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<!DOCTYPE html>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">=== 一. AI 系统概述 ===</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="01Introduction/README.html">课程概述</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="01Introduction/00Introduction.html">本节内容</a></li>
<li class="toctree-l2"><a class="reference internal" href="01Introduction/01present.html">AI 的历史与现状</a></li>
<li class="toctree-l2"><a class="reference internal" href="01Introduction/02Develop.html">AI 发展驱动力</a></li>
<li class="toctree-l2"><a class="reference internal" href="01Introduction/03architecture.html">AI 系统全栈架构</a></li>
<li class="toctree-l2"><a class="reference internal" href="01Introduction/05Sample.html">AI 系统与程序代码关系</a></li>
<li class="toctree-l2"><a class="reference internal" href="01Introduction/06Foundation.html">大模型的到来</a></li>
</ul>
</details></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">=== 二. AI 硬件体系架构 ===</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="02Hardware/README.html">AI 硬件体系架构概述</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="02Hardware01Foundation/README.html">AI 计算体系概述</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="02Hardware01Foundation/01Introduction.html">课程内容</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware01Foundation/02ArchSlim.html">AI 计算模式（上）</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware01Foundation/03MobileParallel.html">AI 计算模式（下）</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware01Foundation/04Metrics.html">关键设计指标</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware01Foundation/05Matrix.html">核心计算之矩阵乘</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware01Foundation/06BitWidth.html">计算之比特位宽</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="02Hardware02ChipBase/README.html">AI 芯片基础</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="02Hardware02ChipBase/01CPUBase.html">CPU 基础</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware02ChipBase/02CPUISA.html">CPU 指令集架构</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware02ChipBase/03CPUData.html">CPU 计算本质</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware02ChipBase/04CPULatency.html">CPU 计算时延</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware02ChipBase/05GPUBase.html">GPU 基础</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware02ChipBase/06NPUBase.html">NPU 基础</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware02ChipBase/07Future.html">超异构计算</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="02Hardware03GPUBase/README.html">图形处理器 GPU</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="02Hardware03GPUBase/01Works.html">GPU 工作原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware03GPUBase/02Principle.html">为什么 GPU 适用于 AI</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware03GPUBase/03Concept.html">GPU 架构与 CUDA 关系</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware03GPUBase/04History.html">GPU 架构回顾</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="02Hardware04NVIDIA/README.html">英伟达 GPU 详解</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="02Hardware04NVIDIA/01BasicTC.html">Tensor Core 基本原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware04NVIDIA/02HistoryTC.html">Tensor Core 架构演进</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware04NVIDIA/03DeepTC.html">Tensor Core 深度剖析</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware04NVIDIA/04BasicNvlink.html">分布式通信与 NVLink</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware04NVIDIA/05DeepNvlink.html">NVLink 原理剖析</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware04NVIDIA/06DeepNvswitch.html">NV Switch 深度解析</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="02Hardware05Abroad/README.html">国外 AI 芯片</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="02Hardware05Abroad/04TPUIntrol.html">谷歌 TPU 历史发展</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware05Abroad/05TPU1.html">谷歌 TPU v1-脉动阵列</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware05Abroad/06TPU2.html">谷歌 TPUv2 训练芯片</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware05Abroad/07TPU3.html">谷歌 TPUv3 POD 形态</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware05Abroad/08TPU4.html">谷歌 TPU v4 与光路交换</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="02Hardware06Domestic/README.html">国内 AI 芯片</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="02Hardware06Domestic/04Cambricon.html">寒武纪介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware06Domestic/08AscendBase.html">昇腾 AI 架构介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware06Domestic/09AscendSOC.html">昇腾 AI 处理器</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware06Domestic/10AscendCube.html">昇腾 AI 核心单元</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware06Domestic/11AscendLayout.html">昇腾数据布局转换</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="02Hardware07Thought/README.html">AI 芯片黄金十年</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="02Hardware07Thought/01Introduction.html">芯片的编程体系</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware07Thought/02SIMTSIMD.html">SIMD & SIMT 与芯片架构</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware07Thought/03SPMT.html">SIMD & SIMT 与 CUDA 关系</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware07Thought/04NVSIMT.html">CUDA 编程模式</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware07Thought/05DSA.html">从 CUDA 对 AI 芯片思考</a></li>
<li class="toctree-l2"><a class="reference internal" href="02Hardware07Thought/06AIChip.html">AI 芯片的思考</a></li>
</ul>
</details></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">=== 三. AI 编程与计算架构 ===</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="03Compiler/README.html">AI 编译原理概述</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="03Compiler01Tradition/README.html">传统编译器</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="03Compiler01Tradition/01Introduction.html">编译器基础介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler01Tradition/02History.html">传统编译器发展</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler01Tradition/03GCC.html">GCC 主要特征</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler01Tradition/04LLVM.html">LLVM 架构设计和原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler01Tradition/05LLVMIR.html">LLVM IR 基本概念</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler01Tradition/06LLVMDetail.html">LLVM IR 详解</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler01Tradition/07LLVMFrontend.html">LLVM 前端和优化层</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler01Tradition/08LLVMBackend.html">LLVM 后端代码生成</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="03Compiler02AICompiler/README.html">AI 编译器</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="03Compiler02AICompiler/01Appear.html">为什么需要 AI 编译器</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler02AICompiler/02Stage.html">AI 编译器历史阶段</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler02AICompiler/03Architecture.html">AI 编译器基本架构</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler02AICompiler/04Future.html">AI 编译器挑战与思考</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="03Compiler03Frontend/README.html">前端优化</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/01Introduction.html">AI 编译器前端优化</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/02GraphIR.html">图算 IR</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/03OPFusion.html">算子融合</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/04LayoutPrinc.html">布局转换原理与算法</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/06Memory.html">内存分配算法</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/07ConstantFold.html">常量折叠原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/08CSE.html">公共表达式消除原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/09DCE.html">死代码消除</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler03Frontend/10algebraic.html">代数简化</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="03Compiler04Backend/README.html">后端优化</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="03Compiler04Backend/01Introduction.html">AI 编译器后端优化</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler04Backend/02OPSCompute.html">计算与调度</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler04Backend/03Optimization.html">算子手工优化</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler04Backend/04LoopOpt.html">算子循环优化</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler04Backend/05OtherOpt.html">指令和存储优化</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler04Backend/06AutoTuning.html">Auto-Tuning 原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="03Compiler04Backend/07Practice.html">TVM 实践案例</a></li>
</ul>
</details></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">=== 四. 推理系统&引擎 ===</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="04Inference/README.html">推理系统&引擎概述</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="04Inference01Inference/README.html">推理系统</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="04Inference01Inference/01Introduction.html">引言</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference01Inference/02Constraints.html">推理系统介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference01Inference/03Workflow.html">推理流程全景</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference01Inference/04System.html">推理系统架构</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference01Inference/05Inference.html">推理引擎架构</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference01Inference/07MindIEIntro.html">昇腾推理引擎 MindIE</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference01Inference/08AscendCL.html">推理引擎示例：AscendCL</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="04Inference02Mobilenet/README.html">模型轻量化</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/01Introduction.html">推理参数</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/021Squeezenet.html">SqueezeNet 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/022Shufflenet.html">ShuffleNet 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/023Mobilenet.html">MobileNet 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/024ESPNet.html">ESPNet 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/025FBNet.html">FBNet 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/026EfficientNet.html">EfficientNet 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/027GhostNet.html">GhostNet 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/02Cnn.html">CNN 模型小型化（上）</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/031MobileVit.html">MobileVit 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/032MobileFormer.html">MobileFormer</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/033EfficientFormer.html">EfficientFormer 系列</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/03Cnn.html">CNN 模型小型化（下）</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/03Transformer.html">Transformer 小型化</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference02Mobilenet/04Transformer.html">Transformer 模型小型化</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="04Inference03Slim/README.html">模型压缩</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="04Inference03Slim/01Introduction.html">基本介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference03Slim/02Quant.html">低比特量化原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference03Slim/03QAT.html">感知量化训练 QAT</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference03Slim/04PTQ.html">训练后量化与部署</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference03Slim/05Pruning.html">模型剪枝</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference03Slim/06Distillation.html">知识蒸馏原理</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="04Inference04Converter/README.html">模型转换</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="04Inference04Converter/01Introduction.html">基本介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference04Converter/02Principle.html">推理文件格式</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference04Converter/03IR.html">自定义计算图 IR</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference04Converter/04Detail.html">模型转换流程</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="04Inference05Optimize/README.html">模型优化</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="04Inference05Optimize/01Optimizer.html">计算图优化架构</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference05Optimize/02Basic.html">离线图优化技术</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference05Optimize/03Extend.html">其他计算图优化</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="04Inference06Kernel/README.html">Kernel 优化</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="04Inference06Kernel/01Introduction.html">Kernel 层架构</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference06Kernel/02Conv.html">卷积操作原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference06Kernel/03Im2col.html">Im2Col 算法</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference06Kernel/04Winograd.html">Winograd 算法</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference06Kernel/05Qnnpack.html">QNNPack 算法</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference06Kernel/06Memory.html">推理内存布局</a></li>
<li class="toctree-l2"><a class="reference internal" href="04Inference06Kernel/08Others.html">汇编与循环优化</a></li>
</ul>
</details></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">=== 五. AI 框架核心模块 ===</span></p>
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<li class="toctree-l1"><a class="reference internal" href="05Framework/README.html">AI 框架核心概述</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="05Framework01Foundation/README.html">AI 框架基础</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="05Framework01Foundation/01Introduction.html">内容介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework01Foundation/02Fundamentals.html">AI 框架作用</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework01Foundation/03History.html">AI 框架之争</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework01Foundation/04Programing.html">框架编程范式</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework01Foundation/05MindSpore.html">昇思 MindSore 关键特性</a></li>
</ul>
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<li class="toctree-l1 has-children"><a class="reference internal" href="05Framework02AutoDiff/README.html">自动微分</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="05Framework02AutoDiff/01Introduction.html">自动微分</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework02AutoDiff/02BaseConcept.html">什么是微分</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework02AutoDiff/03GradMode.html">微分计算模式</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework02AutoDiff/04Implement.html">微分实现方式</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework02AutoDiff/05ForwardMode.html">动手实现自动微分</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework02AutoDiff/06ReversedMode.html">动手实现 PyTorch 微分</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework02AutoDiff/07Challenge.html">自动微分的挑战&未来</a></li>
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</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="05Framework03DataFlow/README.html">计算图</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="05Framework03DataFlow/01Introduction.html">基本介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework03DataFlow/02Computegraph.html">计算图原理</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework03DataFlow/03Atuodiff.html">计算图与自动微分</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework03DataFlow/04Dispatch.html">计算图的调度与执行</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework03DataFlow/05ControlFlow.html">计算图的控制流实现</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework03DataFlow/06StaticGraph.html">动态图与静态图转换</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework03DataFlow/07Future.html">计算图挑战与未来</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="05Framework04Parallel/README.html">分布式并行</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="05Framework04Parallel/01Introduction.html">基本介绍</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework04Parallel/02DataParallel.html">数据并行</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework04Parallel/03ZeRODP.html">数据并行</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework04Parallel/04TensorParallel.html">张量并行</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework04Parallel/05PipelineParallel.html">流水并行</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework04Parallel/06HybridParallel.html">混合并行</a></li>
<li class="toctree-l2"><a class="reference internal" href="05Framework04Parallel/07MSParallel.html">昇思MindSpore并行</a></li>
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