Challenges and Opportunities: From Near-memory Computing to In-memory Computing

被引:30
|
作者
Khoram, Soroosh [1 ]
Zha, Yue [1 ]
Zhang, Jialiang [1 ]
Li, Jing [1 ]
机构
[1] Univ Wisconsin, Dept Elect & Comp Engn, 1415 Johnson Dr, Madison, WI 53706 USA
来源
ISPD'17: PROCEEDINGS OF THE 2017 ACM INTERNATIONAL SYMPOSIUM ON PHYSICAL DESIGN | 2017年
关键词
In-memory processing; Near-memory processing; Nonvolatile Memory; 3D Integration; DEVICE; DRAM; RAM;
D O I
10.1145/3036669.3038242
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The confluence of the recent advances in technology and the ever-growing demand for large-scale data analytics created a renewed interest in a decades-old concept, processing-in-memory (PIM). PIM, in general, may cover a very wide spectrum of compute capabilities embedded in close proximity to or even inside the memory array. In this paper, we present an initial taxonomy for dividing PIM into two broad categories: 1) Near-memory processing and 2) In-memory processing. This paper highlights some interesting work in each category and provides insights into the challenges and possible future directions.
引用
收藏
页码:43 / 46
页数:4
相关论文
共 50 条
  • [31] In-Memory Stateful Logic Computing Using Memristors: Gate, Calculation, and Application
    Xu, Nuo
    Park, Taegyun
    Yoon, Kyung Jean
    Hwang, Cheol Seong
    PHYSICA STATUS SOLIDI-RAPID RESEARCH LETTERS, 2021, 15 (09):
  • [32] Circuits and Architectures for In-Memory Computing-Based Machine Learning Accelerators
    Ankit, Aayush
    Chakraborty, Indranil
    Agrawal, Amogh
    Ali, Mustafa
    Roy, Kaushik
    IEEE MICRO, 2020, 40 (06) : 8 - 21
  • [33] Memristor-Based Approximate Query Architecture for In-Memory Hyperdimensional Computing
    Yu, Tianyang
    Wu, Bi
    Chen, Ke
    Zhang, Gong
    Liu, Weiqiang
    IEEE TRANSACTIONS ON COMPUTERS, 2024, 73 (11) : 2605 - 2618
  • [34] A review on SRAM-based computing in-memory: Circuits, functions, and applications
    Lin, Zhiting
    Tong, Zhongzhen
    Zhang, Jin
    Wang, Fangming
    Xu, Tian
    Zhao, Yue
    Wu, Xiulong
    Peng, Chunyu
    Lu, Wenjuan
    Zhao, Qiang
    Chen, Junning
    JOURNAL OF SEMICONDUCTORS, 2022, 43 (03)
  • [35] IMEC: A Fully Morphable In-Memory Computing Fabric Enabled by Resistive Crossbar
    Zha, Yue
    Li, Jing
    IEEE COMPUTER ARCHITECTURE LETTERS, 2017, 16 (02) : 123 - 126
  • [36] Operand-Oriented Virtual Memory Support for Near-Memory Processing
    Choi, Duheon
    Jeong, Taeyang
    Yeom, Joonhyeok
    Chung, Eui-Young
    IEEE TRANSACTIONS ON COMPUTERS, 2023, 72 (08) : 2250 - 2263
  • [37] Near-memory caching for improved energy consumption
    AbouGhazaleh, Nevine
    Childers, Bruce R.
    Mosse, Daniel
    Melhem, Rami G.
    IEEE TRANSACTIONS ON COMPUTERS, 2007, 56 (11) : 1441 - 1455
  • [38] HMComp: Extending Near-Memory Capacity using Compression in Hybrid Memory
    Shao, Qi
    Arelakis, Angelos
    Stenstrom, Per
    PROCEEDINGS OF THE 38TH ACM INTERNATIONAL CONFERENCE ON SUPERCOMPUTING, ACM ICS 2024, 2024, : 74 - 84
  • [39] Polymer synaptic transistors from memory to neuromorphic computing
    Yang, Yu-Ting
    Tien, Hsin-Chiao
    Chueh, Chu-Chen
    Lee, Wen-Ya
    MATERIALS CHEMISTRY AND PHYSICS, 2022, 287
  • [40] GATe: Streamlining Memory Access and Communication to Accelerate Graph Attention Network With Near-Memory Processing
    Yi, Shiyan
    Qiu, Yudi
    Lu, Lingfei
    Xu, Guohao
    Gong, Yong
    Zeng, Xiaoyang
    Fan, Yibo
    IEEE COMPUTER ARCHITECTURE LETTERS, 2024, 23 (01) : 87 - 90