DocumentCode :
679631
Title :
A Versatile Performance and Energy Simulation Tool for Composite GPU Global Memory
Author :
Bin Wang ; Yizheng Jiao ; Weikuan Yu ; Xipeng Shen ; Dong Li ; Vetter, Jeffrey S.
fYear :
2013
fDate :
14-16 Aug. 2013
Firstpage :
298
Lastpage :
302
Abstract :
As a cost-effective compute device, Graphic Processing Unit (GPU) has been widely embraced in the field of high performance computing. GPU is characterized by its massive thread-level parallelism and high memory bandwidth. Although GPU has exhibited tremendous potential, recent GPU architecture researches mainly focus on GPU compute units and full system exploration is rare due to the lack of accurate simulators that can reveal hardware organization of both GPU compute units and its memory system. In order to fill this void, we build a GPU simulator called VxGPUSim that can support the simulation with detailed performance, timing and power consumption statistics. Our experimental evaluation demonstrates that VxGPUSim can faithfully reveal the internal execution details of GPU global memory of various memory configurations. It can enable further research on the design of GPU global memory for performance and energy tradeoffs.
Keywords :
DRAM chips; digital simulation; graphics processing units; parallel processing; power aware computing; -effective compute device; DRAM; NVRAM; VxGPUSim; composite GPU global memory system; energy simulation tool; full system exploration; graphic processing unit; high memory bandwidth; high performance computing; massive thread-level parallelism; power consumption statistics; Graphics processing units; Memory management; Nonvolatile memory; Phase change materials; Random access memory; Timing; Tin;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Modeling, Analysis & Simulation of Computer and Telecommunication Systems (MASCOTS), 2013 IEEE 21st International Symposium on
Conference_Location :
San Francisco, CA
ISSN :
1526-7539
Type :
conf
DOI :
10.1109/MASCOTS.2013.39
Filename :
6730774
Link To Document :
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