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