COMPESCE: A Co-design Approach for Memory Subsystem Performance Analysis in HPC Many-Cores

被引:0
|
作者
Portero, Antoni [1 ]
Falquez, Carlos [1 ]
Ho, Nam [1 ]
Petrakis, Polydoros [2 ]
Nassyr, Stepan [1 ]
Marazakis, Manolis [2 ]
Dolbeau, Romain [3 ]
Cifuentes, Jorge Alejandro Nocua [4 ]
Alvarez, Luis Bertran [4 ]
Pleiter, Dirk [5 ]
Suarez, Estela [1 ]
机构
[1] Forschungszentrum Julich, Julich Supercomp Ctr, Novel Syst Architectures Design, Julich, Germany
[2] Fdn Res & Technol Hellas FORTH, Inst Comp Sci, Iraklion, Greece
[3] SiPearl, Rennes, France
[4] ATOS, Les Clayes Sous Bois, France
[5] Royal Inst Technol, KTH, Stockholm, Sweden
来源
ARCHITECTURE OF COMPUTING SYSTEMS, ARCS 2023 | 2023年 / 13949卷
关键词
Co-design; HPC; Network on Chip; gem5;
D O I
10.1007/978-3-031-42785-5_8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper explores the memory subsystem design through gem5 simulations of a non-uniform memory access (NUMA) architecture with ARM cores equipped with vector engines. And connected to a Network-on-Chip (NoC) following the Coherent Hub Interface (CHI) protocol. The study quantifies the benefits of vectorization, prefetching, and multichannel NoC configurations using a benchmark for generating memory patterns and indexed accesses. The outcomes provide insights into improving bus utilization and bandwidth and reducing stalls in the system. The paper proposes hardware/software (HW/SW) advancements to reach and use the HBM device with a higher percentage than 80% at the memory controllers in the simulated manycore system.
引用
收藏
页码:105 / 119
页数:15
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