The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions

Existing machine learning (ML) approaches to automatically optimize database management systems (DBMSs) only target a single configuration space at a time (e.g., knobs, query hints, indexes). Simultaneously tuning multiple configuration spaces is challenging due to the combined space's complexi...

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Bibliographic Details
Published in:Proceedings of the VLDB Endowment 2024-07, Vol.17 (11), p.3373-3387
Main Authors: Zhang, William, Lim, Wan Shen, Butrovich, Matthew, Pavlo, Andrew
Format: Article
Language:English
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