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Conference Paper: Performance-driven System Generation for Distributed Vertex-Centric Graph Processing on Multi-FPGA Systems
Title | Performance-driven System Generation for Distributed Vertex-Centric Graph Processing on Multi-FPGA Systems |
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Authors | |
Keywords | Graph processing Multi-FPGA architecture Performance Modelling |
Issue Date | 2018 |
Citation | 28th International Conference on Field-Programmable Logic and Applications (FPL 2018), Dublin, Ireland, 27-31 August 2018 How to Cite? |
Abstract | In 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 Identifier | http://hdl.handle.net/10722/263556 |
DC Field | Value | Language |
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dc.contributor.author | Engelhardt, N | - |
dc.contributor.author | Hung, CHD | - |
dc.contributor.author | So, HKH | - |
dc.date.accessioned | 2018-10-22T07:40:51Z | - |
dc.date.available | 2018-10-22T07:40:51Z | - |
dc.date.issued | 2018 | - |
dc.identifier.citation | 28th International Conference on Field-Programmable Logic and Applications (FPL 2018), Dublin, Ireland, 27-31 August 2018 | - |
dc.identifier.uri | http://hdl.handle.net/10722/263556 | - |
dc.description.abstract | In 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.language | eng | - |
dc.relation.ispartof | International Conference on Field-Programmable Logic and Applications | - |
dc.subject | Graph processing | - |
dc.subject | Multi-FPGA architecture | - |
dc.subject | Performance Modelling | - |
dc.title | Performance-driven System Generation for Distributed Vertex-Centric Graph Processing on Multi-FPGA Systems | - |
dc.type | Conference_Paper | - |
dc.identifier.email | Hung, CHD: chdhung@HKUCC-COM.hku.hk | - |
dc.identifier.email | So, HKH: hso@eee.hku.hk | - |
dc.identifier.authority | So, HKH=rp00169 | - |
dc.description.nature | link_to_OA_fulltext | - |
dc.identifier.hkuros | 295150 | - |
dc.publisher.place | Dublin, Ireland | - |