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<p>记录 LLM 在推理上的理论计算公式</p>
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<a href="/hexo_blog/2024/08/08/Knowledge-Distillation-in-LLM/" class="post-title-link" itemprop="url">Knowledge Distillation in LLM</a>
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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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