DocumentCode :
2536469
Title :
On the Usage of 16 Bit Indices in Recursively Stored Sparse Matrices
Author :
Martone, Michele ; Filippone, Salvatore ; Paprzycki, Marcin ; Tucci, Salvatore
Author_Institution :
Univ. of Rome Tor Vergata, Rome, Italy
fYear :
2010
fDate :
23-26 Sept. 2010
Firstpage :
57
Lastpage :
64
Abstract :
In our earlier work, we have investigated the feasibility of utilization of recursive partitioning in basic (BLAS oriented) sparse matrix computations, on multi-core cache-based computers. Following encouraging experimental results obtained for SpMV and SpSV operations, here we proceed to tune the storage format. To limit the memory bandwidth overhead we introduce usage of shorter (16 bit) indices in leaf sub matrices (at the end of the recursion). Experimental results obtained for the proposed approach on 8-core machines illustrate speed improvements, when performing sparse matrix-vector multiplication.
Keywords :
cache storage; multiprocessing systems; sparse matrices; memory bandwidth; multicore cache based computers; recursive partitioning utilization; sparse matrix vector multiplication; storage format; Artificial neural networks; Bandwidth; Indexing; Patents; Sparse matrices; Symmetric matrices; blas; multicore; recursive; recursive CSR; sparse matrix; spmv;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Symbolic and Numeric Algorithms for Scientific Computing (SYNASC), 2010 12th International Symposium on
Conference_Location :
Timisoara
Print_ISBN :
978-1-4244-9816-1
Type :
conf
DOI :
10.1109/SYNASC.2010.77
Filename :
5715269
Link To Document :
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