Inproceedings,

Performance Estimation and Prototyping of Reconfigurable Near-Memory Computing Systems

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Proceedings - 2023 33rd International Conference on Field-Programmable Logic and Applications, FPL 2023, page 357--358. United States of America, Institute of Electrical and Electronics Engineers Inc., (Nov 2, 2023)Publisher Copyright: © 2023 IEEE.; 33rd International Conference on Field-Programmable Logic and Applications, FPL 2023 ; Conference date: 04-09-2023 Through 08-09-2023.
DOI: 10.1109/FPL60245.2023.00065

Abstract

The concept of near-memory computing (NMC) has emerged as a promising solution to address the memory wall challenges faced by future computing architectures. By utilizing modern systems that integrate 3D-stacked DRAM memory, the NMC paradigm minimizes unnecessary data movement between the memory subsystem and the CPU. FPGA vendors have incorporated 3D-stacked memories into their products to meet the increasing bandwidth requirements of memory-intensive applications, enabling FPGAs to compete with GPU solutions in terms of speed and energy efficiency. Recent NMC proposals focus on different data processing workloads, including graph processing…(more)

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