Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | 박영준 | - |
dc.date.accessioned | 2022-03-21T07:51:05Z | - |
dc.date.available | 2022-03-21T07:51:05Z | - |
dc.date.issued | 2020-07 | - |
dc.identifier.citation | 2020 57th ACM/IEEE Design Automation Conference (DAC), page. 1-6 | en_US |
dc.identifier.isbn | 978-1-7281-1085-1 | - |
dc.identifier.uri | https://ieeexplore.ieee.org/document/9218711?arnumber=9218711&SID=EBSCO:edseee | - |
dc.identifier.uri | https://repository.hanyang.ac.kr/handle/20.500.11754/169271 | - |
dc.description.abstract | Efficient GPU resource-sharing between multiple kernels has recently been a critical factor on overall performance. While previous works mainly focused on how to allocate resources to two kernels, there has been limited amount of work on determining which workloads to concurrently execute among multiple workloads. Therefore, we first demonstrate on a real GPU system how the selection of concurrent workloads can have significant impact on overall performance. We then propose GPU Navigator – a lookup-table-based dynamic multi-kernel scheduler that maximizes overall performance through online profiling. Our evaluation shows that GPU Navigator outperforms a greedy policy by 29.3% on average. | en_US |
dc.description.sponsorship | We would like to thank to Jason Jong Kyu Park for his valuable feedback. This work was supported in part by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIP)(No.2018R1D1A1B07050609, No.2015M3C4A7065647, No.2020R1A2B5B01001687), ICT R&D program of MSIP/IITP (No.2017-0-00142), and the R&D program of MOTIE/KEIT (No.10077609). Yongjun Park is the corresponding author. | en_US |
dc.language.iso | en | en_US |
dc.publisher | IEEE | en_US |
dc.subject | GPGPU | en_US |
dc.subject | Spatial Multitasking | en_US |
dc.subject | Simultaneous Multitasking | en_US |
dc.subject | multi-kernel | en_US |
dc.title | Navigator: Dynamic Multi-kernel Scheduling to Improve GPU Performance | en_US |
dc.type | Article | en_US |
dc.identifier.doi | 10.1109/DAC18072.2020.9218711 | - |
dc.relation.page | 1-6 | - |
dc.contributor.googleauthor | Kim, Jiho | - |
dc.contributor.googleauthor | Kim, John | - |
dc.contributor.googleauthor | Park, Yongjun | - |
dc.relation.code | 20200058 | - |
dc.sector.campus | S | - |
dc.sector.daehak | COLLEGE OF ENGINEERING[S] | - |
dc.sector.department | SCHOOL OF COMPUTER SCIENCE | - |
dc.identifier.pid | yongjunpark | - |
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