Core-level DVFS for Spatial Multitasking GPUs

  • Cha, Jehee
  • Kim, Jiho
  • Park, Yongjun
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초록

DVFS (Dynamic voltage frequency scaling) is one of the most widely used power management technologies employed to improve the performance or minimize the power consumption by controlling voltages and frequencies in real time. When applying device-level DVFS in graphics processing units (GPUs) that support spatial multitasking, it is difficult to determine the optimal DVFS status when multiple running kernels have different characteristics. To solve the problem, we created a GPU simulator that can operate at different streaming multiprocessor frequencies according to the characteristics of the assigned kernel and compared it with a single-clock-based spatial multitasking GPU simulator.

키워드

DVFSGPUMultitaskingComputer graphicsDynamic frequency scalingMultitaskingProgram processorsVoltage scalingDVFSDynamic voltage frequency scalingGpu simulatorsPower management technologyReal timeSingle clockStreaming multiprocessorsGraphics processing unit
제목
Core-level DVFS for Spatial Multitasking GPUs
저자
Cha, Jehee Kim, JihoPark, Yongjun
DOI
10.1109/TENCON.2018.8650072
발행일
2019-10
유형
Conference Paper
저널명
IEEE Region 10 Annual International Conference, Proceedings/TENCON
2018-October
페이지
1525 ~ 1528