Pattern-Based Programming Abstractions for Heterogeneous Parallel Computing. (Record no. 309110)

MARC details
000 -LEADER
fixed length control field 07720nam a22004333i 4500
001 - CONTROL NUMBER
control field EBC6887234
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240122001522.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field m o d |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cnu||||||||
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 231124s2021 xx o ||||0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9789179291952
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9789179291952
035 ## - SYSTEM CONTROL NUMBER
System control number (MiAaPQ)EBC6887234
035 ## - SYSTEM CONTROL NUMBER
System control number (Au-PeEL)EBL6887234
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)1298391047
040 ## - CATALOGING SOURCE
Original cataloging agency MiAaPQ
Language of cataloging eng
Description conventions rda
-- pn
Transcribing agency MiAaPQ
Modifying agency MiAaPQ
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Ernstsson, August.
245 10 - TITLE STATEMENT
Title Pattern-Based Programming Abstractions for Heterogeneous Parallel Computing.
250 ## - EDITION STATEMENT
Edition statement 1st ed.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Link�oping :
Name of producer, publisher, distributor, manufacturer Linkopings Universitet,
Date of production, publication, distribution, manufacture, or copyright notice 2021.
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice {copy}2022.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (292 pages)
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
490 1# - SERIES STATEMENT
Series statement Link�oping Studies in Science and Technology. Dissertations Series ;
Volume/sequential designation v.2205
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Intro -- Popul�arvetenskaplig sammanfattning -- Abstract -- Acknowledgments -- Contents -- Introduction -- Aims and research questions -- Published work behind this thesis -- Other work behind this thesis -- Structure -- Background and related work -- Motivation -- High-level parallel programming -- Skeleton programming -- Related work -- GrPPI -- Musket -- Kokkos -- SYCL -- MLIR -- StarPU -- C++ AMP, and other industry efforts -- Other related frameworks, libraries, and toolchains -- Independent surveys -- Earlier related work on SkePU -- SkePU overview -- Basic constructs -- Backend architecture -- History -- SkePU 2 design principles -- SkePU 3 design principles -- Skeleton set -- Skeleton set -- Map skeleton -- Freely accessible containers inside user functions -- Variadic type signatures -- Multi-valued return -- Index-dependent computations -- MapPairs skeleton -- MapOverlap skeleton -- Edge handling modes -- Update modes -- Reduce skeleton -- One-dimensional reductions -- Two-dimensional reductions -- Scan skeleton -- MapReduce skeleton -- MapPairsReduce skeleton -- Call skeleton -- User functions -- User functions as lambda expressions -- User types -- User constants -- Strided skeletons -- Strides Map, MapPairs, and their reduce variants -- Strides in MapOverlap -- Data representation with smart data-containers -- Smart data-containers -- Container indexing -- Container proxies -- MatRow proxy -- MatCol proxy -- Region proxy -- Memory consistency model -- External scope -- Standard library -- Deterministic random number generation -- Complex numbers -- Linear algebra -- Image filtering and visualization -- Benchmark utilities -- High-level consistent input and output -- General utilities -- Implementation -- Implementation overview -- Language embedding and type safety -- Improved type safety from SkePU 1 -- Source-to-source compiler.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Backends -- Sequential CPU backend -- Multi-core CPU backend: OpenMP -- GPU backends: OpenCL and CUDA -- C and Fortran language bindings -- Continuous integration and testing -- Dependencies -- Availability -- Hybrid CPU-GPU skeleton execution -- Introduction -- Workload partitioning and implementation -- StarPU backend implementation -- Auto-tuning -- Skeleton programming on large-scale cluster systems -- Background -- StarPU-MPI backend -- GPI backend -- GASPI and GPI -- Implementation -- Design -- Synchonization and state tracking -- Consistency model and double buffering -- Communication pattern -- Data representation -- Data transfers and caching -- Conclusions -- Extending smart data-containers for data locality awareness -- Introduction -- Large-scale data processing with MapReduce and Spark -- MapReduce -- Spark -- Lazily evaluated skeletons with tiling -- Basic approach and benefits -- Backend selection -- Loop optimization -- Evaluation points -- Further application areas -- Implementation -- Lazy tiling for stencil computations -- Applications and comparison to kernel fusion -- Polynomial evaluation using Horner's method -- Exponentiation by repeated squaring -- Heat propagation -- Related work -- High-level skeleton fusion -- Comparison to lineages -- Kernel fusion -- Types of fusions -- Example: N-body simulation -- Future work -- Multi-variant user functions -- Introduction -- Idea and implementation -- Use cases -- Vectorization example -- Generalized multi-variant components with the Call skeleton -- Other use cases -- Related work -- A deterministic portable parallel pseudo-random number generator -- Introduction -- Determinism in heterogeneous parallel computing -- Parallel pseudo-random number generation -- Previous manual parallelization of PRNG in SkePU programs -- Monte Carlo pi calculation-index-based scrambling.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Markov Chain Monte Carlo methods in LQCD-PRNG with explicit state -- Designing a deterministic PRNG for SkePU -- Global synchronization -- Stream splitting -- State forwarding -- Optimizing long or iterated skeleton chains by pre-forwarding -- API extension design -- Related work -- Towards a modernized auto-tuner -- Background -- SkePU variadic tuner design -- Implementation -- Multi-dimensional argument sequences -- Sampler -- Execution plan and persistence -- Future work -- Evaluation results -- SkePU usability evaluation -- SkePU 2 prototype survey -- SkePU 3 survey -- Initial SkePU 2 performance evaluation -- Performance evaluation of lineages -- Sequences of Maps -- Heat propagation -- Hybrid backend -- Single skeleton evaluation -- Generic application evaluation -- Comparison to dynamic hybrid scheduling using StarPU -- Evaluation of multi-variant user functions -- Vectorization -- Median filtering -- Application benchmarks of SkePU 3 -- Libsolve ODE solver -- N-body -- Blackscholes and Streamcluster -- Brain simulation -- CO2 capture -- Supercapacitor simulation -- Conjugate gradient -- Experimental evaluation of deterministic PRNG -- Monte-Carlo Pi approximation -- LQCD Mini-Application -- Miller-Rabin primality testing -- Natural noise generation -- Programmability evaluation -- SkePU-GPI cluster backend -- Microbenchmarks of SkePU 3 -- OpenMP scheduling modes -- SkePU memory consistency model -- Variadic tuner prototype -- High-level skeleton fusion -- Limitations and future work -- Limitations -- Applicability of data-parallel patterns -- Dynamic data structures -- Limitations of language embedding -- Future work -- Further backend targets: reconfigurable accelerators -- Extending the parallel pattern set: stream parallelization -- Testing, debugging, and visualization -- Higher-level language interface -- Conclusions -- Bibliography.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Additions and changes from the licentiate thesis -- New contributions -- Other changes -- Definitions -- Abbreviations -- Domain-specific terminology -- SkePU-specific terminology -- SkePU-BLAS API -- Application source code samples -- N-body simulation -- Game of life -- Conjugate gradient -- CO2 capture -- Dr-sammanst.
588 ## - SOURCE OF DESCRIPTION NOTE
Source of description note Description based on publisher supplied metadata and other sources.
590 ## - LOCAL NOTE (RLIN)
Local note Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2023. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
Main entry heading Ernstsson, August
Title Pattern-Based Programming Abstractions for Heterogeneous Parallel Computing
Place, publisher, and date of publication Link�oping : Linkopings Universitet,c2021
International Standard Book Number 9789179291952
797 2# - LOCAL ADDED ENTRY--CORPORATE NAME (RLIN)
Corporate name or jurisdiction name as entry element ProQuest (Firm)
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Link�oping Studies in Science and Technology. Dissertations Series
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://ebookcentral.proquest.com/lib/bacm-ebooks/detail.action?docID=6887234">https://ebookcentral.proquest.com/lib/bacm-ebooks/detail.action?docID=6887234</a>
Public note Click to View

No items available.