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feat(route): add some nowcoder route #20712

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@xia0ne xia0ne commented Dec 16, 2025 •
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Involved Issue / 该 PR 相关 Issue

Close #

Example for the Proposed Route(s) / 路由地址示例

/nowcoder/hots
/nowcoder/hots/1
/nowcoder/hots/2
/nowcoder/hots/1?size=10
/nowcoder/hots/2?size=20


/nowcoder/interview/11200
/nowcoder/interview/11200?page=1
/nowcoder/interview/11200?page=1&companyList=134

New RSS Route Checklist / 新 RSS 路由检查表

  • New Route / 新的路由
  • Anti-bot or rate limit / 反爬/频率限制
    • If yes, do your code reflect this sign? / 如果有, 是否有对应的措施?
  • Date and time / 日期和时间
    • Parsed / 可以解析
    • Correct time zone / 时区正确
  • New package added / 添加了新的包
  • Puppeteer

Note / 说明

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github-actions bot commented Dec 16, 2025

Successfully generated as following:

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@xia0ne xia0ne changed the title feat(route): add nowcoder hots content route feat(route): add some nowcoder route Dec 16, 2025
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github-actions bot commented Dec 16, 2025

Successfully generated as following:

http://localhost:1200/nowcoder/hots - Success ✔️ 
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http://localhost:1200/nowcoder/hots/2?size=20 - Success ✔️ 
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    <p class="text-zinc-500">If you see this page, the RSSHub is successfully installed and working.</p>
    <div class="font-bold space-x-4 text-sm"><a target="_blank" href="https://docs.rsshub.app"><button class="text-white bg-[#F5712C] hover:bg-[#DD4A15] py-2 px-4 rounded-full transition-colors">Home</button></a><a target="_blank" href="https://github.com/DIYgod/RSSHub"><button class="bg-zinc-200 hover:bg-zinc-300 py-2 px-4 rounded-full transition-colors">GitHub</button></a></div>
    <details class="text-xs w-96 !mt-8 max-h-[400px] overflow-auto">
      <summary class="text-sm cursor-pointer">Debug Info</summary>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Git Hash: </span><span class="debug-value inline-block break-all align-top"><a class="underline" href="https://github.com/DIYgod/RSSHub/commit/97a80bd1">97a80bd1</a></span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Git Date: </span><span class="debug-value inline-block break-all align-top">Tue, 16 Dec 2025 09:30:27 GMT</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Cache Duration: </span><span class="debug-value inline-block break-all align-top">300s</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Request Amount: </span><span class="debug-value inline-block break-all align-top">6</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Request Frequency: </span><span class="debug-value inline-block break-all align-top">17.394 times/minute</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Cache Hit Ratio: </span><span class="debug-value inline-block break-all align-top">33.33%</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">ETag Matched Ratio: </span><span class="debug-value inline-block break-all align-top">0.00%</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Health: </span><span class="debug-value inline-block break-all align-top">100.00%</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Uptime: </span><span class="debug-value inline-block break-all align-top">0.01 hour(s)</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Hot Routes: </span><span class="debug-value inline-block break-all align-top">5 /nowcoder/hots/:type?<br /></span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Hot Paths: </span><span class="debug-value inline-block break-all align-top">2 /nowcoder/hots/1<br />2 /nowcoder/hots/2<br />1 /nowcoder/hots<br />1 /<br /></span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Hot Error Routes: </span><span class="debug-value inline-block break-all align-top"></span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Hot Error Paths: </span><span class="debug-value inline-block break-all align-top"></span></div>
    </details>
  </div>
  <div class="text-center pt-4 pb-8 w-full text-sm font-medium space-y-2">
    <p class="space-x-4"><a target="_blank" href="https://github.com/DIYgod/RSSHub"><img class="inline" src="https://icons.ly/github/_/fff" alt="github" width="20" height="20" /></a><a target="_blank" href="https://t.me/rsshub"><img class="inline" src="https://icons.ly/telegram" alt="telegram group" width="20" height="20" /></a><a target="_blank" href="https://t.me/awesomeRSSHub"><img class="inline" src="https://icons.ly/telegram" alt="telegram channel" width="20" height="20" /></a><a target="_blank" href="https://x.com/intent/follow?screen_name=_RSSHub" class="text-[#F5712C]"><img class="inline" src="https://icons.ly/x" alt="X" width="20" height="20" /></a></p>
    <p class="!mt-6">Please consider <a target="_blank" href="https://docs.rsshub.app/sponsor" class="text-[#F5712C]">sponsoring</a> to help keep this open source project alive.</p>
    <p>Made with ❤️ by <a target="_blank" href="https://diygod.cc" class="text-[#F5712C]">DIYgod</a> and <a target="_blank" href="https://github.com/DIYgod/RSSHub/graphs/contributors" class="text-[#F5712C]">Contributors</a> under MIT License.</p>
  </div>
</body>

</html>
http://localhost:1200/ - Success ✔️ 
<html>

<head>
  <title>Welcome to RSSHub!</title>
  <script src="https://cdn.tailwindcss.com"></script>
  <style>
    details::-webkit-scrollbar {
      width: 0.25rem;
    }

    details::-webkit-scrollbar-thumb {
      border-radius: 0.125rem;
      background-color: #e4e4e7;
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    details::-webkit-scrollbar-thumb:hover {
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    @font-face {
      font-family: SN Pro;
      font-style: normal;
      font-display: swap;
      font-weight: 400;
      src: url(https://cdn.jsdelivr.net/fontsource/fonts/sn-pro@latest/latin-400-normal.woff2) format(woff2);
    }

    @font-face {
      font-family: SN Pro;
      font-style: normal;
      font-display: swap;
      font-weight: 500;
      src: url(https://cdn.jsdelivr.net/fontsource/fonts/sn-pro@latest/latin-500-normal.woff2) format(woff2);
    }

    @font-face {
      font-family: SN Pro;
      font-style: normal;
      font-display: swap;
      font-weight: 700;
      src: url(https://cdn.jsdelivr.net/fontsource/fonts/sn-pro@latest/latin-700-normal.woff2) format(woff2);
    }

    body {
      font-family: SN Pro, sans-serif;
    }
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</head>

<body class="antialiased min-h-screen text-zinc-700 flex flex-col">
  <div class="pointer-events-none absolute w-full min-h-screen" style="background-image:url(&#39;data:image/svg+xml;base64,PHN2ZyB4bWxucz0naHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmcnIHZpZXdCb3g9JzAgMCAzMiAzMicgd2lkdGg9JzMyJyBoZWlnaHQ9JzMyJyBmaWxsPSdub25lJyBzdHJva2U9J3JnYigxNSAyMyA0MiAvIDAuMDQpJz48cGF0aCBkPSdNMCAuNUgzMS41VjMyJy8+PC9zdmc+&#39;);mask-image:linear-gradient(transparent, black, transparent)"></div>
  <div class="w-full grow shrink-0 py-8 flex items-center justify-center flex-col space-y-4"><img src="./logo.png" alt="RSSHub" width="100" loading="lazy" />
    <h1 class="text-4xl font-bold">Welcome to <span class="text-[#F5712C]">RSSHub</span>!</h1>
    <p class="text-xl font-medium text-zinc-600">The world&#39;s largest RSS Network.</p>
    <p class="text-zinc-500">If you see this page, the RSSHub is successfully installed and working.</p>
    <div class="font-bold space-x-4 text-sm"><a target="_blank" href="https://docs.rsshub.app"><button class="text-white bg-[#F5712C] hover:bg-[#DD4A15] py-2 px-4 rounded-full transition-colors">Home</button></a><a target="_blank" href="https://github.com/DIYgod/RSSHub"><button class="bg-zinc-200 hover:bg-zinc-300 py-2 px-4 rounded-full transition-colors">GitHub</button></a></div>
    <details class="text-xs w-96 !mt-8 max-h-[400px] overflow-auto">
      <summary class="text-sm cursor-pointer">Debug Info</summary>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Git Hash: </span><span class="debug-value inline-block break-all align-top"><a class="underline" href="https://github.com/DIYgod/RSSHub/commit/97a80bd1">97a80bd1</a></span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Git Date: </span><span class="debug-value inline-block break-all align-top">Tue, 16 Dec 2025 09:30:27 GMT</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Cache Duration: </span><span class="debug-value inline-block break-all align-top">300s</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Request Amount: </span><span class="debug-value inline-block break-all align-top">7</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Request Frequency: </span><span class="debug-value inline-block break-all align-top">20.281 times/minute</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Cache Hit Ratio: </span><span class="debug-value inline-block break-all align-top">28.57%</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">ETag Matched Ratio: </span><span class="debug-value inline-block break-all align-top">0.00%</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Health: </span><span class="debug-value inline-block break-all align-top">100.00%</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Uptime: </span><span class="debug-value inline-block break-all align-top">0.01 hour(s)</span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Hot Routes: </span><span class="debug-value inline-block break-all align-top">5 /nowcoder/hots/:type?<br />1 /<br /></span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Hot Paths: </span><span class="debug-value inline-block break-all align-top">2 /nowcoder/hots/1<br />2 /nowcoder/hots/2<br />2 /<br />1 /nowcoder/hots<br /></span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Hot Error Routes: </span><span class="debug-value inline-block break-all align-top"></span></div>
      <div class="debug-item my-3 pl-8"><span class="debug-key w-32 text-right inline-block mr-2">Hot Error Paths: </span><span class="debug-value inline-block break-all align-top"></span></div>
    </details>
  </div>
  <div class="text-center pt-4 pb-8 w-full text-sm font-medium space-y-2">
    <p class="space-x-4"><a target="_blank" href="https://github.com/DIYgod/RSSHub"><img class="inline" src="https://icons.ly/github/_/fff" alt="github" width="20" height="20" /></a><a target="_blank" href="https://t.me/rsshub"><img class="inline" src="https://icons.ly/telegram" alt="telegram group" width="20" height="20" /></a><a target="_blank" href="https://t.me/awesomeRSSHub"><img class="inline" src="https://icons.ly/telegram" alt="telegram channel" width="20" height="20" /></a><a target="_blank" href="https://x.com/intent/follow?screen_name=_RSSHub" class="text-[#F5712C]"><img class="inline" src="https://icons.ly/x" alt="X" width="20" height="20" /></a></p>
    <p class="!mt-6">Please consider <a target="_blank" href="https://docs.rsshub.app/sponsor" class="text-[#F5712C]">sponsoring</a> to help keep this open source project alive.</p>
    <p>Made with ❤️ by <a target="_blank" href="https://diygod.cc" class="text-[#F5712C]">DIYgod</a> and <a target="_blank" href="https://github.com/DIYgod/RSSHub/graphs/contributors" class="text-[#F5712C]">Contributors</a> under MIT License.</p>
  </div>
</body>

</html>

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http://localhost:1200/nowcoder/interview/11200 - Success ✔️ 
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        2.技术栈
        3.OOP
        4.静态多态和动态多态
        5.STL常用容器
        6.vector扩容机制
        7.map和unordered_map对比
        8.红黑、哈希查找复杂度
        9.快排描述
        10.C++中类型转换方式
        11.智能指针
        12.new和malloc对比</description>
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      <title>平安银行 校招 数据开发面经</title>
      <description>平安银行 数据开发
        1.问实习，实习中最大的挑战
        2.sql掌握的怎么样，笔试里面的排序问题，三种排序的区别
        3.个人的组织能力
        4.个人的未来规划
        5.数仓分层有哪些
        6.懂金融的知识吗？
        7.反问：工作的具体内容。回答：根据业务需求，设计模型。
        但是面完就没后续了。总的来说问的很简单，面试官介绍的工作内容听起来主要是理需求，技术要求并不高。</description>
      <link>https://www.nowcoder.com/feed/main/detail/eab6df1b1313464b8ed2ed204c927dab</link>
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      <title>瑞林生物二面</title>
      <description>15min
        1. 自我介绍
        2. 对于Agent开发什么想法
        3. 项目
        4. 解决什么功能
        5. 怎么评估效果（其实可以有更多的方案）
        6. 多少人用
        7. 你觉得自己是什么样的人
        8. 遇到困难怎么办
        9. 反问
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      <title>美团Java后端开发二面-日常实习</title>
      <description>1.实习介绍
        2.MySQL里面int可以定义INT(11) 也可以定义INT(5)，那么它两有什么区别呢
        3.那既然括号里的数字，不是用来限制取值范围的那为什么要设置长度呢，我不设置行不行
        4.如果表中有INT(11)，而插入的是100，你会看到什么样的显示效果？INT(11) 是不是就是存储11位的数字，如果你插入了一个大于99999 的数字（如100000），你认为INT(5) 会如何显示
        5.MySQL里面date，datetime，TIMESTAMP有什么区别，假设这个时候我要做一个跨国的系统，那么你觉得选哪个字段会更合适？为什么
        6.varcahr最大长度是多少能设置多少就括号里面那个数值
        7.唯一索引和普通索引mysql综合读写来看哪个更快
        8.唯一索引他是怎么做那个唯一检查的
        9.Doublewrite机制了解么
        10.mysql 的主从复制它的流程
        11Ok那这个时候有问题了，就是说我从库拉到了binlog之后转成Relaylog准备重放的时候，那么它的执行是单线程还是多线程？
        12.它怎么执行到区分不同的group去复制呢？
        13. 那mysql在做双主复制时，双主它会不会导致循环复制，就是a给BB又给A这种，如果会该怎么去避免这种情况呢
        14你基础确实掌握的挺好的，然后我来问一下你设计相关的，就像我们做系统，经常有那个菜单树的概念，比如左边有个菜单有很多层级。对吧，那现在我不设置，比如最深要求多少级，如果说让你设置一个菜单表，尽可能的少的层级也不要care他的性能的前提下，最少需要多少列？
        15如果我这时候又要考虑性能呢？比如说我有两个场景，第一个场景是我选择一个父节点父菜单，我能查出全部的子孙然后第二种呢，是我选一个子孙，我能查询出全部，他的父和爷爷以及所有的先祖，你觉得应该怎么设计
        16第二个设计题：如果我想要设计一个浏览用户的历史记录，比如说淘宝那种历史记录，我可以看我过去看到的是什么？这个浏览得有两个维度，第一个维度是以个人C端的角度去看这是我自己的历史记录，第二个角度是用供应商的角度去看这个商品被哪些人浏览了，必须要用到分库分表你决定应该怎么设计
        17手撕：要你设计一个单机限流组件，要求：1.线程安全，能在多线程环境下运行；2.动态自适应，能根据下游的错误率自动调节限流阈值；让系统既能保持高吞吐，又能在下游出问题时快速收敛、保护稳定性</description>
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      <description>面试官说理解校招生不理解引擎相关知识点，主要提问项目。即使我的项目很水很简单，也一直在提问与项目技术栈相关的知识点。
        还有手撕代码。
        最后好像问了几个spark、数据倾斜的简单八股。</description>
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      <description>大概5天后约的二面
        ## 高并发性能相关
        q：如果有一个抢票的场景，会采取什么方案保证高并发时候的性能?
        a：首先考虑扩容，然后采用负载均恒来减少路由层面的压力，比如对ip地址做个哈希
        q：怎么保证相对公平性，比如保证先来后到，但是也不是绝对公平
        a：对请求排队来保证公平性，同时也能形成限流结果，也可以通过一些抢占机制，让公平性下降
        q：如果造成了超卖问题，该如何发现？如何解决
        a：
        发现：超卖问题可能是数据库或者部分流程down掉导致的，也就可以从这部分入手，如果发现了部分服务down掉，就考虑造成了超卖问题，还有可能是重复的请求，没有正确获取锁，解决方法就是组织重复请求。
        解决：如果发现了超卖问题，暂停对数据的消费，保存在请求队列中，运行检查机制后，再重新评估这个数据是否能继续消费
        q：提到了队列，你在选择相关技术的时候，会考虑哪些方面？
        a：考虑吞吐量，是否可以无缝扩容，响应速度快
        q：如果要监控数据库的性能，该看哪些指标？（没回答上来之后提示了，数据库也是一台计算机）
        a：监控磁盘、内存、cpu的占用，监控连接数是否到达瓶颈
        ## 总结
        还有一些问题是在记不清楚了，几乎全部是诸如此类的业务相关的问题，我不会也不是很了解，面试官每次听完我的答案都给了半肯定的答案：“这样也行”、“这个也可以”，所以应该是没有答到点子上，我需要加强相关的知识点特别是消息队列和redis的理解了，面试很快，大概30分钟不到就结束了，其中面试官会不厌其烦地重复和解释问题给我思考时间。</description>
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    <item>
      <title>珞石机器人 软件开发实习生</title>
      <description>太尴尬了。。这岗位是做纯qt的hr没沟通好，面试官上来一看简历发现不会qt直接呆住了。
        qt会吗 不会 (沉默😶)
        介绍你的项目，逐个
        有没有用到智能指针，哪里，怎么用的，为什么不用shared
        刚才提到了单例，怎么实现线程安全的单例
        单例实现细节
        除了互斥锁，自旋锁乐观锁悲观锁介绍
        还有什么，你用过哪些，详细介绍
        这个通信的tcp怎么用的怎么封装的
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        感觉寄了</description>
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        2.spark运行原理
        3.sql题：user_id,amt两个字段。对user_id聚合求avg(amt)，但是数据量很大怎么办？（使用随机数将amt分为多个区间，用where过滤之后求总值和数量，然后对多个区间求均值）
        4.项目提问：GBDT和XGBoost区别</description>
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      <description>1，介绍RAG流程；介绍对编码模型的了解、原理、优缺点；如何评估编码模型的能力
        2，RAG有哪些分类；多模态RAG有哪些实现框架；伪多模态RAG和多模态RAG分别怎么实现，有什么区别；CLIP可以用于哪一类多模态RAG，为什么
        3，RAG怎么评估，RAG评估体系中最重要的是什么
        4，传统RAG有什么痛点；介绍GraphRAG，GraphRAG的难点是什么；GraphRAG如何应对增量场景
        5，介绍微调负责的工作；大模型微调最重要的是什么
        6，后训练有哪些方式；微调有哪些方式，分别是怎么做的；LoRA原理及参数量
        7，介绍DPO；DPO与PPO的区别
        8，介绍一些Agent的实现框架；这些框架有什么区别；LangGraph适用于什么场景；LangGraph构建Agent的方式有哪几种
        9，我这里有个场景，就是客户输入一个软件或网页界面截图，怎么通过RAG的方式帮助用户了解界面的每一个组件的作用，输入输出自己定义；相似的组件如图片框和视频框怎么去区分
        10，算法题：2n+1个数，两两成对，找出单独的那个数
        11，反问</description>
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      <description>项目来源，贡献者？开发者？
        智能指针，用shared_ptr和weaked_ptr 能不能用unique_ptr
        shared_ptr引用计数不为0，用shared_ptr创建weaked_ptr，当weaked_ptr析构，指针会析构吗？
        项目中记忆最深刻的点
        多态，如何实现动态多态，虚函数/表
        析构、构造可以是虚函数吗
        派生类继承两个基类，两个基类都有相同的虚函数，会有什么问题？怎么处理？
        熟悉的stl
        vector、list区别
        为什么数组查找效率不如链表
        数组链表区别
        反问 </description>
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        1.实习问了细节
        2.手撕 三数之和=0
        3.mapreduce与spark区别
        4.spark很容易出现的问题（内存问题）
        5.数仓分层
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        常规hr面</description>
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        💻面试岗位：系统测试工程师
        待遇：11k＋3-3.5月年终奖
        面试问题：
        1.自我介绍
        2.欧姆定律，二极管，三极管，场效应管特性
        3.五顶帽子三红两黄分给三个人...（逻辑推理问题）
        4.C语言或者python写100以内奇数和
        5.英文电路题编写测试方案
        5.中间还问了点简历项目
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        1. 自我介绍
        2. 户籍，毕业年份
        3. 未来打算
        4. 离职原因
        5. 反问（1.技术栈 2. 业务）
        面试官说他没要问的时候就感觉这次面试没必要了，双方糊弄糊弄就过去了&lt;img style=&quot;width:18px; height:18px&quot; data-card-emoji=&quot;[喝可乐]&quot; data-card-nowcoder=&quot;[喝可乐]&quot; src=&quot;https://uploadfiles.nowcoder.com/images/20220815/318889480_1660553763434/7A0C3C39D0D8037360A2B600921D52C5&quot; referrerpolicy=&quot;no-referrer&quot;&gt;</description>
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        1.假设检验原理，统计量的分布有哪些
        2.mapreduce原理，数据倾斜原因如何解决
        3.python：链表是什么，手撕反转链表，想要让子类强制使用父类中的功能如何做，生成器如何实现
        4.数据库中如何保留历史数据，以便查询
        5.sql题：连续登陆最长时间
        二面：
        1.如何判断数据是正态分布
        2.数据倾斜
        3.手撕：字符串中最长的不带有重复字符的连续子串
        4.项目问了几个问题</description>
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      <description>1.自我介绍
        2.实习介绍
        测试难点在哪？
        印象最深的bug
        如何定位的？
        买一件商品积分加两次如何解决？
        如何测试一个消息消费两次的？
        优惠券如何进行专项测试？
        券的状态如何变化
        为什么要做接口自动化
        3一些个人问题
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      <description>1.实习介绍
        2. 你刚刚提到项目里用了泛型，那你能不能具体说说这个泛型是怎么根据传入类型去适配不同处理函数的
        3. interface 和 type 的区别
        4. keyof、in、typeof、infer 分别在实际工作中你是怎么用的
        5. 假如我们封装一个表单组件，要求字段名必须是后端返回字段的一部分，怎么处理
        6. 回流和重绘区别
        7. 浏览器加载一个页面时，整个渲染流程
        8. 做骨架屏时，怎么判断骨架内容和真实内容之间的切换时机
        9. 移动端怎么做适配
        10. async 函数在执行栈中的位置是怎么样的
        11. Promise.all 和 Promise.allSettled 的区别
        12. jS 是单线程，为什么可以实现并发加载多个接口？
        13. setTimeout 和 requestAnimationFrame 哪个更精确
        14. 帧率监控你们是怎么做的
        15. 小程序渲染卡顿时怎么优化
        16.H5 页面嵌入小游戏时，遇到过页面内存持续上涨吗？怎么解决的？
        17.手撕：给定一个数组代表股票每天的价格，请问只能买卖一次的情况下，最大化利润是多少？日期不重叠的情况下，可以买卖多次呢？</description>
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        2.你项目里为什么一定要用netty呢
        3.我现在有10wTPS 的秒杀接口，用Redisson实现了锁，但线上经常出现锁未释放排查发现是watchdog机制失效，你觉得这种情况该如何彻底解决
        4.你觉得一定要使用分布式锁解决幂等么，不加这个锁可不可以
        5.你觉得数据库的行锁和Redis分布式锁或者zk的锁有什么区别
        6.性能？你觉得行锁性能一定会比分布式锁差么
        7.线上观察到 GC 日志里出现了这样一条 Full GC 日志：[Full GC (Ergonomics) [PSYoungGen: 65536K-&amp;gt;0K(76288K)] [ParOldGen: 1750000K-&amp;gt;1750000K(1750000K)]，你能不能不靠任何工具，手动推断出这个进程可能的内存配置，以及这次GC的本质问题
        8.如果你们在业务高峰期观察到 Eden 区被频繁触发 GC，但实际对象存活率很低，你怎么看
        9.我们一个Kafka topic 被 5 个消费组同时消费，每个 group 负责写不同系统。中间某个group偶发失败，但你不能重放整条消息（因为另外几个已经成功），你怎么保证这组失败消息能精准重试？还能保证幂等？
        10.手撕：给你一个数组，它里面的元素呢都是正整数。再给你一个目标值，要求就是你在这个数组里面找到这个子数组和要大于等于这个目标值，然后返回结果是返回子数组的最小长度。</description>
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      <description>1.八股：大模型框架了解哪些，介绍下vllm原理
        2.八股：常用的LLM，讲解DeepSeek R1的训练流程和基本原理。
        3.八股：讲讲MOE架构和Dense架构差异，在训练和推理方面
        4.项目：介绍实习项目，项目中有没有做微调？
        5.项目：DPO，PPO和GRPO的区别
        6.项目：为什么PPO要用value baseline和GAE？它们如何让训练更稳定？
        7.项目：为什么GRPO在训练MOE时会出问题？原因是啥，怎么改进策略
        8.项目：GRPO的KL散度是什么？KL散度中超参数如何设计？
        9.项目：阐述大模型的幻觉现象及抑制方法。
        10.代码题：lc300 最长递增子序列</description>
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        2. 网络：TCP、UDP之间的区别？有没有 HTTP 不通过 TCP、UDP，而直接和网络层交流？这里回答了QUIC，其实应该更深一步地讲osi七层模型里这几层的协议和区别
        3. 如何设计一个熔断组件
        4. 不同MQ之间的区别
        5. 如果RPC调用下游数据，下游返回数据很慢导致拖累了整个接口的耗时，那么对应的有什么措施吗？对下游或者本身的接口的措施
        6. 在一个秒杀系统中，有一个消费券的库存ID，每秒可能有百万级别的访问，要怎么设计这个系统来确保库存ID不会超额扣减以及访问该数据的可用性（面试官提到了用Redis的decr扣减和Redis分片），同时问了一下Redis单实例可承受的QPS
        7. 在项目中常常用到缓存，在大型系统设计中一般会有几层缓存？什么场景用什么缓存呢？（提到了CDN、Redis、本地缓存和DB，但是场景讲得感觉没有很好）
        8. 上线的观测指标
        9. 关于AI的认识和使用
        手撕和为K的子数组，三路快排数组中第K大的数（面试官问能不能实现堆用堆做，菜菜的主播说不太行）&lt;img style=&quot;width:18px; height:18px&quot; data-card-emoji=&quot;[摸鱼中]&quot; data-card-nowcoder=&quot;[摸鱼中]&quot; src=&quot;https://uploadfiles.nowcoder.com/images/20220815/318889480_1660553876543/8526E2CCE5A1270D1D3A9550826C140A&quot; referrerpolicy=&quot;no-referrer&quot;&gt;</description>
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        2.sql掌握的怎么样，笔试里面的排序问题，三种排序的区别
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        7.反问：工作的具体内容。回答：根据业务需求，设计模型。
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        2.MySQL里面int可以定义INT(11) 也可以定义INT(5)，那么它两有什么区别呢
        3.那既然括号里的数字，不是用来限制取值范围的那为什么要设置长度呢，我不设置行不行
        4.如果表中有INT(11)，而插入的是100，你会看到什么样的显示效果？INT(11) 是不是就是存储11位的数字，如果你插入了一个大于99999 的数字（如100000），你认为INT(5) 会如何显示
        5.MySQL里面date，datetime，TIMESTAMP有什么区别，假设这个时候我要做一个跨国的系统，那么你觉得选哪个字段会更合适？为什么
        6.varcahr最大长度是多少能设置多少就括号里面那个数值
        7.唯一索引和普通索引mysql综合读写来看哪个更快
        8.唯一索引他是怎么做那个唯一检查的
        9.Doublewrite机制了解么
        10.mysql 的主从复制它的流程
        11Ok那这个时候有问题了，就是说我从库拉到了binlog之后转成Relaylog准备重放的时候，那么它的执行是单线程还是多线程？
        12.它怎么执行到区分不同的group去复制呢？
        13. 那mysql在做双主复制时，双主它会不会导致循环复制，就是a给BB又给A这种，如果会该怎么去避免这种情况呢
        14你基础确实掌握的挺好的，然后我来问一下你设计相关的，就像我们做系统，经常有那个菜单树的概念，比如左边有个菜单有很多层级。对吧，那现在我不设置，比如最深要求多少级，如果说让你设置一个菜单表，尽可能的少的层级也不要care他的性能的前提下，最少需要多少列？
        15如果我这时候又要考虑性能呢？比如说我有两个场景，第一个场景是我选择一个父节点父菜单，我能查出全部的子孙然后第二种呢，是我选一个子孙，我能查询出全部，他的父和爷爷以及所有的先祖，你觉得应该怎么设计
        16第二个设计题：如果我想要设计一个浏览用户的历史记录，比如说淘宝那种历史记录，我可以看我过去看到的是什么？这个浏览得有两个维度，第一个维度是以个人C端的角度去看这是我自己的历史记录，第二个角度是用供应商的角度去看这个商品被哪些人浏览了，必须要用到分库分表你决定应该怎么设计
        17手撕：要你设计一个单机限流组件，要求：1.线程安全，能在多线程环境下运行；2.动态自适应，能根据下游的错误率自动调节限流阈值；让系统既能保持高吞吐，又能在下游出问题时快速收敛、保护稳定性</description>
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      <title>度小满 校招 大数据引擎开发工程师面经</title>
      <description>面试官说理解校招生不理解引擎相关知识点，主要提问项目。即使我的项目很水很简单，也一直在提问与项目技术栈相关的知识点。
        还有手撕代码。
        最后好像问了几个spark、数据倾斜的简单八股。</description>
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    <item>
      <title>老虎国际后端开发实习生（咨询）二面面经</title>
      <description>大概5天后约的二面
        ## 高并发性能相关
        q：如果有一个抢票的场景，会采取什么方案保证高并发时候的性能?
        a：首先考虑扩容，然后采用负载均恒来减少路由层面的压力，比如对ip地址做个哈希
        q：怎么保证相对公平性，比如保证先来后到，但是也不是绝对公平
        a：对请求排队来保证公平性，同时也能形成限流结果，也可以通过一些抢占机制，让公平性下降
        q：如果造成了超卖问题，该如何发现？如何解决
        a：
        发现：超卖问题可能是数据库或者部分流程down掉导致的，也就可以从这部分入手，如果发现了部分服务down掉，就考虑造成了超卖问题，还有可能是重复的请求，没有正确获取锁，解决方法就是组织重复请求。
        解决：如果发现了超卖问题，暂停对数据的消费，保存在请求队列中，运行检查机制后，再重新评估这个数据是否能继续消费
        q：提到了队列，你在选择相关技术的时候，会考虑哪些方面？
        a：考虑吞吐量，是否可以无缝扩容，响应速度快
        q：如果要监控数据库的性能，该看哪些指标？（没回答上来之后提示了，数据库也是一台计算机）
        a：监控磁盘、内存、cpu的占用，监控连接数是否到达瓶颈
        ## 总结
        还有一些问题是在记不清楚了，几乎全部是诸如此类的业务相关的问题，我不会也不是很了解，面试官每次听完我的答案都给了半肯定的答案：“这样也行”、“这个也可以”，所以应该是没有答到点子上，我需要加强相关的知识点特别是消息队列和redis的理解了，面试很快，大概30分钟不到就结束了，其中面试官会不厌其烦地重复和解释问题给我思考时间。</description>
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      <title>珞石机器人 软件开发实习生</title>
      <description>太尴尬了。。这岗位是做纯qt的hr没沟通好，面试官上来一看简历发现不会qt直接呆住了。
        qt会吗 不会 (沉默😶)
        介绍你的项目，逐个
        有没有用到智能指针，哪里，怎么用的，为什么不用shared
        刚才提到了单例，怎么实现线程安全的单例
        单例实现细节
        除了互斥锁，自旋锁乐观锁悲观锁介绍
        还有什么，你用过哪些，详细介绍
        这个通信的tcp怎么用的怎么封装的
        还有些个人情况的了解问题
        感觉寄了</description>
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      <title>顺丰科技 校招 数开面经</title>
      <description>顺丰科技一面：
        1.数仓了解吗，范式建模和维度建模区别，事实表和维度表区别，拉链表
        2.spark运行原理
        3.sql题：user_id,amt两个字段。对user_id聚合求avg(amt)，但是数据量很大怎么办？（使用随机数将amt分为多个区间，用where过滤之后求总值和数量，然后对多个区间求均值）
        4.项目提问：GBDT和XGBoost区别</description>
      <link>https://www.nowcoder.com/feed/main/detail/05814cb088f54b4292fec2d5fa9870ef</link>
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    <item>
      <title>美团AI agent算法一面 好难...</title>
      <description>1，介绍RAG流程；介绍对编码模型的了解、原理、优缺点；如何评估编码模型的能力
        2，RAG有哪些分类；多模态RAG有哪些实现框架；伪多模态RAG和多模态RAG分别怎么实现，有什么区别；CLIP可以用于哪一类多模态RAG，为什么
        3，RAG怎么评估，RAG评估体系中最重要的是什么
        4，传统RAG有什么痛点；介绍GraphRAG，GraphRAG的难点是什么；GraphRAG如何应对增量场景
        5，介绍微调负责的工作；大模型微调最重要的是什么
        6，后训练有哪些方式；微调有哪些方式，分别是怎么做的；LoRA原理及参数量
        7，介绍DPO；DPO与PPO的区别
        8，介绍一些Agent的实现框架；这些框架有什么区别；LangGraph适用于什么场景；LangGraph构建Agent的方式有哪几种
        9，我这里有个场景，就是客户输入一个软件或网页界面截图，怎么通过RAG的方式帮助用户了解界面的每一个组件的作用，输入输出自己定义；相似的组件如图片框和视频框怎么去区分
        10，算法题：2n+1个数，两两成对，找出单独的那个数
        11，反问</description>
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      <title>中望软件 c++实习一面凉</title>
      <description>项目来源，贡献者？开发者？
        智能指针，用shared_ptr和weaked_ptr 能不能用unique_ptr
        shared_ptr引用计数不为0，用shared_ptr创建weaked_ptr，当weaked_ptr析构，指针会析构吗？
        项目中记忆最深刻的点
        多态，如何实现动态多态，虚函数/表
        析构、构造可以是虚函数吗
        派生类继承两个基类，两个基类都有相同的虚函数，会有什么问题？怎么处理？
        熟悉的stl
        vector、list区别
        为什么数组查找效率不如链表
        数组链表区别
        反问 </description>
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      <title>满帮 校招 数据开发 面经</title>
      <description>满帮一面
        1.实习问了细节
        2.手撕 三数之和=0
        3.mapreduce与spark区别
        4.spark很容易出现的问题（内存问题）
        5.数仓分层
        二面
        常规hr面</description>
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    <item>
      <title>上海科博达测试工程师面试</title>
      <description>📍面试公司：科博达技术股份有限公司
        💻面试岗位：系统测试工程师
        待遇：11k＋3-3.5月年终奖
        面试问题：
        1.自我介绍
        2.欧姆定律，二极管，三极管，场效应管特性
        3.五顶帽子三红两黄分给三个人...（逻辑推理问题）
        4.C语言或者python写100以内奇数和
        5.英文电路题编写测试方案
        5.中间还问了点简历项目
        🙌总共面了半个多小时，应该是凉了很多没回答上来</description>
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    <item>
      <title>天阳科技</title>
      <description>最短面试记录：8分钟
        1. 自我介绍
        2. 户籍，毕业年份
        3. 未来打算
        4. 离职原因
        5. 反问（1.技术栈 2. 业务）
        面试官说他没要问的时候就感觉这次面试没必要了，双方糊弄糊弄就过去了&lt;img style=&quot;width:18px; height:18px&quot; data-card-emoji=&quot;[喝可乐]&quot; data-card-nowcoder=&quot;[喝可乐]&quot; src=&quot;https://uploadfiles.nowcoder.com/images/20220815/318889480_1660553763434/7A0C3C39D0D8037360A2B600921D52C5&quot; referrerpolicy=&quot;no-referrer&quot;&gt;</description>
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    <item>
      <title>京东 校招 数开面经</title>
      <description>京东一面
        1.假设检验原理，统计量的分布有哪些
        2.mapreduce原理，数据倾斜原因如何解决
        3.python：链表是什么，手撕反转链表，想要让子类强制使用父类中的功能如何做，生成器如何实现
        4.数据库中如何保留历史数据，以便查询
        5.sql题：连续登陆最长时间
        二面：
        1.如何判断数据是正态分布
        2.数据倾斜
        3.手撕：字符串中最长的不带有重复字符的连续子串
        4.项目问了几个问题</description>
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    <item>
      <title>Flat Incubator测开实习一面</title>
      <description>1.自我介绍
        2.实习介绍
        测试难点在哪？
        印象最深的bug
        如何定位的？
        买一件商品积分加两次如何解决？
        如何测试一个消息消费两次的？
        优惠券如何进行专项测试？
        券的状态如何变化
        为什么要做接口自动化
        3一些个人问题
        4反问</description>
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    <item>
      <title>Java小厂二面</title>
      <description>#面试问题记录# #Java# #面经# </description>
      <link>https://www.nowcoder.com/feed/main/detail/71c015abf8db4054a65b45bc5be41cc9</link>
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    <item>
      <title>日常实习-字节前端一面</title>
      <description>1.实习介绍
        2. 你刚刚提到项目里用了泛型，那你能不能具体说说这个泛型是怎么根据传入类型去适配不同处理函数的
        3. interface 和 type 的区别
        4. keyof、in、typeof、infer 分别在实际工作中你是怎么用的
        5. 假如我们封装一个表单组件，要求字段名必须是后端返回字段的一部分，怎么处理
        6. 回流和重绘区别
        7. 浏览器加载一个页面时，整个渲染流程
        8. 做骨架屏时，怎么判断骨架内容和真实内容之间的切换时机
        9. 移动端怎么做适配
        10. async 函数在执行栈中的位置是怎么样的
        11. Promise.all 和 Promise.allSettled 的区别
        12. jS 是单线程，为什么可以实现并发加载多个接口？
        13. setTimeout 和 requestAnimationFrame 哪个更精确
        14. 帧率监控你们是怎么做的
        15. 小程序渲染卡顿时怎么优化
        16.H5 页面嵌入小游戏时，遇到过页面内存持续上涨吗？怎么解决的？
        17.手撕：给定一个数组代表股票每天的价格，请问只能买卖一次的情况下，最大化利润是多少？日期不重叠的情况下，可以买卖多次呢？</description>
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      <title>字节国际化支付Java后端二面50min</title>
      <description>1.你对图数据库有了解么？介绍一下
        2.你项目里为什么一定要用netty呢
        3.我现在有10wTPS 的秒杀接口，用Redisson实现了锁，但线上经常出现锁未释放排查发现是watchdog机制失效，你觉得这种情况该如何彻底解决
        4.你觉得一定要使用分布式锁解决幂等么，不加这个锁可不可以
        5.你觉得数据库的行锁和Redis分布式锁或者zk的锁有什么区别
        6.性能？你觉得行锁性能一定会比分布式锁差么
        7.线上观察到 GC 日志里出现了这样一条 Full GC 日志：[Full GC (Ergonomics) [PSYoungGen: 65536K-&amp;gt;0K(76288K)] [ParOldGen: 1750000K-&amp;gt;1750000K(1750000K)]，你能不能不靠任何工具，手动推断出这个进程可能的内存配置，以及这次GC的本质问题
        8.如果你们在业务高峰期观察到 Eden 区被频繁触发 GC，但实际对象存活率很低，你怎么看
        9.我们一个Kafka topic 被 5 个消费组同时消费，每个 group 负责写不同系统。中间某个group偶发失败，但你不能重放整条消息（因为另外几个已经成功），你怎么保证这组失败消息能精准重试？还能保证幂等？
        10.手撕：给你一个数组，它里面的元素呢都是正整数。再给你一个目标值，要求就是你在这个数组里面找到这个子数组和要大于等于这个目标值，然后返回结果是返回子数组的最小长度。</description>
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      <title>26校招小红书大模型算法二面</title>
      <description>1.八股：大模型框架了解哪些，介绍下vllm原理
        2.八股：常用的LLM，讲解DeepSeek R1的训练流程和基本原理。
        3.八股：讲讲MOE架构和Dense架构差异，在训练和推理方面
        4.项目：介绍实习项目，项目中有没有做微调？
        5.项目：DPO，PPO和GRPO的区别
        6.项目：为什么PPO要用value baseline和GAE？它们如何让训练更稳定？
        7.项目：为什么GRPO在训练MOE时会出问题？原因是啥，怎么改进策略
        8.项目：GRPO的KL散度是什么？KL散度中超参数如何设计？
        9.项目：阐述大模型的幻觉现象及抑制方法。
        10.代码题：lc300 最长递增子序列</description>
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    <item>
      <title>快手一二面（微凉泡池子）</title>
      <description>1. 拷打实习经历
        2. 网络：TCP、UDP之间的区别？有没有 HTTP 不通过 TCP、UDP，而直接和网络层交流？这里回答了QUIC，其实应该更深一步地讲osi七层模型里这几层的协议和区别
        3. 如何设计一个熔断组件
        4. 不同MQ之间的区别
        5. 如果RPC调用下游数据，下游返回数据很慢导致拖累了整个接口的耗时，那么对应的有什么措施吗？对下游或者本身的接口的措施
        6. 在一个秒杀系统中，有一个消费券的库存ID，每秒可能有百万级别的访问，要怎么设计这个系统来确保库存ID不会超额扣减以及访问该数据的可用性（面试官提到了用Redis的decr扣减和Redis分片），同时问了一下Redis单实例可承受的QPS
        7. 在项目中常常用到缓存，在大型系统设计中一般会有几层缓存？什么场景用什么缓存呢？（提到了CDN、Redis、本地缓存和DB，但是场景讲得感觉没有很好）
        8. 上线的观测指标
        9. 关于AI的认识和使用
        手撕和为K的子数组，三路快排数组中第K大的数（面试官问能不能实现堆用堆做，菜菜的主播说不太行）&lt;img style=&quot;width:18px; height:18px&quot; data-card-emoji=&quot;[摸鱼中]&quot; data-card-nowcoder=&quot;[摸鱼中]&quot; src=&quot;https://uploadfiles.nowcoder.com/images/20220815/318889480_1660553876543/8526E2CCE5A1270D1D3A9550826C140A&quot; referrerpolicy=&quot;no-referrer&quot;&gt;</description>
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        2.sql掌握的怎么样，笔试里面的排序问题，三种排序的区别
        3.个人的组织能力
        4.个人的未来规划
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        6.懂金融的知识吗？
        7.反问：工作的具体内容。回答：根据业务需求，设计模型。
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        4. 解决什么功能
        5. 怎么评估效果（其实可以有更多的方案）
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      <description>1.实习介绍
        2.MySQL里面int可以定义INT(11) 也可以定义INT(5)，那么它两有什么区别呢
        3.那既然括号里的数字，不是用来限制取值范围的那为什么要设置长度呢，我不设置行不行
        4.如果表中有INT(11)，而插入的是100，你会看到什么样的显示效果？INT(11) 是不是就是存储11位的数字，如果你插入了一个大于99999 的数字（如100000），你认为INT(5) 会如何显示
        5.MySQL里面date，datetime，TIMESTAMP有什么区别，假设这个时候我要做一个跨国的系统，那么你觉得选哪个字段会更合适？为什么
        6.varcahr最大长度是多少能设置多少就括号里面那个数值
        7.唯一索引和普通索引mysql综合读写来看哪个更快
        8.唯一索引他是怎么做那个唯一检查的
        9.Doublewrite机制了解么
        10.mysql 的主从复制它的流程
        11Ok那这个时候有问题了，就是说我从库拉到了binlog之后转成Relaylog准备重放的时候，那么它的执行是单线程还是多线程？
        12.它怎么执行到区分不同的group去复制呢？
        13. 那mysql在做双主复制时，双主它会不会导致循环复制，就是a给BB又给A这种，如果会该怎么去避免这种情况呢
        14你基础确实掌握的挺好的，然后我来问一下你设计相关的，就像我们做系统，经常有那个菜单树的概念，比如左边有个菜单有很多层级。对吧，那现在我不设置，比如最深要求多少级，如果说让你设置一个菜单表，尽可能的少的层级也不要care他的性能的前提下，最少需要多少列？
        15如果我这时候又要考虑性能呢？比如说我有两个场景，第一个场景是我选择一个父节点父菜单，我能查出全部的子孙然后第二种呢，是我选一个子孙，我能查询出全部，他的父和爷爷以及所有的先祖，你觉得应该怎么设计
        16第二个设计题：如果我想要设计一个浏览用户的历史记录，比如说淘宝那种历史记录，我可以看我过去看到的是什么？这个浏览得有两个维度，第一个维度是以个人C端的角度去看这是我自己的历史记录，第二个角度是用供应商的角度去看这个商品被哪些人浏览了，必须要用到分库分表你决定应该怎么设计
        17手撕：要你设计一个单机限流组件，要求：1.线程安全，能在多线程环境下运行；2.动态自适应，能根据下游的错误率自动调节限流阈值；让系统既能保持高吞吐，又能在下游出问题时快速收敛、保护稳定性</description>
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        最后好像问了几个spark、数据倾斜的简单八股。</description>
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        ## 高并发性能相关
        q：如果有一个抢票的场景，会采取什么方案保证高并发时候的性能?
        a：首先考虑扩容，然后采用负载均恒来减少路由层面的压力，比如对ip地址做个哈希
        q：怎么保证相对公平性，比如保证先来后到，但是也不是绝对公平
        a：对请求排队来保证公平性，同时也能形成限流结果，也可以通过一些抢占机制，让公平性下降
        q：如果造成了超卖问题，该如何发现？如何解决
        a：
        发现：超卖问题可能是数据库或者部分流程down掉导致的，也就可以从这部分入手，如果发现了部分服务down掉，就考虑造成了超卖问题，还有可能是重复的请求，没有正确获取锁，解决方法就是组织重复请求。
        解决：如果发现了超卖问题，暂停对数据的消费，保存在请求队列中，运行检查机制后，再重新评估这个数据是否能继续消费
        q：提到了队列，你在选择相关技术的时候，会考虑哪些方面？
        a：考虑吞吐量，是否可以无缝扩容，响应速度快
        q：如果要监控数据库的性能，该看哪些指标？（没回答上来之后提示了，数据库也是一台计算机）
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        qt会吗 不会 (沉默😶)
        介绍你的项目，逐个
        有没有用到智能指针，哪里，怎么用的，为什么不用shared
        刚才提到了单例，怎么实现线程安全的单例
        单例实现细节
        除了互斥锁，自旋锁乐观锁悲观锁介绍
        还有什么，你用过哪些，详细介绍
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        感觉寄了</description>
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        4.项目提问：GBDT和XGBoost区别</description>
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        3，RAG怎么评估，RAG评估体系中最重要的是什么
        4，传统RAG有什么痛点；介绍GraphRAG，GraphRAG的难点是什么；GraphRAG如何应对增量场景
        5，介绍微调负责的工作；大模型微调最重要的是什么
        6，后训练有哪些方式；微调有哪些方式，分别是怎么做的；LoRA原理及参数量
        7，介绍DPO；DPO与PPO的区别
        8，介绍一些Agent的实现框架；这些框架有什么区别；LangGraph适用于什么场景；LangGraph构建Agent的方式有哪几种
        9，我这里有个场景，就是客户输入一个软件或网页界面截图，怎么通过RAG的方式帮助用户了解界面的每一个组件的作用，输入输出自己定义；相似的组件如图片框和视频框怎么去区分
        10，算法题：2n+1个数，两两成对，找出单独的那个数
        11，反问</description>
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        shared_ptr引用计数不为0，用shared_ptr创建weaked_ptr，当weaked_ptr析构，指针会析构吗？
        项目中记忆最深刻的点
        多态，如何实现动态多态，虚函数/表
        析构、构造可以是虚函数吗
        派生类继承两个基类，两个基类都有相同的虚函数，会有什么问题？怎么处理？
        熟悉的stl
        vector、list区别
        为什么数组查找效率不如链表
        数组链表区别
        反问 </description>
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        3.mapreduce与spark区别
        4.spark很容易出现的问题（内存问题）
        5.数仓分层
        二面
        常规hr面</description>
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        💻面试岗位：系统测试工程师
        待遇：11k＋3-3.5月年终奖
        面试问题：
        1.自我介绍
        2.欧姆定律，二极管，三极管，场效应管特性
        3.五顶帽子三红两黄分给三个人...（逻辑推理问题）
        4.C语言或者python写100以内奇数和
        5.英文电路题编写测试方案
        5.中间还问了点简历项目
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        3. 未来打算
        4. 离职原因
        5. 反问（1.技术栈 2. 业务）
        面试官说他没要问的时候就感觉这次面试没必要了，双方糊弄糊弄就过去了&lt;img style=&quot;width:18px; height:18px&quot; data-card-emoji=&quot;[喝可乐]&quot; data-card-nowcoder=&quot;[喝可乐]&quot; src=&quot;https://uploadfiles.nowcoder.com/images/20220815/318889480_1660553763434/7A0C3C39D0D8037360A2B600921D52C5&quot; referrerpolicy=&quot;no-referrer&quot;&gt;</description>
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        2.mapreduce原理，数据倾斜原因如何解决
        3.python：链表是什么，手撕反转链表，想要让子类强制使用父类中的功能如何做，生成器如何实现
        4.数据库中如何保留历史数据，以便查询
        5.sql题：连续登陆最长时间
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        1.如何判断数据是正态分布
        2.数据倾斜
        3.手撕：字符串中最长的不带有重复字符的连续子串
        4.项目问了几个问题</description>
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        2.实习介绍
        测试难点在哪？
        印象最深的bug
        如何定位的？
        买一件商品积分加两次如何解决？
        如何测试一个消息消费两次的？
        优惠券如何进行专项测试？
        券的状态如何变化
        为什么要做接口自动化
        3一些个人问题
        4反问</description>
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        2. 你刚刚提到项目里用了泛型，那你能不能具体说说这个泛型是怎么根据传入类型去适配不同处理函数的
        3. interface 和 type 的区别
        4. keyof、in、typeof、infer 分别在实际工作中你是怎么用的
        5. 假如我们封装一个表单组件，要求字段名必须是后端返回字段的一部分，怎么处理
        6. 回流和重绘区别
        7. 浏览器加载一个页面时，整个渲染流程
        8. 做骨架屏时，怎么判断骨架内容和真实内容之间的切换时机
        9. 移动端怎么做适配
        10. async 函数在执行栈中的位置是怎么样的
        11. Promise.all 和 Promise.allSettled 的区别
        12. jS 是单线程，为什么可以实现并发加载多个接口？
        13. setTimeout 和 requestAnimationFrame 哪个更精确
        14. 帧率监控你们是怎么做的
        15. 小程序渲染卡顿时怎么优化
        16.H5 页面嵌入小游戏时，遇到过页面内存持续上涨吗？怎么解决的？
        17.手撕：给定一个数组代表股票每天的价格，请问只能买卖一次的情况下，最大化利润是多少？日期不重叠的情况下，可以买卖多次呢？</description>
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      <title>字节国际化支付Java后端二面50min</title>
      <description>1.你对图数据库有了解么？介绍一下
        2.你项目里为什么一定要用netty呢
        3.我现在有10wTPS 的秒杀接口，用Redisson实现了锁，但线上经常出现锁未释放排查发现是watchdog机制失效，你觉得这种情况该如何彻底解决
        4.你觉得一定要使用分布式锁解决幂等么，不加这个锁可不可以
        5.你觉得数据库的行锁和Redis分布式锁或者zk的锁有什么区别
        6.性能？你觉得行锁性能一定会比分布式锁差么
        7.线上观察到 GC 日志里出现了这样一条 Full GC 日志：[Full GC (Ergonomics) [PSYoungGen: 65536K-&amp;gt;0K(76288K)] [ParOldGen: 1750000K-&amp;gt;1750000K(1750000K)]，你能不能不靠任何工具，手动推断出这个进程可能的内存配置，以及这次GC的本质问题
        8.如果你们在业务高峰期观察到 Eden 区被频繁触发 GC，但实际对象存活率很低，你怎么看
        9.我们一个Kafka topic 被 5 个消费组同时消费，每个 group 负责写不同系统。中间某个group偶发失败，但你不能重放整条消息（因为另外几个已经成功），你怎么保证这组失败消息能精准重试？还能保证幂等？
        10.手撕：给你一个数组，它里面的元素呢都是正整数。再给你一个目标值，要求就是你在这个数组里面找到这个子数组和要大于等于这个目标值，然后返回结果是返回子数组的最小长度。</description>
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      <title>26校招小红书大模型算法二面</title>
      <description>1.八股：大模型框架了解哪些，介绍下vllm原理
        2.八股：常用的LLM，讲解DeepSeek R1的训练流程和基本原理。
        3.八股：讲讲MOE架构和Dense架构差异，在训练和推理方面
        4.项目：介绍实习项目，项目中有没有做微调？
        5.项目：DPO，PPO和GRPO的区别
        6.项目：为什么PPO要用value baseline和GAE？它们如何让训练更稳定？
        7.项目：为什么GRPO在训练MOE时会出问题？原因是啥，怎么改进策略
        8.项目：GRPO的KL散度是什么？KL散度中超参数如何设计？
        9.项目：阐述大模型的幻觉现象及抑制方法。
        10.代码题：lc300 最长递增子序列</description>
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    <item>
      <title>快手一二面（微凉泡池子）</title>
      <description>1. 拷打实习经历
        2. 网络：TCP、UDP之间的区别？有没有 HTTP 不通过 TCP、UDP，而直接和网络层交流？这里回答了QUIC，其实应该更深一步地讲osi七层模型里这几层的协议和区别
        3. 如何设计一个熔断组件
        4. 不同MQ之间的区别
        5. 如果RPC调用下游数据，下游返回数据很慢导致拖累了整个接口的耗时，那么对应的有什么措施吗？对下游或者本身的接口的措施
        6. 在一个秒杀系统中，有一个消费券的库存ID，每秒可能有百万级别的访问，要怎么设计这个系统来确保库存ID不会超额扣减以及访问该数据的可用性（面试官提到了用Redis的decr扣减和Redis分片），同时问了一下Redis单实例可承受的QPS
        7. 在项目中常常用到缓存，在大型系统设计中一般会有几层缓存？什么场景用什么缓存呢？（提到了CDN、Redis、本地缓存和DB，但是场景讲得感觉没有很好）
        8. 上线的观测指标
        9. 关于AI的认识和使用
        手撕和为K的子数组，三路快排数组中第K大的数（面试官问能不能实现堆用堆做，菜菜的主播说不太行）&lt;img style=&quot;width:18px; height:18px&quot; data-card-emoji=&quot;[摸鱼中]&quot; data-card-nowcoder=&quot;[摸鱼中]&quot; src=&quot;https://uploadfiles.nowcoder.com/images/20220815/318889480_1660553876543/8526E2CCE5A1270D1D3A9550826C140A&quot; referrerpolicy=&quot;no-referrer&quot;&gt;</description>
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@xia0ne