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<html>
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<title>十派的玩具箱</title>
<link rel="shortcut icon" href="https://meredith2328.github.io/favicon.ico?v=1775725744520">
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<link rel="alternate" type="application/atom+xml" title="十派的玩具箱 - Atom Feed" href="https://meredith2328.github.io/atom.xml">
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Droid+Serif:400,700">
<meta name="description" content="“能做成的事情是不少的”" />
</head>
<body>
<div class="main">
<div class="main-content">
<div class="site-header">
<a href="https://meredith2328.github.io">
<img class="avatar" src="https://meredith2328.github.io/images/avatar.png?v=1775725744520" alt="">
</a>
<h1 class="site-title">
十派的玩具箱
</h1>
<p class="site-description">
“能做成的事情是不少的”
</p>
<div class="menu-container">
<a href="/" class="menu">
首页
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<a href="https://meredith2328.github.io/post/10pi" class="menu">
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</div>
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<a href="https://github.com/Meredith2328" target="_blank">
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</a>
</div>
</div>
<div class="post-container">
<article class="post">
<a href="https://meredith2328.github.io/post/10pi/">
<h2 class="post-title">十派的玩具箱有哪些内容?</h2>
</a>
<div class="post-info">
<span>
2024-08-30
</span>
<span>
3 min read
</span>
<a href="https://meredith2328.github.io/tag/L5ZsOZdAJn/" class="post-tag">
# 数据结构与算法
</a>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
<a href="https://meredith2328.github.io/tag/22ye_mNQZjz/" class="post-tag">
# 奇怪的东西
</a>
<a href="https://meredith2328.github.io/tag/SdawTYdzv1s/" class="post-tag">
# CS61A
</a>
<a href="https://meredith2328.github.io/tag/0qlHOak9pEQ/" class="post-tag">
# CSAPP
</a>
</div>
<a href="https://meredith2328.github.io/post/10pi/" class="post-feature-image" style="background-image: url('https://meredith2328.github.io/post-images/10pi.jpg')">
</a>
<div class="post-abstract">
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/softmax/">
<h2 class="post-title">从原始Softmax到在线Softmax</h2>
</a>
<div class="post-info">
<span>
2026-04-09
</span>
<span>
20 min read
</span>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
</div>
<div class="post-abstract">
<p>撰写了原始的softmax、数值稳定的softmax、在线softmax的公式及其简单代码呈现。</p>
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/fudan-mlsys-cn/">
<h2 class="post-title">给机器学习系统课程做了一下中文翻译</h2>
</a>
<div class="post-info">
<span>
2026-03-25
</span>
<span>
1 min read
</span>
</div>
<div class="post-abstract">
<p>在线阅读: <a href="https://meredith2328.github.io/fudan-mlsys-cn/">MLSys 中文翻译</a><br>
搞到网页上方便阅读。</p>
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/LLMestimate2/">
<h2 class="post-title">怎么估算LLM训练的内存和计算需求?推一推、测一测</h2>
</a>
<div class="post-info">
<span>
2026-03-12
</span>
<span>
22 min read
</span>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
</div>
<div class="post-abstract">
<p>本部分适合于知道AdamW更新流程、但没有尝试推导过peak memory和计算量、计算时间的朋友。<br>
省流:<br>
A_{per_layer} ≈ 9BLd + 2BhL^2<br>
C ≈ 6 × P × D</p>
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/optimizer/">
<h2 class="post-title">从SGD到AdamW,优化器怎么发展过来的?</h2>
</a>
<div class="post-info">
<span>
2026-03-11
</span>
<span>
14 min read
</span>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
</div>
<div class="post-abstract">
<p>Adam = Momentum + RMSProp</p>
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/CS336-hw1-2/">
<h2 class="post-title">CS336 Assignment 1 后半段记录:实验</h2>
</a>
<div class="post-info">
<span>
2026-03-10
</span>
<span>
14 min read
</span>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
</div>
<div class="post-abstract">
<p>已经搭建起了训练循环,接下来做一些实验。训得有多快?有多好?</p>
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/CS336-hw1-1/">
<h2 class="post-title">CS336 Assignment 1 前半段记录:架构</h2>
</a>
<div class="post-info">
<span>
2026-03-10
</span>
<span>
52 min read
</span>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
</div>
<div class="post-abstract">
<p>从分词开始,搭建起Transformer架构。</p>
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/linux-command/">
<h2 class="post-title">值得顺便掌握一下的那些linux指令</h2>
</a>
<div class="post-info">
<span>
2026-03-10
</span>
<span>
13 min read
</span>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
</div>
<div class="post-abstract">
<p>命令行能够即时地做很多事情,甚至代表一种简洁而切题的计算机哲学。<br>
为了直接进入正题,省略诸如 <code>cd</code> 这样的广为人知的基础指令,直接看那些显著提升体验的东西。</p>
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/wandb/">
<h2 class="post-title">WanDB基础使用教程总结</h2>
</a>
<div class="post-info">
<span>
2026-03-08
</span>
<span>
12 min read
</span>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
</div>
<div class="post-abstract">
<p>WanDB是一个python库/日志托管平台,帮我们详细记录并整理了训练过程中的各种参数和指标变化,<br>
省去了需要自己<strong>详细记录日志</strong>、<strong>绘制图表</strong>的麻烦,并且可以做<strong>超参数搜索</strong>等进阶用法。</p>
</div>
</article>
<article class="post">
<a href="https://meredith2328.github.io/post/LLMestimate/">
<h2 class="post-title">怎么估算LLM的参数量和训练FLOPs?推一推、测一测</h2>
</a>
<div class="post-info">
<span>
2026-03-03
</span>
<span>
17 min read
</span>
<a href="https://meredith2328.github.io/tag/FOnN2uDcuG/" class="post-tag">
# CS相关
</a>
</div>
<div class="post-abstract">
<p>本Blog适合于知道 Transformer 基础结构、但没有尝试推导过参数量和FLOPs的朋友。<br>
省流:P ≈ 12Nd^2 + Vd</p>
</div>
</article>
</div>
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