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
Link To Document :
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