DocumentCode
244524
Title
An evaluation of the potential of flash SSD as large and slow memory for stencil computations
Author
Midorikawa, H. ; Tan, Hong ; Endo, T.
Author_Institution
Dept. of Comput. & Inf. Sci., Seikei Univ., Tokyo, Japan
fYear
2014
fDate
21-25 July 2014
Firstpage
268
Lastpage
277
Abstract
This paper investigates the potential of flash as a large and slow memory behind dynamic random-access memory (DRAM) for stencil computation, which is one of the most common and important computation kernels in various scientific and engineering simulations. We evaluate the performance of a fastswap kernel, which was recently incorporated into Linux, in stencil computation using flash as a swap device. Moreover, we propose a locality-aware, hierarchical out-of-core computation algorithm by employing data structure blocking techniques in stencil computations to bridge the DRAM-flash latency divide. We find that 7-point and 27-point stencil computations for a 1-TiB problem size (32 times that of the DRAM), using only a 32-GiB DRAM and a flash solid-state drive (SSD), in Mflops attain 24% and 47%, respectively, of the performance achieved in execution using only DRAM.
Keywords
Linux; data structures; flash memories; operating system kernels; random-access storage; 1-TiB problem size; DRAM-flash latency divide; Linux; data structure blocking techniques; dynamic random-access memory; engineering simulation; fastswap kernel; flash SSD; flash solid-state drive; hierarchical out-of-core computation algorithm; locality-aware algorithm; memory size 32 GByte; scientific simulation; stencil computations; Benchmark testing; Kernel; Nonvolatile memory; Optimization; Performance evaluation; Random access memory; Three-dimensional displays; Non-volatile memory (NVM); SSD; access locality; flash memory; locality-aware; memory hierarchy; slow memory; stencil computation; temporal blocking;
fLanguage
English
Publisher
ieee
Conference_Titel
High Performance Computing & Simulation (HPCS), 2014 International Conference on
Conference_Location
Bologna
Print_ISBN
978-1-4799-5312-7
Type
conf
DOI
10.1109/HPCSim.2014.6903695
Filename
6903695
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