FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2114458082> ?p ?o ?g. }

• W2114458082 endingPage "560" @default.
• W2114458082 startingPage "532" @default.
• W2114458082 abstract "Heterogeneous performance prediction models are valuable tools to accurately predict application runtime, allowing for efficient design space exploration and application mapping. The existing performance models require intricate system architecture knowledge, making the modeling task difficult. In this research, we propose a regression-based performance prediction framework for general purpose graphical processing unit (GPGPU) clusters that statistically abstracts the system architecture characteristics, enabling performance prediction without detailed system architecture knowledge. The regression-based framework targets deterministic synchronous iterative algorithms using our synchronous iterative GPGPU execution model and is broken into two components: the computation component that models the GPGPU device and host computations and the communication component that models the network-level communications. The computation component regression models use algorithm characteristics such as the number of floating-point operations and total bytes as predictor variables and are trained using several small, instrumented executions of synchronous iterative algorithms that include a range of floating-point operations-to-byte requirements. The regression models for network-level communications are developed using micro-benchmarks and employ data transfer size and processor count as predictor variables. Our performance prediction framework achieves prediction accuracy over 90% compared with the actual implementations for several tested GPGPU cluster configurations. The end goal of this research is to offer the scientific computing community, an accurate and easy-to-use performance prediction framework that empowers users to optimally utilize the heterogeneous resources. Copyright © 2013 John Wiley & Sons, Ltd." @default.
• W2114458082 created "2016-06-24" @default.
• W2114458082 creator A5002759389 @default.
• W2114458082 creator A5043923029 @default.
• W2114458082 creator A5063470939 @default.
• W2114458082 creator A5078728251 @default.
• W2114458082 date "2013-04-05" @default.
• W2114458082 modified "2023-09-25" @default.
• W2114458082 title "A regression-based performance prediction framework for synchronous iterative algorithms on general purpose graphical processing unit clusters" @default.
• W2114458082 cites W1559375767 @default.
• W2114458082 cites W1985940938 @default.
• W2114458082 cites W1987664075 @default.
• W2114458082 cites W2000564623 @default.
• W2114458082 cites W2028184794 @default.
• W2114458082 cites W2030553163 @default.
• W2114458082 cites W2031423893 @default.
• W2114458082 cites W2045271686 @default.
• W2114458082 cites W2046424015 @default.
• W2114458082 cites W2049450123 @default.
• W2114458082 cites W2105567701 @default.
• W2114458082 cites W2110195531 @default.
• W2114458082 cites W2118020555 @default.
• W2114458082 cites W2130336316 @default.
• W2114458082 cites W2130561688 @default.
• W2114458082 cites W2145750095 @default.
• W2114458082 cites W2147353629 @default.
• W2114458082 cites W2150134853 @default.
• W2114458082 cites W2152513418 @default.
• W2114458082 cites W2157239334 @default.
• W2114458082 cites W2164653071 @default.
• W2114458082 cites W2165831368 @default.
• W2114458082 cites W2167675119 @default.
• W2114458082 cites W2997701623 @default.
• W2114458082 doi "https://doi.org/10.1002/cpe.3017" @default.
• W2114458082 hasPublicationYear "2013" @default.
• W2114458082 type Work @default.
• W2114458082 sameAs 2114458082 @default.
• W2114458082 citedByCount "5" @default.
• W2114458082 countsByYear W21144580822014 @default.
• W2114458082 countsByYear W21144580822015 @default.
• W2114458082 countsByYear W21144580822016 @default.
• W2114458082 countsByYear W21144580822017 @default.
• W2114458082 countsByYear W21144580822020 @default.
• W2114458082 crossrefType "journal-article" @default.
• W2114458082 hasAuthorship W2114458082A5002759389 @default.
• W2114458082 hasAuthorship W2114458082A5043923029 @default.
• W2114458082 hasAuthorship W2114458082A5063470939 @default.
• W2114458082 hasAuthorship W2114458082A5078728251 @default.
• W2114458082 hasConcept C111919701 @default.
• W2114458082 hasConcept C11413529 @default.
• W2114458082 hasConcept C119857082 @default.
• W2114458082 hasConcept C121332964 @default.
• W2114458082 hasConcept C121684516 @default.
• W2114458082 hasConcept C124101348 @default.
• W2114458082 hasConcept C168167062 @default.
• W2114458082 hasConcept C21442007 @default.
• W2114458082 hasConcept C2777115002 @default.
• W2114458082 hasConcept C41008148 @default.
• W2114458082 hasConcept C43364308 @default.
• W2114458082 hasConcept C44154836 @default.
• W2114458082 hasConcept C45374587 @default.
• W2114458082 hasConcept C50630238 @default.
• W2114458082 hasConcept C84211073 @default.
• W2114458082 hasConcept C97355855 @default.
• W2114458082 hasConceptScore W2114458082C111919701 @default.
• W2114458082 hasConceptScore W2114458082C11413529 @default.
• W2114458082 hasConceptScore W2114458082C119857082 @default.
• W2114458082 hasConceptScore W2114458082C121332964 @default.
• W2114458082 hasConceptScore W2114458082C121684516 @default.
• W2114458082 hasConceptScore W2114458082C124101348 @default.
• W2114458082 hasConceptScore W2114458082C168167062 @default.
• W2114458082 hasConceptScore W2114458082C21442007 @default.
• W2114458082 hasConceptScore W2114458082C2777115002 @default.
• W2114458082 hasConceptScore W2114458082C41008148 @default.
• W2114458082 hasConceptScore W2114458082C43364308 @default.
• W2114458082 hasConceptScore W2114458082C44154836 @default.
• W2114458082 hasConceptScore W2114458082C45374587 @default.
• W2114458082 hasConceptScore W2114458082C50630238 @default.
• W2114458082 hasConceptScore W2114458082C84211073 @default.
• W2114458082 hasConceptScore W2114458082C97355855 @default.
• W2114458082 hasIssue "2" @default.
• W2114458082 hasLocation W21144580821 @default.
• W2114458082 hasOpenAccess W2114458082 @default.
• W2114458082 hasPrimaryLocation W21144580821 @default.
• W2114458082 hasRelatedWork W1496109944 @default.
• W2114458082 hasRelatedWork W1572523360 @default.
• W2114458082 hasRelatedWork W1576000675 @default.
• W2114458082 hasRelatedWork W2080007423 @default.
• W2114458082 hasRelatedWork W2127021456 @default.
• W2114458082 hasRelatedWork W2348304663 @default.
• W2114458082 hasRelatedWork W2360796461 @default.
• W2114458082 hasRelatedWork W2379533788 @default.
• W2114458082 hasRelatedWork W2965888034 @default.
• W2114458082 hasRelatedWork W3084996942 @default.
• W2114458082 hasVolume "26" @default.
• W2114458082 isParatext "false" @default.
• W2114458082 isRetracted "false" @default.
• W2114458082 magId "2114458082" @default.

• next