisher itemscope itemtype=http://schema.org/Organization><meta content="Nicksxs's Blog" itemprop=name><meta content="learn from zero,技术博客，Nicksxs，史学森" itemprop=description></span><span hidden itemprop=post itemscope itemtype=http://schema.org/CreativeWork><meta content="undefined | Nicksxs's Blog" itemprop=name><meta itemprop=description></span><header class=post-header><h2 itemprop="name headline" class=post-title><a class=post-title-link href=/2025/09/27/%E6%80%8E%E4%B9%88%E7%BB%99wsl%E5%8D%A0%E7%94%A8%E7%9A%84%E7%A1%AC%E7%9B%98%E7%A9%BA%E9%97%B4%E5%81%9A%E4%B8%8B%E7%98%A6%E8%BA%AB/ itemprop=url>怎么给wsl占用的硬盘空间做下瘦身</a></h2><div class=post-meta-container><div class=post-meta><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-calendar"></i> </span><span class=post-meta-item-text>发表于</span> <time itemprop="dateCreated datePublished" title="创建时间：2025-09-27 19:05:51 / 修改时间：19:07:03" datetime=2025-09-27T19:05:51+08:00>2025-09-27</time> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-folder"></i> </span><span class=post-meta-item-text>分类于</span> <span itemprop=about itemscope itemtype=http://schema.org/Thing><a href=/categories/wsl/ itemprop=url rel=index><span itemprop=name>wsl</span></a> </span></span><span class="post-meta-item leancloud_visitors" data-flag-title=怎么给wsl占用的硬盘空间做下瘦身 id=/2025/09/27/%E6%80%8E%E4%B9%88%E7%BB%99wsl%E5%8D%A0%E7%94%A8%E7%9A%84%E7%A1%AC%E7%9B%98%E7%A9%BA%E9%97%B4%E5%81%9A%E4%B8%8B%E7%98%A6%E8%BA%AB/ title=阅读次数><span class=post-meta-item-icon><i class="far fa-eye"></i> </span><span class=post-meta-item-text>阅读次数：</span> <span class=leancloud-visitors-count></span> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-comment"></i> </span><span class=post-meta-item-text>Disqus：</span> <a href=/2025/09/27/%E6%80%8E%E4%B9%88%E7%BB%99wsl%E5%8D%A0%E7%94%A8%E7%9A%84%E7%A1%AC%E7%9B%98%E7%A9%BA%E9%97%B4%E5%81%9A%E4%B8%8B%E7%98%A6%E8%BA%AB/#disqus_thread itemprop=discussionUrl title=disqus><span class="post-comments-count disqus-comment-count" data-disqus-identifier=2025/09/27/怎么给wsl占用的硬盘空间做下瘦身/ itemprop=commentCount></span></a></span></div></div></header><div class=post-body itemprop=articleBody><p>wsl出来这些年感觉在windows里使用linux，或者ubuntu真的是方便了很多，不用搞虚拟机这些<br>但是也有一些明显的问题，首先就是默认它是在C盘中安装，长久使用占用的空间就会越来越大，而且对于一些临时使用占用空间后，即使删除了文件，windows并不会对已经扩容的虚拟磁盘文件进行缩容<br>所以就介绍下怎么手动来给它释放空间<br>首先可以看下安装的系统有哪些<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br></pre><td class=code><pre><span class=line>wsl -l -v</span><br></pre></table></figure><p>比如我这就是一个ubuntu 20.04<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br></pre><td class=code><pre><span class=line> NAME STATE VERSION</span><br><span class=line>* Ubuntu-20.04 Running 2</span><br></pre></table></figure><p>然后我们需要寻找下虚拟磁盘的所在位置<br>我的是在<br><code>C:\Users\Administrator\AppData\Local\Packages\CanonicalGroupLimited.Ubuntu20.04onWindows_79rhkp1fndgsc\LocalState\ext4.vhdx</code><br>可以按文件名 <code>ext4.vhdx</code> 进行查找<br>当然在操作之前我们还是要做好备份工作，并且还有特殊功效<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br><span class=line>4</span><br></pre><td class=code><pre><span class=line><span class="meta prompt_"># </span><span class=language-bash>首先进行关机</span></span><br><span class=line>wsl --shutdown</span><br><span class=line><span class="meta prompt_"># </span><span class=language-bash>然后做打包备份到制定路径，放心这里打包的大小就是实际大小</span></span><br><span class=line>wsl --export Ubuntu-20.04 X:\Ubuntu-20.04.tar</span><br></pre></table></figure><p>然后我们运行 <code>diskpart</code> 命令，这是windows用来管理磁盘文件的工具<br>运行后会进入到 <code>diskpart</code> 工具的命令状态下<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br></pre><td class=code><pre><span class=line>select vdisk file="C:\Users\Administrator\AppData\Local\Packages\CanonicalGroupLimited.Ubuntu20.04onWindows_79rhkp1fndgsc\LocalState\ext4.vhdx"</span><br></pre></table></figure><p>接着我们再运行<code>select vdisk</code>命令来选中这个文件<br>选中以后会提示<br><code>DiskPart 已成功选择虚拟磁盘文件。</code><br>接着运行压缩命令<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br></pre><td class=code><pre><span class=line>compact vdisk</span><br></pre></table></figure><p>运行时会有个压缩进度展示，压缩完成后会显示以下内容<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br><span class=line>2</span><br><span class=line>3</span><br></pre><td class=code><pre><span class=line> 100 百分比已完成</span><br><span class=line></span><br><span class=line>DiskPart 已成功压缩虚拟磁盘文件。</span><br></pre></table></figure><p>最终我们运行<figure class="highlight shell"><table><tr><td class=gutter><pre><span class=line>1</span><br></pre><td class=code><pre><span class=line>detach vdisk</span><br></pre></table></figure><p>分离命令就可以了<br>这样子我们的wsl因为扩容后无法自动收回的空间就被我们压缩出来了</div><footer class=post-footer><div class=post-eof></div></footer></article></div><div class=post-block><article class=post-content itemscope itemtype=http://schema.org/Article><link href=https://nicksxs.me/2025/09/21/%E9%80%9A%E8%BF%87%E6%98%BE%E5%8D%A1%E6%9D%A5%E7%BB%99gpt-oss%E5%81%9A%E4%B8%AA%E5%8A%A0%E9%80%9F/ itemprop=mainEntityOfPage><span hidden itemprop=author itemscope itemtype=http://schema.org/Person><meta content=/uploads/avatar.jpg itemprop=image><meta content=Nicksxs itemprop=name></span><span hidden itemprop=publisher itemscope itemtype=http://schema.org/Organization><meta content="Nicksxs's Blog" itemprop=name><meta content="learn from zero,技术博客，Nicksxs，史学森" itemprop=description></span><span hidden itemprop=post itemscope itemtype=http://schema.org/CreativeWork><meta content="undefined | Nicksxs's Blog" itemprop=name><meta itemprop=description></span><header class=post-header><h2 itemprop="name headline" class=post-title><a class=post-title-link href=/2025/09/21/%E9%80%9A%E8%BF%87%E6%98%BE%E5%8D%A1%E6%9D%A5%E7%BB%99gpt-oss%E5%81%9A%E4%B8%AA%E5%8A%A0%E9%80%9F/ itemprop=url>通过显卡来给gpt-oss做个加速</a></h2><div class=post-meta-container><div class=post-meta><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-calendar"></i> </span><span class=post-meta-item-text>发表于</span> <time itemprop="dateCreated datePublished" title="创建时间：2025-09-21 21:58:37" datetime=2025-09-21T21:58:37+08:00>2025-09-21</time> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-folder"></i> </span><span class=post-meta-item-text>分类于</span> <span itemprop=about itemscope itemtype=http://schema.org/Thing><a href=/categories/LLM/ itemprop=url rel=index><span itemprop=name>LLM</span></a> </span></span><span class="post-meta-item leancloud_visitors" data-flag-title=通过显卡来给gpt-oss做个加速 id=/2025/09/21/%E9%80%9A%E8%BF%87%E6%98%BE%E5%8D%A1%E6%9D%A5%E7%BB%99gpt-oss%E5%81%9A%E4%B8%AA%E5%8A%A0%E9%80%9F/ title=阅读次数><span class=post-meta-item-icon><i class="far fa-eye"></i> </span><span class=post-meta-item-text>阅读次数：</span> <span class=leancloud-visitors-count></span> </span><span class=post-meta-item><span class=post-meta-item-icon><i class="far fa-comment"></i> </span><span class=post-meta-item-text>Disqus：</span> <a href=/2025/09/21/%E9%80%9A%E8%BF%87%E6%98%BE%E5%8D%A1%E6%9D%A5%E7%BB%99gpt-oss%E5%81%9A%E4%B8%AA%E5%8A%A0%E9%80%9F/#disqus_thread itemprop=discussionUrl title=disqus><span class="post-comments-count disqus-comment-count" data-disqus-identifier=2025/09/21/通过显卡来给gpt-oss做个加速/ itemprop=commentCount></span></a></span></div></div></header><div class=post-body itemprop=articleBody><p>之前在我的MacBookPro里使用gpt-oss，因为总的内存只有18g，加上系统本身和各种后台程序的占用，剩下的一般就一半左右，然后这个模型大小就有13g左右，运行起来是很吃力的<br>正好我这有个服役比较久的windows笔记本，带有3060显卡，只是显存是6g的，想试下看能不能通过显卡来给它加加速，这里我使用了lm studio来运行gpt-oss 20b模型<br>这个lm studio可以配置有多少层transformer运行在gpu上，<br><img data-src=https://img.nicksxs.me/gpt_offload.png><br>我们可以大致除一下<br>这个gpt-oss 20b是有24层，官标的显存需求是16g，我们有6g显存，大约可以加载8~9层的样子，并且lm studio也自动算出来是加载8层<br>通过这个配置我们运行的gpt-oss能够得到勉强可用的程度<br><img data-src=https://img.nicksxs.me/gpt_oss_token.png><br>能达到4.x个token的生成速度，还是比mac上要把所有程序全关了，清掉很多token来得方便<br>实测将gpu卸载层数调整到9是勉强还可以运行，再往上就加载不了了，显存小没办法<br>当然我们还可以继续用 unsloth 进行微调<br>例如参考 <a href=https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(20B)-Fine-tuning.ipynb rel=noopener target=_blank>https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/gpt-oss-(20B)-Fine-tuning.ipynb</a><br>同时可以通过nvidia-smi来查看显存占用<br><img data-src=https://img.nicksxs.me/gpu_memory.png><br>过程中倒是没看到显存完全占满，可以通过nvitop再进行观察<br>能够在gpu中加载部分层的确能把大模型的生成速度提升一些，但是还是受限于显存大小，最好是能有显存大于16g的显卡可以尝试测一下</div><footer class=post-footer><div class=post-eof></div></footer></article></div><nav class=pagination><a class="extend prev" aria-label=上一页 href=/page/2/ rel=prev title=上一页><i class="fa fa-angle-left"></i></a><a class=page-number href=/>1</a><a class=page-number href=/page/2/>2</a><span class="page-number current">3</span><a class=page-number href=/page/4/>4</a><span class=space>…</span><a class=page-number href=/page/71/>71</a><a class="extend next" aria-label=下一页 href=/page/4/ rel=next title=下一页><i class="fa fa-angle-right"></i></a></nav></div></main><footer class=footer><div class=footer-inner><div class=beian><a href=https://beian.miit.gov.cn/ rel=noopener 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