High Performance Computer Architecture
link 来源:www.udacity.com
assignment 等级:入门
chat_bubble_outline 语言:英语
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This class is offered as CS6290 at Georgia Tech where it is a part of the [Online Masters Degree (OMS)](http://www.omscs.gatech.edu/). Taking this course here will not earn credit towards the OMS degree. The course begins with a lesson on performance measurement, which leads to a discussion on the necessity of performance improvement. Pipelining, the first level of performance refinement, is reviewed. The weaknesses of pipelining will be exposed and explored, and various solutions to these issues will be studied. The student will learn hardware, software, and compiler based solutions to these issues.

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课程大纲

Lesson 1: Introduction and Trends

- Computer Architecture & Tech Trends - Moore's Law - Processor Speed, Cost, Power - Power Consumption - Fabrication Yield

Lesson 2: Performance Metrics and Evaluation

- Measuring Performance - Benchmarks Standards - Iron Law of Performance - Amdahl's Law - Lhadma's Law

Lesson 3: Pipelining Review

- Pipeline CPI - Processor Pipeline Stalls - Data Dependencies - Pipelining Outro

Lesson 4: Branches

- Branch Prediction - Direction Predictor - Hierarchical Predictors - PShare

Lesson 5: Predication

- If Conversion - Conditional Move - MOVc Summary

Lesson 6: Instruction Level Parallelism (ILP)

- ILP Intro - RAW Dependencies - WAW Dependencies - Duplicating Register Values - Instruction Level Parallelism (ILP)

Lesson 7: Instruction Scheduling

- Improving IPC - Tomasulo's Algorithm - Load and Store Instructions

Lesson 8: ReOrder Buffer

- Exceptions in Out Of Order Execution - Branch Misprediction - Hardware Organization with ROB

Lesson 9: Memory Ordering

- Memory Access Ordering - When Does Memory Write Happen - Out of Order Load Store Execution - Store to Load Forwarding - LSQ, ROB, and RS

Lesson 9: Memory

- How Memory Works - One Memory Bit SRAM - One Memory Bit DRAM - Fast Page Mode - Connecting DRAM To The Processor

Lesson 10: Multi-Processing

- Flynn's Taxonomy of Parallel Machines - Multiprocessor Needs Parallel Programs! - Centralized Shared Memory - Distributed Shared Memory - Message Passing Vs Shared Memory - Shared Memory Hardware - SMT Hardware Changes - SMT and Cache Performance
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教师

  • Milos Prvulovic - Dr Prvulovic's research focuses on architectural (hardware) support for program monitoring, debugging, and security, particularly in multi-threaded and multi-core systems. In general, the goal of his research is to make both hardware and software more reliable and secure. He is the area coordinator for the Computer Architecture area in the School of Computer Science at Georgia Tech. Dr. Prvulovic received his Ph.D. from the University of Illinois at Urbana-Champaign in 2003. He is a Senior Member of ACM and IEEE and is currently serving as the Secretary-Treasurer of ACM SIGMICRO.
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内容设计师

Georgia Institute of Technology

佐治亚理工学院(Georgia Institute of Technology),又称佐治亚理工学院或 GT,是一所位于美国佐治亚州亚特兰大市的男女同校公立研究型大学。它是佐治亚大学系统网络的一部分。佐治亚理工学院在萨凡纳(美国佐治亚州)、梅斯(法国)、阿斯隆(爱尔兰)、上海(中国)和新加坡设有办事处。

佐治亚理工学院的工程和计算机科学课程在世界上名列前茅5,6 ,声誉卓著。此外,佐治亚理工学院还开设了科学、建筑、人文和管理课程。

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平台

Udacity

Udacity est une entreprise fondé par Sebastian Thrun, David Stavens, et Mike Sokolsky offrant cours en ligne ouvert et massif.

Selon Thrun, l'origine du nom Udacity vient de la volonté de l'entreprise d'être "audacieux pour vous, l'étudiant ". Bien que Udacity se concentrait à l'origine sur une offre de cours universitaires, la plateforme se concentre désormais plus sur de formations destinés aux professionnels.

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