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<!DOCTYPE html>
<html lang="zh-Hans">
<head>
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<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=2">
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<meta name="description" content="Day Day Up">
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<meta property="og:title" content="Wnma's Blogs">
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<article itemscope itemtype="http://schema.org/Article" class="post-block" lang="zh-Hans">
<link itemprop="mainEntityOfPage" href="https://wnma3mz.github.io/2025/01/25/Token-Level%E7%9A%84KVCache%E5%A4%8D%E7%94%A8/">
<span hidden itemprop="author" itemscope itemtype="http://schema.org/Person">
<meta itemprop="image" content="https://avatars.githubusercontent.com/u/23001152?s=460&u=dacc012cd237ac86458d888b3723d1d495cb1aa4&v=4">
<meta itemprop="name" content="wnma3mz">
<meta itemprop="description" content="Day Day Up">
</span>
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<meta itemprop="name" content="Wnma's Blogs">
</span>
<header class="post-header">
<h2 class="post-title" itemprop="name headline">
<a href="/hexo_blog/2025/01/25/Token-Level%E7%9A%84KVCache%E5%A4%8D%E7%94%A8/" class="post-title-link" itemprop="url">Token-Level 的 KVCache 复用</a>
</h2>
<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 title="创建于：2025-01-25 14:09:10" itemprop="dateCreated datePublished" datetime="2025-01-25T14:09:10+08:00">2025-01-25</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="عُدل：2025-02-09 21:46:29" itemprop="dateModified" datetime="2025-02-09T21:46:29+08:00">2025-02-09</time>
</span>
</div>
</header>
<div class="post-body" itemprop="articleBody">
<p>在 LLM
中一大应用场景就是进行多轮对话，发起的第二轮对话大多情况下是基于第一轮对话的结果进行的。因此，完全可以缓存第一轮对话的结果，避免重复计算
KV Cache，以加速第二轮 TTFT 时间。</p>
<p>更进一步，在非对话场景可以查找输入的<strong>最长公共前缀序列</strong>，以复用
KV Cache。</p>
<p>主要论文：https://arxiv.org/pdf/2312.07104</p>
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<article itemscope itemtype="http://schema.org/Article" class="post-block" lang="zh-Hans">
<link itemprop="mainEntityOfPage" href="https://wnma3mz.github.io/2024/11/15/tllm%E5%90%8E%E7%AB%AF%E5%BC%80%E5%8F%91/">
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<h2 class="post-title" itemprop="name headline">
<a href="/hexo_blog/2024/11/15/tllm%E5%90%8E%E7%AB%AF%E5%BC%80%E5%8F%91/" class="post-title-link" itemprop="url">together-LLM 跨机后端开发</a>
</h2>
<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 title="创建于：2024-11-15 22:05:06" itemprop="dateCreated datePublished" datetime="2024-11-15T22:05:06+08:00">2024-11-15</time>
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<span class="post-meta-item-text">更新于</span>
<time title="عُدل：2025-02-09 21:34:51" itemprop="dateModified" datetime="2025-02-09T21:34:51+08:00">2025-02-09</time>
</span>
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<div class="post-body" itemprop="articleBody">
<p>记录开发 tLLM 中后端相关的问题。</p>
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<a href="/hexo_blog/2024/10/21/tllm%E9%80%9A%E4%BF%A1%E5%BC%80%E5%8F%91/" class="post-title-link" itemprop="url">together-LLM 跨机通信开发</a>
</h2>
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<span class="post-meta-item-text">发表于</span>
<time title="创建于：2024-10-21 11:03:04" itemprop="dateCreated datePublished" datetime="2024-10-21T11:03:04+08:00">2024-10-21</time>
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<span class="post-meta-item-text">更新于</span>
<time title="عُدل：2025-02-09 21:28:36" itemprop="dateModified" datetime="2025-02-09T21:28:36+08:00">2025-02-09</time>
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<p>记录开发 tLLM 中通信相关的问题。</p>
<!--noindex-->
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<p>记录 LLM 在推理上的理论计算公式</p>
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<p>从知识蒸馏的概念出发，介绍 LLM 中的知识蒸馏</p>
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<p>对比不同硬件下，LLM 的推理速度</p>
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<p>对比 MoE 中负载均衡 Loss 的实现方式，主要有跨层和非跨层两种实现</p>
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<p>对于两种场景下介绍 LLM 的 推理加速方法</p>
<p>长输入，短输出</p>
<p>长输出但输出 token 有限</p>
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<p>LLM 在宽度上的稀疏性可以通过 MoE
这种架构来优化。而深度上也具备稀疏性，故而可以进行裁剪。</p>
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<p>从零开始，用 Cpp 写 PyTorch 的插件，包括 CPU 和 GPU 的版本。</p>
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