Bandwidth-Efficient On-Chip Interconnect Designs for GPGPUs

被引:20
|
作者
Jang, Hyunjun [1 ]
Kim, Jinchun [2 ]
Gratz, Paul [2 ]
Yum, Ki Hwan [1 ]
Kim, Eun Jung [1 ]
机构
[1] Texas A&M Univ, Dept Comp Sci & Engn, College Stn, TX 77843 USA
[2] Texas A&M Univ, Dept Elect & Comp Engn, College Stn, TX 77843 USA
关键词
Network-on-Chip; Bandwidth; GPGPU;
D O I
10.1145/2744769.2744803
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Modern computational workloads require abundant thread level parallelism (TLP), necessitating highly-parallel, many-core accelerators such as General Purpose Graphics Processing Units (GPGPUs). GPGPUs place a heavy demand on the on-chip interconnect between the many cores and a few memory controllers (MCs). Thus, traffic is highly asymmetric, impacting on-chip resource utilization and system performance. Here, we analyze the communication demands of typical GPGPU applications, and propose efficient Network-on-Chip (NoC) designs to meet those demands. We show that the proposed schemes improve performance by up to 64.7%. Compared to the best of class prior work, our VC monopolizing and partitioning schemes improve performance by 25%.
引用
收藏
页数:6
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