Parallel MATLAB for multicore and multinode computers:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Philadelphia, Pa.
SIAM, Society for Industrial and Applied Mathematics
2009
|
| Schriftenreihe: | Software, environments, tools
21 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes index |
| Beschreibung: | XXV, 253 S. Ill., graph. Darst. |
| ISBN: | 9780898716733 |
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Datensatz im Suchindex
| _version_ | 1804140721368727552 |
|---|---|
| adam_text | PARALLEL MATLAB FOR MULTICORE AND MULTINODE COMPUTERS JEREMY KEPNER
MASSACHUSETTS INSTITUTE OF TECHNOLOGY LEXINGTON, MASSACHUSETTS SLAM.
SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS PHILADELPHIA CONTENTS
LIST OF FIGURES XIII LIST OF TABLES XV LIST OF ALGORITHMS XVII PREFACE
XIX ACKNOWLEDGMENTS XXIII I FUNDAMENTALS 1 1 PRIMER: NOTATION AND
INTERFACES 3 1.1 ALGORITHM NOTATION 3 1.1.1 DISTRIBUTED ARRAY NOTATION 4
1.1.2 DISTRIBUTED DATA ACCESS 5 1.2 PARALLEL FUNCTION INTERFACES 6 1.2.1
MAP-BASED PROGRAMMING 8 1.2.2 PARALLEL EXECUTION 9 2 INTRODUCTION TO
PMATLAB 11 2.1 PROGRAM: MANDELBROT (FINE-GRAINED EMBARRASSINGLY
PARALLEL) ... 12 2.1.1 GETTING STARTED 12 2.1.2 PARALLEL DESIGN 13 2.1.3
CODE 15 2.1.4 DEBUG 18 2.1.5 TEST 19 2.2 PROGRAM: ZOOMIMAGE
(COARSE-GRAINED EMBARRASSINGLY PARALLEL) . . 21 2.2.1 GETTING STARTED 21
2.2.2 PARALLEL DESIGN 22 2.2.3 CODE 25 2.2.4 DEBUG 27 2.2.5 TEST 28 VII
CONTENTS 2.3 PROGRAM: PARALLELLO 29 2.3.1 GETTING STARTED 29 2.3.2
PARALLEL DESIGN 30 2.3.3 CODE 31 2.3.4 DEBUG 34 2.3.5 TEST 35 2.4 WHY
THESE WORKED 35 3 INTERACTING WITH DISTRIBUTED ARRAYS 37 3.1 GETTING
STARTED 38 3.2 PARALLEL DESIGN 39 3.3 CODE 43 3.4 INTERACTIVE DEBUG AND
TEST 46 3.4.1 SERIAL CODE CORRECT 46 3.4.2 PARALLEL CODE CORRECT 47
3.4.3 LOCAL COMMUNICATION CORRECT 47 3.4.4 REMOTE COMMUNICATION CORRECT
48 3.4.5 MEASURING PERFORMANCE 49 3.5 ADVANCED TOPIC: INTRODUCTION TO
PARALLEL PIPELINES 49 II ADVANCED TECHNIQUES 53 4 PARALLEL PROGRAMMING
MODELS 55 4.1 DESIGN: KNOWING WHEN TO GO PARALLEL 55 4.1.1 MEMORY AND
PERFORMANCE PROFILING 56 4.1.2 PARALLEL PROGRAMMING PATTERNS 59 4.1.3
BLURIMAGE PARALLEL DESIGN 62 4.2 CODING 67 4.2.1 MANAGER/WORKER 67 4.2.2
MESSAGE PASSING 69 4.2.3 DISTRIBUTED ARRAYS 70 4.3 DEBUG 71 4.4 TESTING
72 4.5 PERFORMANCE SUMMARY 74 4.6 SUMMARY 74 5 ADVANCED DISTRIBUTED
ARRAY PROGRAMMING 77 5.1 INTRODUCTION 77 5.2 PURE VERSUS FRAGMENTED
DISTRIBUTED ARRAYS 78 5.3 MATLAB DISTRIBUTED ARRAY INTERFACE AND
ARCHITECTURE DESIGN ... 80 5.4 MAPS AND DISTRIBUTIONS 80 5.5 PARALLEL
SUPPORT FUNCTIONS 83 5.5.1 CYCLIC DISTRIBUTIONS AND PARALLEL LOAD
BALANCING 83 5.6 CONCURRENCY VERSUS LOCALITY 87 5.7 EASE OF
IMPLEMENTATION 89 CONTENTS IX 5.8 IMPLEMENTATION SPECIFICS 90 5.8.1
PROGRAM EXECUTION 92 5.9 ARRAY REDISTRIBUTION 93 5.10 MESSAGE PASSING
LAYER 95 5.11 PERFORMANCE CONCEPTS 98 5.11.1 PERFORMANCE, PERFORMANCE,
PERFORMANCE 98 5.11.2 BENCHMARKS 99 5.11.3 MINIMIZE OVERHEAD 99 5.11.4
EMBARRASSINGLY PARALLEL IMPLIES LINEAR SPEEDUP 100 5.11.5 ALGORITHM AND
MAPPING ARE ORTHOGONAL 100 5.11.6 DO NO HARM 100 5.11.7 WATCH THE SLOC
100 5.11.8 NO FREE LUNCH 100 5.11.9 FOUR EASY STEPS 100 5.12 USER
RESULTS 102 6 PERFORMANCE METRICS AND SOFTWARE ARCHITECTURE 107 6.1
INTRODUCTION 107 6.2 CHARACTERIZING A PARALLEL APPLICATION 108 6.2.1
CHARACTERISTICS OF THE EXAMPLE PROGRAMS 108 6.2.2 SERIAL PERFORMANCE
METRICS 112 6.2.3 DEGREES OF PARALLELISM 113 6.2.4 PARALLEL PERFORMANCE
METRICS (NO COMMUNICATION) 115 6.2.5 PARALLEL PERFORMANCE METRICS (WITH
COMMUNICATION) . . . 116 6.2.6 AMDAHL S LAW 117 6.2.7 CHARACTERIZING
SPEEDUP 119 6.2.8 SPATIAL AND TEMPORAL LOCALITY 121 6.3 STANDARD
PARALLEL COMPUTER 123 6.3.1 NETWORK MODEL 125 6.3.2 KUCK HIERARCHY 128
6.4 PARALLEL PROGRAMMING MODELS 129 6.5 SYSTEM METRICS 131 6.5.1
PERFORMANCE 131 6.5.2 FORM FACTOR 132 6.5.3 EFFICIENCY 133 6.5.4
SOFTWARE COST 135 6.5.5 SOFTWARE PRODUCTIVITY 137 III CASE STUDIES 141 7
PARALLEL APPLICATION ANALYSIS 143 7.1 HISTORICAL OVERVIEW 143 7.2
CHARACTERIZING THE APPLICATION SPACE 145 7.2.1 PHYSICAL MEMORY HIERARCHY
146 7.2.2 SPATIAL/TEMPORAL LOCALITY 147 7.2.3 LOGICAL MEMORY HIERARCHY
148 CONTENTS 7.3 *** CHALLENGE: SPANNING THE APPLICATION SPACE 148 7.3.1
STREAM 149 7.3.2 FFT 149 7.3.3 RANDOMACCESS 151 7.3.4 HPL 151 7.4
INTRINSIC ALGORITHM PERFORMANCE 152 7.4.1 DATA STRUCTURES 152 7.4.2
COMPUTATIONAL COMPLEXITY 152 7.4.3 DEGREES OF PARALLELISM 154 7.4.4
COMMUNICATION COMPLEXITY 155 7.5 HARDWARE PERFORMANCE 155 7.5.1 SPATIAL
AND TEMPORAL LOCALITY 156 7.5.2 PERFORMANCE EFFICIENCY 156 7.5.3
ESTIMATING PERFORMANCE 157 7.5.4 ANALYSIS RESULTS 159 7.5.5 PERFORMANCE
IMPLICATIONS 159 7.6 SOFTWARE PERFORMANCE 160 7.6.1 STREAM 161 7.6.2
RANDOMACCESS 161 7.6.3 FFT 162 7.6.4 HPL 163 7.7 PERFORMANCE VERSUS
EFFORT 163 8 STREAM 169 8.1 GETTING STARTED 169 8.2 PARALLEL DESIGN 171
8.3 CODE 173 8.4 DEBUG 176 8.5 TEST 177 9 RANDOMACCESS 181 9.1 GETTING
STARTED 182 9.2 PARALLEL DESIGN 183 9.2.1 SPRAY ALGORITHM 184 9.2.2 TREE
ALGORITHM 187 9.3 CODE 189 9.3.1 SPRAY CODE 191 9.3.2 TREE CODE 193
9.3.3 CODING SUMMARY 194 9.4 DEBUG 195 9.5 TEST 197 9.5.1 MULTICORE
PERFORMANCE 197 9.5.2 MULTINODE PERFORMANCE 198 10 FAST FOURIER
TRANSFORM 201 10.1 GETTING STARTED 202 10.2 PARALLEL DESIGN 203 CONTENTS
XI 10.3 CODE 206 10.4 DEBUG 208 10.5 TEST 209 10.5.1 MULTICORE
PERFORMANCE 209 10.5.2 MULTINODE PERFORMANCE 211 11 HIGH PERFORMANCE
LINPACK 215 11.1 GETTING STARTED 216 11.2 PARALLEL DESIGN 217 11.2.1
PARALLEL LU 219 11.2.2 CRITICAL PATH ANALYSIS 221 11.3 CODE 224 11.4
DEBUG 227 11.5 TEST 229 11.5.1 MULTICORE PERFORMANCE 229 11.5.2
MULTINODE PERFORMANCE 230 APPENDIX NOTATION FOR HIERARCHICAL PARALLEL
MULTICORE ALGORITHMS 233 A.L INTRODUCTION 233 A.2 DATA PARALLELISM 234
A.2.1 SERIAL ALGORITHM 234 A.2.2 PARALLEL ALGORITHM 235 A.2.3 BLOCK
PARALLEL ALGORITHM 238 A.2.4 HIERARCHICAL PARALLEL ALGORITHM 239 A.2.5
HIERARCHICAL BLOCK PARALLEL ALGORITHM 240 A.3 PIPELINE PARALLELISM 242
A.3.1 IMPLICIT PIPELINE PARALLEL 242 A.3.2 TASK PIPELINE PARALLEL 243
A.3.3 FINE-GRAINED TASK PIPELINE PARALLEL 246 A.3.4 GENERIC HIERARCHICAL
BLOCK PARALLEL ALGORITHM 247 INDEX 251
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| spelling | Kepner, Jeremy V. 1969- Verfasser (DE-588)139771522 aut Parallel MATLAB for multicore and multinode computers Jeremy Kepner Philadelphia, Pa. SIAM, Society for Industrial and Applied Mathematics 2009 XXV, 253 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Software, environments, tools 21 Includes index MATLAB Parallel processing (Electronic computers) Multiprocessors Parallelverarbeitung (DE-588)4075860-6 gnd rswk-swf Mehrprozessorsystem (DE-588)4038397-0 gnd rswk-swf MATLAB (DE-588)4329066-8 gnd rswk-swf MATLAB (DE-588)4329066-8 s Parallelverarbeitung (DE-588)4075860-6 s DE-604 Mehrprozessorsystem (DE-588)4038397-0 s Software, environments, tools 21 (DE-604)BV022382558 21 GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018643647&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Kepner, Jeremy V. 1969- Parallel MATLAB for multicore and multinode computers Software, environments, tools MATLAB Parallel processing (Electronic computers) Multiprocessors Parallelverarbeitung (DE-588)4075860-6 gnd Mehrprozessorsystem (DE-588)4038397-0 gnd MATLAB (DE-588)4329066-8 gnd |
| subject_GND | (DE-588)4075860-6 (DE-588)4038397-0 (DE-588)4329066-8 |
| title | Parallel MATLAB for multicore and multinode computers |
| title_auth | Parallel MATLAB for multicore and multinode computers |
| title_exact_search | Parallel MATLAB for multicore and multinode computers |
| title_full | Parallel MATLAB for multicore and multinode computers Jeremy Kepner |
| title_fullStr | Parallel MATLAB for multicore and multinode computers Jeremy Kepner |
| title_full_unstemmed | Parallel MATLAB for multicore and multinode computers Jeremy Kepner |
| title_short | Parallel MATLAB for multicore and multinode computers |
| title_sort | parallel matlab for multicore and multinode computers |
| topic | MATLAB Parallel processing (Electronic computers) Multiprocessors Parallelverarbeitung (DE-588)4075860-6 gnd Mehrprozessorsystem (DE-588)4038397-0 gnd MATLAB (DE-588)4329066-8 gnd |
| topic_facet | MATLAB Parallel processing (Electronic computers) Multiprocessors Parallelverarbeitung Mehrprozessorsystem |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018643647&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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