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020 _a9783031017681
_9978-3-031-01768-1
024 7 _a10.1007/978-3-031-01768-1
_2doi
050 4 _aTK7867-7867.5
072 7 _aTJFC
_2bicssc
072 7 _aTEC008010
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072 7 _aTJFC
_2thema
082 0 4 _a621.3815
_223
100 1 _aKuhn, Robert.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_980120
245 1 0 _aParallel Processing, 1980 to 2020
_h[electronic resource] /
_cby Robert Kuhn, David Padua.
250 _a1st ed. 2021.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2021.
300 _aXXIII, 166 p.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSynthesis Lectures on Computer Architecture,
_x1935-3243
505 0 _aForeword by David Kuck -- Preface -- Acknowledgments -- Introduction -- Parallel Hardware -- Programming Notations and Compilers -- Applications -- Parallel Hardware Today and Tomorrow -- Concluding Remarks -- Appendix A: Myths and Misconceptions about Parallelism -- Appendix B: Bibliographic Notes -- Appendix C: Taxonomic Notes -- Appendix D: The 1981 Tutorial -- References -- Authors'Biographies .
520 _aThis historical survey of parallel processing from 1980 to 2020 is a follow-up to the authors' 1981 Tutorial on Parallel Processing, which covered the state of the art in hardware, programming languages, and applications. Here, we cover the evolution of the field since 1980 in: parallel computers, ranging from the Cyber 205 to clusters now approaching an exaflop, to multicore microprocessors, and Graphic Processing Units (GPUs) in commodity personal devices; parallel programming notations such as OpenMP, MPI message passing, and CUDA streaming notation; and seven parallel applications, such as finite element analysis and computer vision. Some things that looked like they would be major trends in 1981, such as big Single Instruction Multiple Data arrays disappeared for some time but have been revived recently in deep neural network processors. There are now major trends that did not exist in 1980, such as GPUs, distributed memory machines, and parallel processing in nearly every commodity device. This book is intended for those that already have some knowledge of parallel processing today and want to learn about the history of the three areas. In parallel hardware, every major parallel architecture type from 1980 has scaled-up in performance and scaled-out into commodity microprocessors and GPUs, so that every personal and embedded device is a parallel processor. There has been a confluence of parallel architecture types into hybrid parallel systems. Much of the impetus for change has been Moore's Law, but as clock speed increases have stopped and feature size decreases have slowed down, there has been increased demand on parallel processing to continue performance gains. In programming notations and compilers, we observe that the roots of today's programming notations existed before 1980. And that, through a great deal of research, the most widely used programming notations today, although the result of much broadening of these roots, remain close to target system architectures allowing the programmer to almost explicitly use the target's parallelism to the best of their ability. The parallel versions of applications directly or indirectly impact nearly everyone, computer expert or not, and parallelism has brought about major breakthroughs in numerous application areas. Seven parallel applications are studied in this book.
650 0 _aElectronic circuits.
_919581
650 0 _aMicroprocessors.
_980121
650 0 _aComputer architecture.
_93513
650 1 4 _aElectronic Circuits and Systems.
_980122
650 2 4 _aProcessor Architectures.
_980123
700 1 _aPadua, David.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_980124
710 2 _aSpringerLink (Online service)
_980125
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031000652
776 0 8 _iPrinted edition:
_z9783031006401
776 0 8 _iPrinted edition:
_z9783031028960
830 0 _aSynthesis Lectures on Computer Architecture,
_x1935-3243
_980126
856 4 0 _uhttps://doi.org/10.1007/978-3-031-01768-1
912 _aZDB-2-SXSC
942 _cEBK
999 _c84902
_d84902