Performance Estimation and Prototyping of Reconfigurable Near-Memory Computing Systems
Research output: Contribution to book/conference proceedings/anthology/report › Conference contribution › Contributed › peer-review
Contributors
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 and machine learning. This work addresses the research questions of how to leverage the full bandwidth of 3D-stacked high-bandwidth memory and how to facilitate the adoption of the near-memory computing paradigm.
Details
Original language | English |
---|---|
Title of host publication | Proceedings - 2023 33rd International Conference on Field-Programmable Logic and Applications, FPL 2023 |
Editors | Nele Mentens, Nele Mentens, Leonel Sousa, Pedro Trancoso, Nikela Papadopoulou, Ioannis Sourdis |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 357-358 |
Number of pages | 2 |
ISBN (electronic) | 979-8-3503-4151-5 |
Publication status | Published - 2 Nov 2023 |
Peer-reviewed | Yes |
Publication series
Series | International Conference on Field Programmable Logic and Applications (FPL) |
---|---|
ISSN | 1946-147X |
Conference
Title | 33rd International Conference on Field-Programmable Logic and Applications |
---|---|
Abbreviated title | FPL 2023 |
Conference number | 33 |
Duration | 4 - 8 September 2023 |
Website | |
Location | Chalmers Conference Center |
City | Gothenburg |
Country | Sweden |
External IDs
ORCID | /0000-0003-2571-8441/work/159607567 |
---|
Keywords
Sustainable Development Goals
ASJC Scopus subject areas
Keywords
- High bandwidth memories, Near memory Computing, Parallel Architectures, Prediction