Lectures
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智能硬件体系结构简介
Summary: 课程情况介绍，简要介绍芯片发展历程，以及简要介绍前沿AI芯片体系结构
[slides] [supplementary slides]
Suggested Readings:
- Online Verilog Exercise
- MIPS Website: The official website of MIPS
- Compiler Optimization: 编译器优化相关介绍
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智能芯片发展史与未来趋势
Summary: 介绍智能芯片发展史与未来趋势
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Suggested Readings:
- MIT Eyriss: The official website of Eyriss, a hardware CNN accelerator developed by MIT
- RISCV: The official website of RISCV, a simplified instruction set developed by UC Berkeley
- Software Optimization: Introduce common methods for software optimization to accomondate hardware
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半导体晶体管与数字逻辑基础
Summary: 介绍了基础的半导体晶体管工作原理与数字逻辑电路设计理论和方法
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Suggested Readings:
- Online Verilog Exercise
- 数字集成电路设计原理: 包含静态逻辑动态逻辑等内容
- CMOS Delay Model: Slides given by UIUC ECE342
- Digital Integrated Circuits - A Design Perspective: A reference book for digital integrated circuits deisgn.
- Verilog HDL高级数字设计: Verilog参考书籍
- Logical Effort - 1: An introdcution to logical effort concept and calculations
- Logical Effort - 2: Slides about logical effort by UT Austin
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数字逻辑与复杂计算单元
Summary: 介绍数字逻辑中的基础知识，如时序约束、组合逻辑、基本运算单元等，在此基础上介绍复杂计算单元的设计方法
[slides]
Suggested Readings:
- FSM Supplementary: 介绍有限状态机与常见的状态机代码格式
- 乘法器设计: 乘法器设计参考教材
- PGK Adder Tree: Slides for PGK adder tree design
- 时序分析: 时序分析（STA）教材中文翻译版，可以参考第一章第二章中的基本概念
- STA basics and examples: Basic concepts in STA (including setup time, hold time, skew, jitter and etc.)
- SRAM Wiki: Wikipedia page for SRAM
- DRAM Wiki: Wikipedia for DRAM
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指令集与流水线设计
Summary: 介绍指令集ISA基础与流水线CPU的设计原理
[slides]
Suggested Readings:
- Instruction Set: Appendix A in the textbook
- Pipelining: Appendix C in the textbook
- MIPS ISA: MIPS ISA introduction
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流水线架构
Summary: 介绍流水线CPU中的数据/控制冲突与处理方法
[slides]
Suggested Readings
- Pipelining: Appendix C in the textbook
- Hazards: P150 - P156 in the text book
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超标量与乱序执行
Summary: 介绍流水线CPU中的超标量与乱序执行技术
[slides]
Suggested Readings
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Instruction Level Parallelism & Branch Prediction: Textbook Chapter 3
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OoO Arch Slides 1: Slides about OoO Execution
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OoO Arch Slides 2: Slides about OoO Execution from Stony Brook
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Super Scalar: Lecture Recording at ETH
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指令动态发射与分支预测
Summary: 介绍流水线CPU中的指令动态发射与分支预测技术
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Suggested Readings
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Branch Prediction: A Slide about Branch Prediction at CMU
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Super Scalar: Lecture Recording at ETH
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MIPS架构与缓存设计
Summary: 介绍MIPS架构及多级缓存与缓存一致性设计
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Suggested Readings
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Memory Hierarchy: Lecture about Memory Hierarchy
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Cache Coherence: Cache Coherence Lecture
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人工智能加速器架构
Summary: 介绍人工智能加速器的基本架构与设计原理
[slides]
Suggested Readings
- AI Accelerator: A lecture about AI acclerator deign methodology
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