Title :
Cache-Conscious Automata for XML Filtering
Author :
He, Bingsheng ; Luo, Qiong ; Choi, Byron
Author_Institution :
Dept. of Comput. Sci. & Eng., Hong Kong Univ. of Sci. & Technol., Kowloon
Abstract :
Hardware cache behavior is an important factor in the performance of memory-resident, data-intensive systems such as XML filtering engines. A key data structure in several recent XML filters is the automaton, which is used to represent the long-running XML queries in the main memory. In this paper, we study the cache performance of automaton-based XML filtering through analytical modeling and system measurement. Furthermore, we propose a cache-conscious automaton organization technique, called the hot buffer, to improve the locality of automaton state transitions. Our results show that 1) our cache performance model for XML filtering automata is highly accurate and 2) the hot buffer improves the cache performance as well as the overall performance of automaton-based XML filtering
Keywords :
XML; automata theory; cache storage; data structures; information filtering; query processing; XML filtering engines; automaton state transitions; cache-conscious automaton organization technique; data structure; data-intensive systems; hardware cache behavior; hot buffer; memory-resident systems; Analytical models; Automata; Data structures; Doped fiber amplifiers; Engines; Filtering; Filters; Helium; Performance analysis; XML; Cache-conscious; XML filtering; automata; buffer.; cache behavior model; query processing;
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
DOI :
10.1109/TKDE.2006.184