DocumentCode
3046909
Title
MV-FT: Efficient Implementation for Matrix-Vector Multiplication on FT64 Stream Processor
Author
Du, Jing ; Ao, Fujiang ; Yang, Xuejun
Author_Institution
Nat. Univ. of Defense Technol., Changsha
fYear
2008
fDate
10-15 Feb. 2008
Firstpage
134
Lastpage
139
Abstract
In this paper, we present a detailed case study of the optimizing implementation of a fundamental scientific kernel, matrix-vector multiplication, on FT64, which is the first 64-bit stream processor designed for scientific computing. The major novelties of our study are as follows. First, we develop four stream programs according to different stream organizations, involving dot product, row product, multi-dot product and multi-row product approaches. Second the optimal strip size for partitioning the large matrix is put forward based on a practical parameter model. Finally loop unrolling and software pipelining are used to hide the communications with the computations. The experimental results show that the optimizing implementations on FT64 achieve high speedup over the corresponding Fortran programs running on Itanium 2. It is certain that matrix-vector multiplication can efficiently exploit the tremendous potential of FT64 stream processor through programming optimizations.
Keywords
mathematics computing; matrix multiplication; operating system kernels; optimising compilers; pipeline processing; program control structures; signal processing; vector processor systems; vectors; FT64 stream processor; MV-FT optimizing implementation; dot product approach; loop unrolling; matrix partitioning; matrix-vector multiplication; multidot product approach; multirow product approach; optimal strip size; row product approach; scientific computing; scientific kernel implementation; software pipelining; Application software; Computer architecture; Kernel; Page description languages; Pipeline processing; Process design; Registers; Scientific computing; Streaming media; Strips;
fLanguage
English
Publisher
ieee
Conference_Titel
Digital Society, 2008 Second International Conference on the
Conference_Location
Sainte Luce
Print_ISBN
978-0-7695-3087-1
Type
conf
DOI
10.1109/ICDS.2008.16
Filename
4456033
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