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This book covers four areas of parallel computing: principles, technology, architecture, and programming. It is suitable for professionals and undergraduates taking courses in computer engineering, parallel processing, computer architecture, scaleable computers or distributed computing.
Book Synopsis Scalable Parallel Computing by : Kai Hwang
Download or read book Scalable Parallel Computing written by Kai Hwang and published by McGraw-Hill Science, Engineering & Mathematics. This book was released on 1998 with total page 840 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers four areas of parallel computing: principles, technology, architecture, and programming. It is suitable for professionals and undergraduates taking courses in computer engineering, parallel processing, computer architecture, scaleable computers or distributed computing.
Existing software applications should be redesigned if programmers want to benefit from the performance offered by multi- and many-core architectures. Performance scalability now depends on the possibility of finding and exploiting enough Thread-Level Parallelism (TLP) in applications for using the increasing numbers of cores on a chip. Video decoding is an example of an application domain with increasing computational requirements every new generation. This is due, on the one hand, to the trend towards high quality video systems (high definition and frame rate, 3D displays, etc) that results in a continuous increase in the amount of data that has to be processed in real-time. On the other hand, there is the requirement to maintain high compression efficiency which is only possible with video codes like H.264/AVC that use advanced coding techniques. In this book, the parallelization of H.264/AVC decoding is presented as a case study of parallel programming. H.264/AVC decoding is an example of a complex application with many levels of dependencies, different kernels, and irregular data structures. The book presents a detailed methodology for parallelization of this type of applications. It begins with a description of the algorithm, an analysis of the data dependencies and an evaluation of the different parallelization strategies. Then the design and implementation of a novel parallelization approach is presented that is scalable to many core architectures. Experimental results on different parallel architectures are discussed in detail. Finally, an outlook is given on parallelization opportunities in the upcoming HEVC standard.
Book Synopsis Scalable Parallel Programming Applied to H.264/AVC Decoding by : Ben Juurlink
Download or read book Scalable Parallel Programming Applied to H.264/AVC Decoding written by Ben Juurlink and published by Springer Science & Business Media. This book was released on 2012-06-01 with total page 112 pages. Available in PDF, EPUB and Kindle. Book excerpt: Existing software applications should be redesigned if programmers want to benefit from the performance offered by multi- and many-core architectures. Performance scalability now depends on the possibility of finding and exploiting enough Thread-Level Parallelism (TLP) in applications for using the increasing numbers of cores on a chip. Video decoding is an example of an application domain with increasing computational requirements every new generation. This is due, on the one hand, to the trend towards high quality video systems (high definition and frame rate, 3D displays, etc) that results in a continuous increase in the amount of data that has to be processed in real-time. On the other hand, there is the requirement to maintain high compression efficiency which is only possible with video codes like H.264/AVC that use advanced coding techniques. In this book, the parallelization of H.264/AVC decoding is presented as a case study of parallel programming. H.264/AVC decoding is an example of a complex application with many levels of dependencies, different kernels, and irregular data structures. The book presents a detailed methodology for parallelization of this type of applications. It begins with a description of the algorithm, an analysis of the data dependencies and an evaluation of the different parallelization strategies. Then the design and implementation of a novel parallelization approach is presented that is scalable to many core architectures. Experimental results on different parallel architectures are discussed in detail. Finally, an outlook is given on parallelization opportunities in the upcoming HEVC standard.
This integrated collection covers a range of parallelization platforms, concurrent programming frameworks and machine learning settings, with case studies.
Book Synopsis Scaling Up Machine Learning by : Ron Bekkerman
Download or read book Scaling Up Machine Learning written by Ron Bekkerman and published by Cambridge University Press. This book was released on 2012 with total page 493 pages. Available in PDF, EPUB and Kindle. Book excerpt: This integrated collection covers a range of parallelization platforms, concurrent programming frameworks and machine learning settings, with case studies.
Scalable parallel systems or, more generally, distributed memory systems offer a challenging model of computing and pose fascinating problems regarding compiler optimization, ranging from language design to run time systems. Research in this area is foundational to many challenges from memory hierarchy optimizations to communication optimization. This unique, handbook-like monograph assesses the state of the art in the area in a systematic and comprehensive way. The 21 coherent chapters by leading researchers provide complete and competent coverage of all relevant aspects of compiler optimization for scalable parallel systems. The book is divided into five parts on languages, analysis, communication optimizations, code generation, and run time systems. This book will serve as a landmark source for education, information, and reference to students, practitioners, professionals, and researchers interested in updating their knowledge about or active in parallel computing.
Book Synopsis Compiler Optimizations for Scalable Parallel Systems by : Santosh Pande
Download or read book Compiler Optimizations for Scalable Parallel Systems written by Santosh Pande and published by Springer. This book was released on 2003-06-29 with total page 783 pages. Available in PDF, EPUB and Kindle. Book excerpt: Scalable parallel systems or, more generally, distributed memory systems offer a challenging model of computing and pose fascinating problems regarding compiler optimization, ranging from language design to run time systems. Research in this area is foundational to many challenges from memory hierarchy optimizations to communication optimization. This unique, handbook-like monograph assesses the state of the art in the area in a systematic and comprehensive way. The 21 coherent chapters by leading researchers provide complete and competent coverage of all relevant aspects of compiler optimization for scalable parallel systems. The book is divided into five parts on languages, analysis, communication optimizations, code generation, and run time systems. This book will serve as a landmark source for education, information, and reference to students, practitioners, professionals, and researchers interested in updating their knowledge about or active in parallel computing.
Comprehensively discusses significant projects in scalable computing in various research organizations around the world.
Book Synopsis Annual Review of Scalable Computing by : C. K. Yuen
Download or read book Annual Review of Scalable Computing written by C. K. Yuen and published by World Scientific. This book was released on 2002 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: Comprehensively discusses significant projects in scalable computing in various research organizations around the world.
This book contains four review articles in the area of scalable computing. Two of the articles discuss methods and tools for the parallel solution of irregular problems, which have been satisfactorily worked out in heterogeneous systems. One surveys the technology and applications of multimedia server clusters, which are playing an increasing role in the current networked environment. An additional article discusses SilkRoad, which adds distributed shared memory capabilities to the Cilk parallel programming system. Once again, the book represents a new set of steps forward in parallel systems. Contents:Parallel Computing Strategies for Irregular AlgorithmsA Runtime Support for Large-Scale Irregular Computing on Clusters and GridsMemory Model Support for Mixed Programming Paradigm in SilkRoadClustered Multimedia Servers: Architectures and Storage Systems Readership: Graduate students, academics and researchers in supercomputing and computer engineering. Keywords:Clusters;Distributed Shared Memory;Heterogeneous Systems;Irregular Problems;Multimedia Servers;Parallel Processing;Scalable Computing
Book Synopsis Annual Review of Scalable Computing by : Yuen Chung Kwong
Download or read book Annual Review of Scalable Computing written by Yuen Chung Kwong and published by World Scientific. This book was released on 2003-04-03 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains four review articles in the area of scalable computing. Two of the articles discuss methods and tools for the parallel solution of irregular problems, which have been satisfactorily worked out in heterogeneous systems. One surveys the technology and applications of multimedia server clusters, which are playing an increasing role in the current networked environment. An additional article discusses SilkRoad, which adds distributed shared memory capabilities to the Cilk parallel programming system. Once again, the book represents a new set of steps forward in parallel systems. Contents:Parallel Computing Strategies for Irregular AlgorithmsA Runtime Support for Large-Scale Irregular Computing on Clusters and GridsMemory Model Support for Mixed Programming Paradigm in SilkRoadClustered Multimedia Servers: Architectures and Storage Systems Readership: Graduate students, academics and researchers in supercomputing and computer engineering. Keywords:Clusters;Distributed Shared Memory;Heterogeneous Systems;Irregular Problems;Multimedia Servers;Parallel Processing;Scalable Computing
This book contains four review articles in the area of scalable computing. Two of the articles discuss methods and tools for the parallel solution of irregular problems, which have been satisfactorily worked out in heterogeneous systems. One surveys the technology and applications of multimedia server clusters, which are playing an increasing role in the current networked environment. An additional article discusses SilkRoad, which adds distributed shared memory capabilities to the Cilk parallel programming system. Once again, the book represents a new set of steps forward in parallel systems. Graduate students, academics and researchers in supercomputing and computer engineering.
Book Synopsis Annual Review of Scalable Computing by : Yuen Chung Kwong
Download or read book Annual Review of Scalable Computing written by Yuen Chung Kwong and published by World Scientific. This book was released on 2003 with total page 146 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains four review articles in the area of scalable computing. Two of the articles discuss methods and tools for the parallel solution of irregular problems, which have been satisfactorily worked out in heterogeneous systems. One surveys the technology and applications of multimedia server clusters, which are playing an increasing role in the current networked environment. An additional article discusses SilkRoad, which adds distributed shared memory capabilities to the Cilk parallel programming system. Once again, the book represents a new set of steps forward in parallel systems. Graduate students, academics and researchers in supercomputing and computer engineering.
The third volume in the Series on Scalable Computing, this book contains five new articles describing significant developments in the field. Included are such current topics as clusters, parallel tools, load balancing, mobile systems, and architecture independence. Contents: Anatomy of a Resource Management System for HPC Clusters; On-Line OCM-Based Tool Support for Parallel Applications; Task Scheduling on NOWs Using Lottery-Based Work Stealing; Transaction Management in a Mobile Data Access System; Architecture Inclusive Parallel Programming. Readership: Graduate students, researchers and academics in supercomputing and computer engineering.
Book Synopsis Annual Review of Scalable Computing by : C. K. Yuen
Download or read book Annual Review of Scalable Computing written by C. K. Yuen and published by World Scientific. This book was released on 2001 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: The third volume in the Series on Scalable Computing, this book contains five new articles describing significant developments in the field. Included are such current topics as clusters, parallel tools, load balancing, mobile systems, and architecture independence. Contents: Anatomy of a Resource Management System for HPC Clusters; On-Line OCM-Based Tool Support for Parallel Applications; Task Scheduling on NOWs Using Lottery-Based Work Stealing; Transaction Management in a Mobile Data Access System; Architecture Inclusive Parallel Programming. Readership: Graduate students, researchers and academics in supercomputing and computer engineering.
This book provides a forum for researchers in scalable computing to publish extended-length articles on significant new developments. An article may present comprehensive results from a major project, review recent work in a sub-domain, or expound new ideas in a detailed, tutorial fashion, at a length which most journals and conference proceedings cannot accommodate. The five articles in this book give an excellent illustration of the different types of material requiring such extensive treatment, and should serve well to encourage future authors with similar ideas to consider publishing in the Series on Scalable Computing. Contents:Active Objects: A Software Structure for Cluster-Based Systems (C K Yuen)Scalable Optimistic Parallel Simulation (Y M Teo & S C Tay)High Performance Fortran for Advanced Applications (S Benkner)Inter Process Communication Optimization in a Scalable Computing Cluster (O La'adan & A Barak)Designing Superservers with Clusters and Commodity Components (Z Xu & K Hwang) Readership: Researchers in computer science. Keywords:Active Objects;BaLinda;Clusters;High Performance;Fortran;IPC;Parallel Programming;Simulation;Superservers
Book Synopsis Annual Review of Scalable Computing by : Yuen Chung Kwong
Download or read book Annual Review of Scalable Computing written by Yuen Chung Kwong and published by World Scientific. This book was released on 2000-09-29 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a forum for researchers in scalable computing to publish extended-length articles on significant new developments. An article may present comprehensive results from a major project, review recent work in a sub-domain, or expound new ideas in a detailed, tutorial fashion, at a length which most journals and conference proceedings cannot accommodate. The five articles in this book give an excellent illustration of the different types of material requiring such extensive treatment, and should serve well to encourage future authors with similar ideas to consider publishing in the Series on Scalable Computing. Contents:Active Objects: A Software Structure for Cluster-Based Systems (C K Yuen)Scalable Optimistic Parallel Simulation (Y M Teo & S C Tay)High Performance Fortran for Advanced Applications (S Benkner)Inter Process Communication Optimization in a Scalable Computing Cluster (O La'adan & A Barak)Designing Superservers with Clusters and Commodity Components (Z Xu & K Hwang) Readership: Researchers in computer science. Keywords:Active Objects;BaLinda;Clusters;High Performance;Fortran;IPC;Parallel Programming;Simulation;Superservers
Book Synopsis Instructor's Solutions Manual to Accompany Scaladle Parallel Computing, Technology, Architecture and Programming [by] Kai Hwang, Zhiwei Xu by : Kwai Hwang
Download or read book Instructor's Solutions Manual to Accompany Scaladle Parallel Computing, Technology, Architecture and Programming [by] Kai Hwang, Zhiwei Xu written by Kwai Hwang and published by . This book was released on 1998 with total page 143 pages. Available in PDF, EPUB and Kindle. Book excerpt:
