Multiple Query Optimization for Data Analysis Applications on Clusters of SMPs
Title | Multiple Query Optimization for Data Analysis Applications on Clusters of SMPs |
Publication Type | Conference Papers |
Year of Publication | 2002 |
Authors | Andrade H, Kurc T, Sussman A, Saltz J |
Conference Name | 2nd IEEE/ACM International Symposium on Cluster Computing and the Grid, 2002 |
Date Published | 2002/05/21/24 |
Publisher | IEEE |
ISBN Number | 0-7695-1582-7 |
Keywords | Aggregates, Application software, Bandwidth, Data analysis, Data structures, Delay, Query processing, scheduling, Subcontracting, Switched-mode power supply |
Abstract | This paper is concerned with the efficient execution of multiple query workloads on a cluster of SMPs. We target applications that access and manipulate large scientific datasets. Queries in these applications involve user-defined processing operations and distributed data structures to hold intermediate and final results. Our goal is to implement system components to leverage previously computed query results and to effectively utilize processing power and aggregated I/O bandwidth on SMP nodes so that both single queries and multi-query batches can be efficiently executed. |
DOI | 10.1109/CCGRID.2002.1017123 |