Holdings: Programming models for next generation HPC systems

Programming models for next generation HPC systems:

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Bibliographic Details
Main Author:	Breitbart, Jens 1982- (Author)
Format:	Thesis Book
Language:	English
Published:	Kassel Kassel Univ. Press 2014
Subjects:	Prototyping OpenMP Parallelverarbeitung OpenCL Programmierung Speicher > Informatik Computerarchitektur Hochleistungsrechnen Cluster > Rechnernetz Erweiterung Hochschulschrift
Online Access:	Inhaltstext Inhaltsverzeichnis
Physical Description:	XIV, 146 S. Ill., graph. Darst. 30 cm
ISBN:	9783862195435

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MARC


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adam_text	CONTENTS CHAPTER 1 - INTRODUCTION 1 1.1 MOTIVATION 1 1.2 CONTRIBUTIONS 3 1.3 STRUCTURE 5 PART I - FOUNDATIONS 7 CHAPTER 2 - CURRENT PROCESSOR ARCHITECTURES 9 2.1 LATENCY ORIENTED PROCESSORS 9 2.2 THROUGHPUT ORIENTED PROCESSORS 13 2.3 HETEROGENEOUS PROCESSORS 15 2.4 DISTRIBUTED MEMORY SYSTEMS 18 2.5 TEST HARDWARE 19 CHAPTER 3 - PARALLEL PROGRAMMING 23 3.1 PARALLEL ALGORITHM DESIGN 23 3.2 OPENMP 23 3.3 NUMA'DATA DISTRIBUTION 24 3.4 CUDA AND OPENCL 24 3.5 CELL BROADBAND ENGINE SDK 27 3.6 ACTIVE MESSAGES 27 3.7 PGAS 28 CHAPTER 4 - EXAMPLE ALGORITHMS 29 4.1 MATRIX MULTIPLICATION 29 4.2 GAUFI-SEIDEL STENCIL 30 4.3 SCAN 32 4.4 BITONIC SORT 33 4.5 FFT 35 4.6 EINSTEIN@HOME 35 4.7 OPENSTEER 36 IX HTTP://D-NB.INFO/1053630905 PART II - EVALUATION 39 CHAPTER 5 - AN ABSTRACT HARDWARE MODEL 41 5.1 INTRODUCTION 42 5.2 MEMORY CONSISTENCY 42 5.3 EXAMPLE 43 5.4 COST MODEL 43 5.5 CONCLUSION 44 CHAPTER 6 - EVALUATION OF CURRENT PROGRAMMING MODELS 47 6.1 OPENMP 47 6.2 CUDA / OPENCL 48 6.3 PGAS 48 6.4 CONCLUSION 52 PART III - PROGRAMMING MODEL PROPOSALS 53 CHAPTER 7 - PSAM 55 7.1 INTRODUCTION 55 7.2 PAIRWISE SYNCHRONIZATION " 56 7.3 DATA DISTRIBUTION AND GLOBAL COMMUNICATION ALGORITHMS 57 7.4 BASIC DATA STRUCTURES 58 7.5 EXAMPLE ALGORITHMS 60 7.6 IMPLEMENTATION 62 7.7 EXPERIMENTS 64 7.8 CONCLUSION 68 CHAPTER 8 - PROPOSALS FOR OPENCL EXTENSIONS 69 8.1 INTRODUCTION 69 8.2 PERFORMANCE COMPARISON TO NATIVE APPLICATION ON CBE 70 8.3 STATIC LOCAL MEMORY 71 8.4 STATIC WORK-GROUPS 72 8.5 IMPACT OF THE EXTENSIONS FOR GPUS 75 8.6 IMPLICATIONS TO THE OPENCL SPECIFICATION 76 8.7 CONCLUSION 77 CHAPTER 9 - SEMIAUTOMATIC LOCALITY OPTIMIZATIONS FOR OPENMP 79 9.1 INTRODUCTION 79 9.2 MATRIX MULTIPLICATION 80 9.3 GAUFI-SEIDEL STENCIL 80 9.4 LOCALITY-AWARE OPENMP SYNTAX 81 9.5 CONCLUSION 84 CHAPTER 10 - OPENMP FOR NEXT GENERATION HETEROGENEOUS CLUSTERS 87 10.1 IMPORTANT CHANGES 87 X 10.2 ABSTRACT 88 10.3 INTRODUCTION 88 10.4 SHARED MEMORY EXTENSIONS 91 10.5 DISTRIBUTED MEMORY EXTENSIONS 93 10.6 CONCLUSION 94 PART IV - AUXILIARY RESEARCH 95 CHAPTER 11 - AN OPENCL IMPLEMENTATION FOR THE CELL B.E. 97 11.1 INTRODUCTION 97 11.2 OPENCL IMPLEMENTATION FOR THE CBEA 98 11.3 EVALUATION OF THE MEMORY SYSTEM 99 11.4 CONCLUSION 101 CHAPTER 12 - UNDERSTANDING MEMORY BANDWIDTH LIMITED SCENARIOS FOR NUMA AND GPU SYSTEMS 103 12.1 OVERVIEW 104 12.2 CPU IMPLEMENTATION 105 12.3 GPU IMPLEMENTATION 107 12.4 OVERALL PERFORMANCE ILL 12.5 CONCLUSION 112 CHAPTER 13 - CUPP A SIMULATED CPU / GPU SHARED MEMORY SPACE 113 13.1 INTRODUCTION 114 13.2 CUDA AND C++ 114 13.3 CUPP 115 13.4 OPENSTEER 119 13.5 EINSTEIN@HOME CLIENT 123 13.6 CONCLUSION 123 CHAPTER 14 - COMPARING GPU AND CBE ON EINSTEIN@HOME 125 14.1 INTRODUCTION 125 14.2 IMPLEMENTATION ON THE CELL BROADBAND ENGINE 126 14.3 IMPLEMENTATION USING CUDA 128 14.4 CONCLUSION 129 PART V - SLEEPING IN LIGHT 131 CHAPTER 15 - CLOSING REMARKS 133 15.1 RELATED WORK 133 15.2 SUMMARY 135 15.3 FUTURE WORK 137 REFERENCES 139 XI
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author	Breitbart, Jens 1982-
author_GND	(DE-588)1054662541
author_facet	Breitbart, Jens 1982-
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author_sort	Breitbart, Jens 1982-
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dewey-ones	005 - Computer programming, programs, data, security
dewey-raw	005.27
dewey-search	005.27
dewey-sort	15.27
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discipline	Informatik
format	Thesis Book
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spellingShingle	Breitbart, Jens 1982- Programming models for next generation HPC systems Prototyping (DE-588)4205527-1 gnd OpenMP (DE-588)4648816-9 gnd Parallelverarbeitung (DE-588)4075860-6 gnd OpenCL (DE-588)7860517-9 gnd Programmierung (DE-588)4076370-5 gnd Speicher Informatik (DE-588)4077653-0 gnd Computerarchitektur (DE-588)4048717-9 gnd Hochleistungsrechnen (DE-588)4532701-4 gnd Cluster Rechnernetz (DE-588)4534182-5 gnd Erweiterung (DE-588)4128080-5 gnd
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title	Programming models for next generation HPC systems
title_auth	Programming models for next generation HPC systems
title_exact_search	Programming models for next generation HPC systems
title_full	Programming models for next generation HPC systems Jens Breitbart
title_fullStr	Programming models for next generation HPC systems Jens Breitbart
title_full_unstemmed	Programming models for next generation HPC systems Jens Breitbart
title_short	Programming models for next generation HPC systems
title_sort	programming models for next generation hpc systems
topic	Prototyping (DE-588)4205527-1 gnd OpenMP (DE-588)4648816-9 gnd Parallelverarbeitung (DE-588)4075860-6 gnd OpenCL (DE-588)7860517-9 gnd Programmierung (DE-588)4076370-5 gnd Speicher Informatik (DE-588)4077653-0 gnd Computerarchitektur (DE-588)4048717-9 gnd Hochleistungsrechnen (DE-588)4532701-4 gnd Cluster Rechnernetz (DE-588)4534182-5 gnd Erweiterung (DE-588)4128080-5 gnd
topic_facet	Prototyping OpenMP Parallelverarbeitung OpenCL Programmierung Speicher Informatik Computerarchitektur Hochleistungsrechnen Cluster Rechnernetz Erweiterung Hochschulschrift
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