Cache-PIM: An ECC-compatible eDRAM-PIM for Last-Level Cache with Resolution-aware Single-Cycle Voting

Cache-PIM, an eDRAM-PIM-based last-level cache, is proposed for implementing the PIM system into real-world memory architectures. An ECC-compatible eDRAM-PIM enables reliable in-memory computing even in less stable DRAM environments while reducing ECC latency for PIM tasks. Resolution-aware single-cycle voting reduces noise vulnerability induced by ADC truncation in analog multi-bit operation. The Cache-PIM is fabricated in 28 nm CMOS technology and occupies $0.66 \mathrm{~mm}^{2}$ die area. A demonstration of ResNet-18 on the ImageNet dataset achieves $\mathbf{4 3. 0 \%}$ latency reduction compared to the conventional ECC and 69.6% accuracy.

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Publication Details

Published
2024-09-09
DOI
https://doi.org/10.1109/esserc62670.2024.10719457
Citations
1
Primary Topic
Elevator Systems and Control
Type
article
Field-Weighted Citation Impact
0.33
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article

Cache-PIM: An ECC-compatible eDRAM-PIM for Last-Level Cache with Resolution-aware Single-Cycle Voting

Kyomin Sohn, Soyeon Um, Hoi‐Jun Yoo, Sangwoo Ha et al.
1 citations
Elevator Systems and Control
0.33
article

Cache-PIM: An ECC-compatible eDRAM-PIM for Last-Level Cache with Resolution-aware Single-Cycle Voting

Kyomin Sohn, Soyeon Um, Hoi‐Jun Yoo, Sangwoo Ha, Sangjin Kim
article en
1 citations

Abstract

Cache-PIM, an eDRAM-PIM-based last-level cache, is proposed for implementing the PIM system into real-world memory architectures. An ECC-compatible eDRAM-PIM enables reliable in-memory computing even in less stable DRAM environments while reducing ECC latency for PIM tasks. Resolution-aware single-cycle voting reduces noise vulnerability induced by ADC truncation in analog multi-bit operation. The Cache-PIM is fabricated in 28 nm CMOS technology and occupies $0.66 \mathrm{~mm}^{2}$ die area. A demonstration of ResNet-18 on the ImageNet dataset achieves $\mathbf{4 3. 0 \%}$ latency reduction compared to the conventional ECC and 69.6% accuracy.

Korea Advanced Institute of Science and Technology (KR), Samsung (South Korea) (KR)
Openalex Percentile: Top 40%
Elevator Systems and Control
0.33
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Cache-PIM: An ECC-compatible eDRAM-PIM for Last-Level Cache with Resolution-aware Single-Cycle Voting — Kyomin Sohn, Soyeon Um, et al. · (2024) | TGRS Research Map | TGRS