Parallel query processing for OLAP in grids

被引:7
作者
Kotowski, Nelson [1 ]
Lima, Alexandre A. B. [2 ]
Pacitti, Esther [3 ]
Valduriez, Patrick [3 ]
Mattoso, Marta [1 ]
机构
[1] Univ Fed Rio de Janeiro, COPPE, BR-21941972 Rio De Janeiro, Brazil
[2] UNIGRANRIO, Rio De Janeiro, Brazil
[3] Univ Nantes, INRIA & LINA, Nantes, Pays De Loire, France
关键词
data grid; distributed autonomous databases; parallel OLAP query processing;
D O I
10.1002/cpe.1303
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
OLAP query processing is critical for enterprise grids. Capitalizing on our experience with the ParGRIES database cluster, we propose a middleware solution, GParGRES, which exploits database replication and inter- and intra-query parallelism to efficiently support OLAP queries in a grid. GParGRES is designed as a wrapper that enables the use of ParGRES in PC clusters of a grid (in our case, Grid5000). Our approach has two levels of query splitting: grid-level splitting, implemented by GParGRES, and node-level splitting, implemented by ParGRES. GParGRES has been partially implemented as database grid services compatible with existing grid solutions such as the open grid service architecture and the Web services resource framework. We give preliminary experimental results obtained with two clusters of Grid5000 using queries of the TPC-H Benchmark. The results show linear or almost linear speedup in query execution, as more nodes are added in all tested configurations. Copyright (c) 2008 John Wiley & Sons, Ltd.
引用
收藏
页码:2039 / 2048
页数:10
相关论文
共 22 条
  • [1] Akbarinia R., 2007, P 33 INT C VER LARG, P495
  • [2] Alpdemir MN, 2003, LECT NOTES COMPUT SC, V2910, P467
  • [3] ANJOMSHOAA A, 2005, CONCURR COMP-PRACT E, V17, P357
  • [4] [Anonymous], SBBDBRAZILIAN S DAT
  • [5] BELL WILLIAM R., 2002, PROJECT SPITFIRE GRI, P1
  • [6] Bellatreche L., 1999, P 1 INT S DAT APPL N, P35
  • [7] Cappello F, 2005, 2005 6TH INTERNATIONAL WORKSHOP ON GRID COMPUTING (GRID), P99
  • [8] CECCHET E, 2004, JDBC FLEXIBLE DATABA, P9
  • [9] The anatomy of the grid: Enabling scalable virtual organizations
    Foster, I
    Kesselman, C
    Tuecke, S
    [J]. INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS, 2001, 15 (03) : 200 - 222
  • [10] Furtado C., 2005, Proceedings. 17th International Symposium on Computer Architecture and High Performance Computing, P143