DocumentCode :
1759089
Title :
A Comparative Study of Implementation Techniques for Query Processing in Multicore Systems
Author :
Viglas, S.D.
Author_Institution :
Sch. of Inf., Univ. of Edinburgh, Edinburgh, UK
Volume :
26
Issue :
1
fYear :
2014
fDate :
Jan. 2014
Firstpage :
3
Lastpage :
15
Abstract :
Multicore systems and multithreaded processing are now the de facto standards of enterprise and personal computing. If used in an uninformed way, however, multithreaded processing might actually degrade performance. We present the facets of the memory access bottleneck as they manifest in multithreaded processing and show their impact on query evaluation. We present a system design based on partition parallelism, memory pooling, and data structures conducive to multithreaded processing. Based on this design, we present alternative implementations of the most common query processing algorithms, which we experimentally evaluate using multiple scenarios and hardware platforms. Our results show that the design and algorithms are indeed scalable across platforms, but the choice of optimal algorithm largely depends on the problem parameters and underlying hardware. However, our proposals are a good first step toward generic multithreaded parallelism.
Keywords :
data structures; multi-threading; multiprocessing systems; parallel databases; query processing; comparative study; data structures; de facto standards; enterprise computing; generic multithreaded parallelism; implementation techniques; memory access bottleneck; memory pooling; multicore systems; multithreaded processing; optimal algorithm; partition parallelism; personal computing; query evaluation; query processing algorithms; system design; Arrays; Context; Hardware; Instruction sets; Partitioning algorithms; Query processing; Resource management; Parallel databases; multithreaded processors; parallel algorithms; parallel processors; query processing;
fLanguage :
English
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1041-4347
Type :
jour
DOI :
10.1109/TKDE.2012.243
Filename :
6384534
Link To Document :
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