Count2Multiply: Reliable In-Memory High-Radix Counting

Publikation: Beitrag in Buch/Konferenzbericht/Sammelband/GutachtenBeitrag in KonferenzbandBeigetragenBegutachtung

Beitragende

  • Transregio 404: Next Generation Electronics With Active Devices in Three Dimensions

Abstract

Computing-in-memory (CIM) has been demonstrated across various memory technologies, from memristive crossbars for analog dot-products to large-scale digital bitwise operations in commodity DRAM and other non-volatile memory technologies. However, current CIM solutions face challenges related to latency and reliability. CIM fidelity lags considerably behind standard memory access fidelity. Furthermore, bulkbitwise CIM, though highly parallel, requires long latency for multiplication and addition due to bit-serial execution. This paper presents Count2Multiply, a digital CIM framework that performs multiplication, addition, and other operations using high-radix, massively parallel counting enabled by bulk-bitwise inmemory operations. Designed to meet fault tolerance requirements, Count2Multiply integrates traditional row-wise error correction codes, such as Hamming and BCH, to address the high error rates in existing CIM designs. We demonstrate Count2Multiply in commodity DRAMs, achieving on average 1.5× speedup, 4.6× higher energy efficiency (GOPS/Watt), and 4.4× better area efficiency (GOPS/mm2) over NVIDIA A100; and 9.7×, 8.1×, and 12.9× improvements, respectively, over SIMDRAM.

Details

OriginalspracheEnglisch
Titel2026 IEEE International Symposium on High Performance Computer Architecture (HPCA)
Herausgeber (Verlag)IEEE Canada
Seiten1-15
Seitenumfang15
ISBN (elektronisch)979-8-3315-9302-5
ISBN (Print)979-8-3315-9303-2
PublikationsstatusVeröffentlicht - 4 Feb. 2026
Peer-Review-StatusJa

Publikationsreihe

ReiheIEEE Symposium on High-Performance Computer Architecture
ISSN1530-0897

Konferenz

Titel32nd IEEE International Symposium on High Performance Computer Architecture
KurztitelHPCA 2026
Veranstaltungsnummer32
Beschreibungco-located with PPoPP/CGO/CC 2026
Dauer31 Januar - 4 Februar 2026
Webseite
OrtInternational Convention Centre Sydney
StadtSydney
LandAustralien

Externe IDs

ORCID /0000-0002-5007-445X/work/211719787
ORCID /0000-0001-9295-3519/work/211722502
Scopus 105035384596

Schlagworte

Forschungsprofillinien der TU Dresden

ASJC Scopus Sachgebiete