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GIRAF: General Purpose In-Storage Resistive Associative Framework

Authors :
Leonid Yavits
Ran Ginosar
Roman Kaplan
Source :
IEEE Transactions on Parallel and Distributed Systems. 33:276-287
Publication Year :
2022
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2022.

Abstract

GIRAF is a General purpose In-storage Resistive Associative Framework based on resistive content addressable memory (RCAM), which functions simultaneously as a storage and a massively parallel associative processor. GIRAF alleviates the bandwidth wall by connecting every memory bit to processing transistors and keeping computing inside the storage arrays, thus implementing deep in-data, rather than near-data, processing. We show that GIRAF outperformed a reference computer architecture with a bandwidth-limited external storage access on a variety of data-intensive workloads. The performance of GIRAF Dot Product and Sparse Matrix-Vector multiplication exceeds the attainable performance of a reference architecture by 1200 $ \;\times $ × and 130 $ \;\times $ × , respectively.

Details

ISSN :
21619883 and 10459219
Volume :
33
Database :
OpenAIRE
Journal :
IEEE Transactions on Parallel and Distributed Systems
Accession number :
edsair.doi...........55382d9059eea55069881944b4421603