并行计算导论(英文版·第2版)
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| 新书城图书编号:656 |
| 图书ISBN:7111125126 |
| 出版时间:2003-7-1 |
| 出版社:机械工业出版社 |
| 作者:(美)格兰马 著 |
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市场价格:¥68 |
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普通会员:¥54.4
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80折 |
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VIP会员:¥51
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75折 |
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【图书简介】
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在快速解决计算量大、数据密集型问题时,人们越采越认识到并行处理是惟一节省成本的方法。价格低廉的并行计算机(如商用桌面多处理机和工作站机群)的出现,使得这种并行方法的适用范围越来越广。现在已经为可移植的并行程序设计制定了专门的软件标准,为并行软件的大幅度发展打好了基础。 事务处理。信息检索.数据挖掘和分析以及多媒体服务等数据密集型应用已经为当代的并行平台提供了新的挑战。计算生物学和纳米技术等新兴的领域对并行计算的算法和系统开发提供了前瞻性的启示,而体系结构,编程模型和应用中的变化对如何使用户以网格服务形式得到并行平台也提供了一些启发。 本书讨论了这些新技术的发展,也覆盖了并行计算机处理的较传统的问题.本书尽可能采用与体系结构无关的观点来对待抽象模型的底层平台和设计算法。书中选择MPI(Message Passing Interface)、POSIX线程和Open MP作为编程模型,并在不同例子中反映了并行计算的不断变化的应用组合。 本书的主要特点: 全面介绍并行计算的每个方面(体系结构,编程范型。算法和标准)既讲述传统的计算机科学算法(排序,搜索。图和动态编程算法),也讲述科学计算算法(矩阵计算、FFT)介绍MPI、Pthreads和OpenMP这三个应用最广泛的编写可移植并行程序的标准适合作为高等院校并行计算。并行编程,并行算法的设计和分析以及高性能计算课程的本科生和研究生的教材.
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【图书目录】
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Introduction to Parallel Computing 1.1 Motivating Parallelism 1.2 Scope of Parallel Computing 1.3 Organization and Contents of the Text 1.4 Bibliographic Remarks Problems CHAPTER 2 Parallel Programming Platforms 2.1 Implicit Parallelism: Trends in Microprocessor Architectures 2.2 Limitations of Memory System Performance* 2.3 Dichotomy of Parallel Computing Platforms 2.4 Physical Organization of Parallel Platforms 2.5 Communication Costs in Parallel Machines 2.6 Routing Mechanisms for Interconnection Networks 2.7 Impact of Process-Processor Mapping and Mapping Techniques 2.8 Bibliographic Remarks Problems CHAPTER Principles of Parallel Algorithm Design 3.1 Preliminaries 3.2 Decomposition Techniques 3.3 Characteristics of Tasks and Interactions 3.4 Mapping Techniques for Load Balancing 3.5 Methods for Containing Interaction Overheads 3.6 Parallel Algorithm Models 3.7 Bibliographic Remarks Problems CHAPTER 4 Basic Communication Operations 4.1 One-to-All Broadcast and All-to-One Reduction 4.2 All-to-All Broadcast and Reduction 4.3 All-Reduce and Prefix-Sum Operations 4.4 Scatter and Gather 4.5 All-to-All Personalized Communication 4.6 Circular Shift 4.7 Improving the Speed of Some Communication Operations 4.8 Summary 4.9 Bibliographic Remarks Problems CHAPTER 5 Analytical Modeling of Parallel Programs 5.1 Sources of Overhead in Parallel Programs 5.2 Performance Metrics for Parallel Systems 5.3 The Effect of Granularity on Performance 5.4 Scalability of Parallel Systems 5.5 Minimum Execution Time and Minimum Cost-Optimal Execution Time 5.6 Asymptotic Analysis of Parallel Programs 5.7 Other Scalability Metrics 5.8 Bibliographic Remarks Problems CHAPTER 6 Programming Using the Message-Passing Paradigm 6.1 Principles of Message-Passing Programming 6.2 The Building Blocks: Send and Receive Operations 6.3 MPI: the Message Passing Interface 6.4 Topologies and Embedding 6.5 Overlapping Communication with Computation 6.6 Collective Communication and Computation Operations 6.7 Groups and Communicators 6.8 Bibliographic Remarks Problems CHAPTER 7 Programming Shared Address Space Platforms 7.1 Thread Basics 7.2 Why Threads? 7.3 The POSIX Thread API 7.4 Thread Basics: Creation and Termination 7.5 Synchronization Primitives in Pthreads 7.6 Controlling Thread and Synchronization Attributes 7.7 Thread Cancellation 7.8 Composite Synchronization Constructs 7.9 Tips for Designing Asynchronous Programs 7.10 OpenMP: a Standard for Directive Based Parallel Programming 7.11 Bibliographic Remarks Problems CHAPTER 8 Dense Matrix Algorithms 8.1 Matrix-Vector Multiplication 8.2 Matrix-Matrix Multiplication 8.3 Solving a System of Linear Equations 8.4 Bibliographic Remarks Problems CHAPTER 9 Sorting 9.1 Issues in Sorting on Parallel Computers 9.2 Sorting Networks 9.3 Bubble Sort and its Variants 9.4 Quicksort 9.5 Bucket and Sample Sort 9.6 Other Sorting Algorithms 9.7 Bibliographic Remarks Problems CHAPTER 10 Graph Algorithms 10.1 Definitions and Representation 10.2 Minimum Spanning Tree: Prim's Algorithm 10.3 Single-Source Shortest Paths: Dijkstra's Algorithm 10.4 All-Pairs Shortest Paths 10.5 Transitive Closure 10.6 Connected Components 10.7 Algorithms for Sparse Graphs 10.8 Bibliographic Remarks Problems CHAPTER 11 Search Algorithms for Discrete Optimization Problems 11.1 Definitions and Examples 11.2 Sequential Search Algorithms 11.3 Search Overhead Factor 11.4 Parallel Depth-First Search 11.5 Parallel Best-First Search 11.6 Speedup Anomalies in Parallel Search Algorithms 11.7 Bibliographic Remarks Problems CHAPTER 12 Dynamic Programming 12.1 Overview of Dynamic Programming 12.2 Serial Monadic DP Formulations 12.3 Nonserial Monadic DP Formulations 12.4 Serial Polyadic DP Formulations 12.5 Nonserial Polyadic DP Formulations 12.6 Summary and Discussion 12.7 Bibliographic Remarks Problems CHAPTER 13 Fast Fourier Transform 13.1 The Serial Algorithm 13.2 The Binary-Exchange Algorithm 13.3 The Transpose Algorithm 13.4 Bibliographic Remarks Problems APPENDIX A Complexity of Functions and Order Analysis A. 1 Complexity of Functions A.2 Order Analysis of Functions Bibliography Author Index Subject Index
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