DocumentCode :
2571037
Title :
Matrix Inversion on the Cell/B.E. Processor
Author :
Yokoyama, Shodai ; Matsumoto, Kazuya ; Sedukhin, Stanislav G.
Author_Institution :
Distrib. Parallel Process. Lab., Univ. of Aizu, Japan
fYear :
2009
fDate :
25-27 June 2009
Firstpage :
148
Lastpage :
153
Abstract :
The problem of inverting matrices is one that occurs in some problems of practical importance. This paper introduces and evaluates the block algorithm for high performance matrix inversion on the Cell Broadband Engine (Cell/B.E.) processor. The Cell/B.E. is a heterogeneous multi-core processor on a single-chip jointly developed by Sony, Toshiba and IBM, which has a very high speed of the single precision floating-point arithmetic. The discussed matrix inversion algorithm is a combination of the block algebraic path problem algorithm and the well-known block matrix inversion algorithm based on the LU decomposition. For relatively big matrices, this combined block algorithm spends the most time in computing matrix-matrix multiplication of blocks and achieves 149.4 Gflop/s on Cell/B.E., when PPE and six SPEs of PlayStation3 are used, or 93.4% of the aggregated double (PPE) and single (SPEs) precision peak performance, which is 160.0 Gflop/s.
Keywords :
floating point arithmetic; matrix inversion; matrix multiplication; microprocessor chips; Cell Broadband Engine processor; block algebraic path problem algorithm; block matrix inversion algorithm; floating-point arithmetic; heterogeneous multicore processor; matrix-matrix multiplication; performance matrix inversion; Computer science; Engines; Floating-point arithmetic; High performance computing; Matrix decomposition; Microprocessors; Multicore processing; Parallel processing; Partitioning algorithms; Reduced instruction set computing; Cell/B.E. processor; block algorithm; matrix inversion; mixed-precision; optimization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Communications, 2009. HPCC '09. 11th IEEE International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4244-4600-1
Electronic_ISBN :
978-0-7695-3738-2
Type :
conf
DOI :
10.1109/HPCC.2009.78
Filename :
5166988
Link To Document :
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