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A spatial index for hybrid storage

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Auteur
Fevgas A., Bozanis P.
Date
2019
Language
en
DOI
10.1145/3331076.3331091
Sujet
Computer applications
Computer programming
3DXPoint
Efficient data structures
Efficient implementation
Grid files
Hybrid storage systems
Intrinsic characteristics
Optane
Spatial indexes
Flash-based SSDs
Association for Computing Machinery
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Résumé
The introduction of flash SSDs has accelerated the performance of DBMSes. However, the intrinsic characteristics of flash motivated many researchers to investigate new efficient data structures. The emergence of 3DXPoint, a new non-volatile memory, sets new challenges: 3DXPoint features low latency and high IOPS even at small queue depths. However, the cost of 3DXPoint is 4 times higher than that of a flash-based device, rendering hybrid storage systems a good alternative. In this paper we pursue exploiting the efficiency of both 3DXPoint and flash-based devices introducing H-Grid, a variant of Grid-File for hybrid storage. H-Grid uses a flash SSD as main store and a small 3DXPoint device to persist the hottest data. The performance of the proposed index is experimentally evaluated, comparing it against GFFM, a flash efficient implementation of Grid File. The results show that H-Grid is faster than GFFM execution on a flash SSD, reducing the single point search time from 35% up to 43%. © 2019 Association for Computing Machinery.
URI
http://hdl.handle.net/11615/71542
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