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In-Memory Database Query

delete2020-10-14
delete26
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OA
AI
I
Iason Giannopoulos *
A
Abhairaj Singh
M
Manuel Le Gallo
V
Vara Prasad Jonnalagadda
S
Said Hamdioui
A
Abu Sebastian *
DOI:10.1002/aisy.202000141delete
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摘要

摘要

En 中文
In recent years, several in-memory logic primitives were proposed where bit-wise logical operations are performed in memory by exploiting the physical attributes of memristive devices organized in a crossbar array. However, a convincing real-world application for in-memory logic and its experimental validation are still lacking. Herein, the application of database query where a database is stored in an array of binary memristive devices is presented. The queries are formulated in terms of bulk bit-wise operations and are executed in memory by exploiting Kirchhoff's current summation law. The concept is experimentally demonstrated by executing error-free queries on a small 4x8 selector-less phase-change memory crossbar. The impact of crossbar size, resistance of routing wires, and interdevice variability on the accuracy of the logical operations are studied through numerical and circuit-level simulations. Finally, a system for cascaded query is proposed that combines the in-memory logic with conventional digital logic and its functionality is verified on a healthcare-related database. It is estimated that an 11-step long query is executed in 36ns, consuming 560 mu W, thus achieving an energy efficiency of 166TOPS/W.
Keyword:
database queries
in-memory computing
phase-change memories
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期刊

Advanced Intelligent Systems 封面图
Advanced Intelligent Systems
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6.1
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2.0K
被引数:
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机构

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ETH Zurich
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3.0W
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被引数: 8.4W
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international business machines (ibm)
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