Will computing in memory become a new dawn of associative processors?

Research output: Contribution to journalArticlepeer-review

Abstract

Computer architecture faces an enormous challenge in recent years: while the demand for performance is constantly growing, the performance improvement of general-purpose CPU has almost stalled. Among the reasons are memory and power walls, due to which data transfer increasingly dominates computing. By significantly reducing data transfer, data-centric (or in-memory) computing promises to alleviate the memory and power walls. Associative processor is a non von Neumann computer invented in the 1960s but effectively cast aside until recently. It computes using associative memory in a perfect induction like fashion, using associative memory cells for both data storage and processing. Associative processor can be implemented using conventional CMOS as well as emerging memories. We show that associative processor can outperform state-of-the-art computing platforms by up to almost two orders of magnitude in a variety of data-intensive workloads.

Original languageEnglish
Article number100033
JournalMemories - Materials, Devices, Circuits and Systems
Volume4
DOIs
StatePublished - Jul 2023

Bibliographical note

Publisher Copyright:
© 2023 The Author(s)

Keywords

  • Associative processing
  • Emerging memory
  • In-memory computing
  • Processing in memory architectures

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