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A cost model for NDP-aware query optimization for KV-stores

  • Many modern DBMS architectures require transferring data from storage to process it afterwards. Given the continuously increasing amounts of data, data transfers quickly become a scalability limiting factor. Near-Data Processing and smart/computational storage emerge as promising trends allowing for decoupled in-situ operation execution, data transfer reduction and better bandwidth utilization. However, not every operation is suitable for an in-situ execution and a careful placement and optimization is needed. In this paper we present an NDP-aware cost model. It has been implemented in MySQL and evaluated with nKV. We make several observations underscoring the need for optimization.

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Metadaten
Author of HS ReutlingenKnödler, Christian; Vinçon, Tobias; Bernhardt, Arthur; Petrov, Ilia
DOI:https://doi.org/10.1145/3465998.3466013
ISBN:978-1-4503-8556-5
Erschienen in:International Workshop on Data Management on New Hardware (DAMON’21), June 20–25, 2021, virtual event, China, proceedings
Publisher:ACM
Place of publication:New York
Document Type:Conference proceeding
Language:English
Publication year:2021
Page Number:5
Article Number:12
DDC classes:004 Informatik
Open access?:Nein
Licence (German):License Logo  In Copyright - Urheberrechtlich geschützt