JISC: Adaptive Stream Processing Using Just-In-Time State Completion
Ahmed M. Aly, Walid G. Aref, Mourad Ouzzani, Hosam M. Mahmoud · 2014
The continuous and dynamic nature of data streams may lead a query execution plan (QEP) of a long-running continuous query to become suboptimal during execution, and hence will need to be al-tered. The ability to perform an efficient and flawless transition to an equivalent, yet optimal QEP is essential for a data stream query processor. Such transition is challenging for plans with stateful bi-nary operators, such as joins, where the states of the QEP have to be maintained during query transition without compromising the correctness of the query output. This paper presents Just-In-Time State Completion (JISC); a new technique for query plan migration. JISC does not cause any halt to the query execution, and thus allows the query to maintain steady output. JISC is applicable to pipelined as well as eddy-based query evaluation frameworks. Probabilistic analysis of the cost and experimental studies show that JISC in-creases the execution throughput during the plan migration stage by up to an order of magnitude compared to existing solutions. 1.