DocumentCode :
2482909
Title :
Building a parallel pipelined external memory algorithm library
Author :
Beckmann, Andreas ; Dementiev, Roman ; Singler, Johannes
Author_Institution :
Inst. fur Inf., Goethe-Univ. Frankfurt am Main, Frankfurt am Main, Germany
fYear :
2009
fDate :
23-29 May 2009
Firstpage :
1
Lastpage :
10
Abstract :
Large and fast hard disks for little money have enabled the processing of huge amounts of data on a single machine. For this purpose, the well-established STXXL library provides a framework for external memory algorithms with an easy-to-use interface. However, the clock speed of processors cannot keep up with the increasing bandwidth of parallel disks, making many algorithms actually compute-bound. To overcome this steadily worsening limitation, we exploit today´s multi-core processors with two new approaches. First, we parallelize the internal computation of the encapsulated external memory algorithms by utilizing the MCSTL library. Second, we augment the unique pipelining feature of the STXXL, to enable automatic task parallelization. We show using synthetic and practical use cases that the combination of both techniques increases performance greatly.
Keywords :
hard discs; parallel algorithms; program processors; STXXL library; clock speed; hard disks; parallel pipelined external memory algorithm library; processors; Bandwidth; Clocks; Concurrent computing; Data structures; Hard disks; Libraries; Multicore processing; Parallel processing; Pipeline processing; Sorting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel & Distributed Processing, 2009. IPDPS 2009. IEEE International Symposium on
Conference_Location :
Rome
ISSN :
1530-2075
Print_ISBN :
978-1-4244-3751-1
Electronic_ISBN :
1530-2075
Type :
conf
DOI :
10.1109/IPDPS.2009.5161001
Filename :
5161001
Link To Document :
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