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2016
GPU 성능향상을 위한 IPC 기반 동적 CTA 스케줄링 기법 연구
An IPC-based Dynamic Cooperative Thread Array Scheduling Scheme for GPUs
한국컴퓨터정보학회
논문정보
- Publisher
- 한국컴퓨터정보학회논문지
- Issue Date
- 2016-02-26
- Keywords
- -
- Citation
- -
- Source
- -
- Journal Title
- -
- Volume
- 21
- Number
- 2
- Start Page
- 9
- End Page
- 16
- DOI
- ISSN
- 1598849X
Abstract
Recently, many research groups have focused on GPGPUs in order to improve the performance of computing systems. GPGPUs can execute general-purpose applications as well as graphics applications by using parallel GPU hardware resources. GPGPUs can process thousands of threads based on warp scheduling and CTA scheduling. In this paper, we utilize the traditional CTA scheduler to assign a various number of CTAs to SMs. According to our simulation results, increasing the number of CTAs assigned to the SM statically does not improve the performance. To solve the problem in traditional CTA scheduling schemes, we propose a new IPC-based dynamic CTA scheduling scheme. Compared to traditional CTA scheduling schemes, the proposed dynamic CTA scheduling scheme can increase the GPU performance by up to 13.1%.
- 전남대학교
- KCI
- 한국컴퓨터정보학회논문지
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