ReDRAM: A reconfigurable processing-in-DRAM platform for accelerating bulk bit-wise operations

Shaahin Angizi, Deliang Fan

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Abstract

In this paper, we propose ReDRAM, as a reconfigurable DRAM-based processing-in-memory (PIM) accelerator, which transforms current DRAM architecture to massively parallel computational units exploiting the high internal bandwidth of modern memory chips. ReDRAM uses the analog operation of DRAM sub-arrays and elevates it to implement a full set of 1-and 2-input bulk bit-wise operations (NOT, (N)AND, (N)OR, and even X(N)OR) between operands stored in the same bit-line, based on a new dual-row activation mechanism with a modest change to peripheral circuits such sense amplifiers. ReDRAM can be leveraged to greatly reduce energy consumption and latency of complex in-DRAM logic computations relying on state-of-the-art mechanisms based on triple-row activation, dual-contact cells, row initialization, NOR style, etc. The extensive circuit-architecture simulations show that ReDRAM achieves on average 54× and 7.1× higher throughput for performing bulk bit-wise operations compared with CPU and GPU, respectively. Besides, ReDRAM outperforms recent processing-in-DRAM platforms with up to 3.7× better performance.

Original languageEnglish (US)
Title of host publication2019 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2019 - Digest of Technical Papers
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781728123509
DOIs
StatePublished - Nov 2019
Event38th IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2019 - Westin Westminster, United States
Duration: Nov 4 2019Nov 7 2019

Publication series

NameIEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD
Volume2019-November
ISSN (Print)1092-3152

Conference

Conference38th IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2019
CountryUnited States
CityWestin Westminster
Period11/4/1911/7/19

ASJC Scopus subject areas

  • Software
  • Computer Science Applications
  • Computer Graphics and Computer-Aided Design

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