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Conference Paper: Performance-driven System Generation for Distributed Vertex-Centric Graph Processing on Multi-FPGA Systems

TitlePerformance-driven System Generation for Distributed Vertex-Centric Graph Processing on Multi-FPGA Systems
Authors
Engelhardt, NHung, CHDSo, HKH
KeywordsGraph processing
Multi-FPGA architecture
Performance Modelling
Issue Date2018
Citation
28th International Conference on Field-Programmable Logic and Applications (FPL 2018), Dublin, Ireland, 27-31 August 2018 How to Cite?
AbstractIn this paper, we present a multi-FPGA graph processing framework and an accompanying performance model. Our framework emphasizes programmability, requiring minimal user input beyond providing the application kernel and the dataset. The framework predicts the performance of the system based on the algorithm characteristics and problem size and automatically selects the optimal FPGA configuration. We implement our system on an experimental 4-FPGA platform and compare the results to the predicted performance.
Persistent Identifierhttp://hdl.handle.net/10722/263556

 

DC FieldValueLanguage
dc.contributor.authorEngelhardt, N-
dc.contributor.authorHung, CHD-
dc.contributor.authorSo, HKH-
dc.date.accessioned2018-10-22T07:40:51Z-
dc.date.available2018-10-22T07:40:51Z-
dc.date.issued2018-
dc.identifier.citation28th International Conference on Field-Programmable Logic and Applications (FPL 2018), Dublin, Ireland, 27-31 August 2018-
dc.identifier.urihttp://hdl.handle.net/10722/263556-
dc.description.abstractIn this paper, we present a multi-FPGA graph processing framework and an accompanying performance model. Our framework emphasizes programmability, requiring minimal user input beyond providing the application kernel and the dataset. The framework predicts the performance of the system based on the algorithm characteristics and problem size and automatically selects the optimal FPGA configuration. We implement our system on an experimental 4-FPGA platform and compare the results to the predicted performance.-
dc.languageeng-
dc.relation.ispartofInternational Conference on Field-Programmable Logic and Applications-
dc.subjectGraph processing-
dc.subjectMulti-FPGA architecture-
dc.subjectPerformance Modelling-
dc.titlePerformance-driven System Generation for Distributed Vertex-Centric Graph Processing on Multi-FPGA Systems-
dc.typeConference_Paper-
dc.identifier.emailHung, CHD: chdhung@HKUCC-COM.hku.hk-
dc.identifier.emailSo, HKH: hso@eee.hku.hk-
dc.identifier.authoritySo, HKH=rp00169-
dc.description.naturelink_to_OA_fulltext-
dc.identifier.hkuros295150-
dc.publisher.placeDublin, Ireland-

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