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Author:

Fang, Juan (Fang, Juan.) (Scholars:方娟) | Lin, Sheng (Lin, Sheng.) | Yang, Huijing (Yang, Huijing.) | Xu, Yixiang (Xu, Yixiang.) | Su, Xing (Su, Xing.)

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EI Scopus SCIE

Abstract:

When multiple central processing unit (CPU) cores and integrated graphics processing units (GPUs) share off-chip main memory, CPU and GPU applications compete for the critical memory resource. This causes serious resource competition and has a negative impact on the overall performance of the system. We describe the competition for shared-memory resources in a CPU-GPU heterogeneous multi-core architecture, and a shared-memory request scheduling strategy based on perceptual and predictive batch-processing is proposed. By sensing the CPU and GPU memory request conditions in the request buffer, the proposed scheduling strategy estimates the GPU latency tolerance and reduces mutual interference between CPU and GPU by processing CPU or GPU memory requests in batches. According to the simulation results, the scheduling strategy improves CPU performance by 8.53% and reduces mutual interference by 10.38% with low hardware complexity.

Keyword:

Unified memory TP391 CPU-GPU heterogeneous 9 Multi-core Access scheduling

Author Community:

  • [ 1 ] [Fang, Juan]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Lin, Sheng]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Yang, Huijing]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Xu, Yixiang]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Su, Xing]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China

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Source :

FRONTIERS OF INFORMATION TECHNOLOGY & ELECTRONIC ENGINEERING

ISSN: 2095-9184

Year: 2023

Issue: 7

Volume: 24

Page: 994-1006

3 . 0 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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