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- W3033164579 abstract "Determining the degree of parallelism (DOP) for query execution is of great importance to both performance and resource provisioning. However, recent work that applies machine learning (ML) to query optimization and query performance prediction in relational database management systems (RDBMSs) has ignored the effect of intra-query parallelism. In this work, we argue that determining the optimal or near-optimal DOP for query execution is a fundamental and challenging task that benefits both query performance and cost-benefit tradeoffs. We then present promising preliminary results on how ML techniques can be applied to automate DOP tuning. We conclude with a list of challenges we encountered, as well as future directions for our work." @default.
- W3033164579 created "2020-06-12" @default.
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- W3033164579 date "2020-06-14" @default.
- W3033164579 modified "2023-10-16" @default.
- W3033164579 title "Automated tuning of query degree of parallelism via machine learning" @default.
- W3033164579 cites W2100773341 @default.
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- W3033164579 doi "https://doi.org/10.1145/3401071.3401656" @default.
- W3033164579 hasPublicationYear "2020" @default.
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