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Pratyoy Das: SmartRabbit An Interactive Query Processor
October 31 @ 1:00 pm - 2:00 pm
For this week’s IGS seminar, Pratyoy will be presenting his research work.
Time & Location:
Friday Oct 31, 2025, 1:00 PM – 2:00 PM
Donald Bren Hall 3011, ICS, UC Irvine
Donald Bren Hall 3011, ICS, UC Irvine
Lunch will be provided.
Title:
SmartRabbit: An Interactive Query Processor
Abstract:
Traditional relational database systems optimize analytical queries to minimize their end-to-end latency. The resulting optimal plans are usually blocking, forcing users to wait until full query completion before seeing any results. This execution model precludes interactivity, i.e., users cannot observe partial results or gain early insights for long-running queries. Query optimizers rarely choose plans that promote interactivity, since such plans either incur prohibitively large latencies or involve operators for which interactive alternatives are unavailable. We introduce a novel interactive query processor SmartRabbit that promotes interactivity of answers while matching the end-to-end latency of blocking execution plans. We achieve this by first designing a plan optimized for interactivity for a given query, and then simultaneously executing this plan alongside a traditional blocking plan. The two executions are carefully synchronized to maintain the correct order of answers and prevent duplicates. We implement SmartRabbit in AsterixDB and show that SmartRabbit consistently delivers early and continuous results across various analytical queries, data scales, and parallel (multi-node, multi-partition) system instances, while matching the latencies of the standalone blocking executions.
Bio:
Pratyoy is a 4th year PhD student under Professor Sharad Mehrotra. His research focuses on query optimization and query execution with specific interests in adaptive, interactive and progressive query optimization. Pratyoy had previously interned in the query optimization team of Amazon Redshift and was a Software Engineer at Microsoft before joining UC Irvine.
Volunteer:
Xiaozhen Liu
