A Novel System Simulation Framework for HBM2 FPGA Platforms
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Beitragende
Abstract
Every year, the disparity between processing power and memory bandwidth continues to expand. This well-established trend has been recognized for several years. Recently, innovative concepts have emerged to address and narrow this growing gap. One notable example of such technology is High Bandwidth Memory (HBM), which is specifically designed to tackle this challenge. HBM has a much higher throughput thanks to their wider data buses, making it an innovative solution for this problem. Due to its configurability and timing requirements, HBM and Field-Programmable Gate Arrays (FPGAs) offer a great combination for prototyping, and the hardware that includes both is slowly gaining popularity and accessibility. In this work, we introduce an open-source simulator capable of accurately predicting and modeling HBM based FPGA systems in a fast-prototyping manner. This design not only simulates an HBM but also a memory controller and a memory interconnect, like the one used by AMD/Xilinx. To prove accuracy, this work shows side-by-side comparison between the real hardware and simulated benchmarks of different specific types of memory access patterns, where we measure an overall error of 9.91%. Finally, we compare the performance of some real-life applications where we report an average error of 2.72%.
Details
| Originalsprache | Englisch |
|---|---|
| Titel | Embedded Computer Systems |
| Redakteure/-innen | Luigi Carro, Francesco Regazzoni, Christian Pilato |
| Herausgeber (Verlag) | Springer Science and Business Media B.V. |
| Seiten | 72-84 |
| Seitenumfang | 13 |
| ISBN (elektronisch) | 978-3-031-78380-7 |
| ISBN (Print) | 978-3-031-78379-1 |
| Publikationsstatus | Veröffentlicht - Jan. 2025 |
| Peer-Review-Status | Ja |
Publikationsreihe
| Reihe | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
|---|---|
| Band | 15227 LNCS |
| ISSN | 0302-9743 |
Konferenz
| Titel | 24th International Conference on Embedded Computer Systems: Architectures, Modeling, and Simulation |
|---|---|
| Kurztitel | SAMOS 2024 |
| Veranstaltungsnummer | 24 |
| Dauer | 29 Juni - 4 Juli 2024 |
| Webseite | |
| Ort | Doryssa Seaside Resort |
| Stadt | Pythagorion |
| Land | Griechenland |
Externe IDs
| ORCID | /0000-0003-2571-8441/work/214453709 |
|---|
Schlagworte
ASJC Scopus Sachgebiete
Schlagwörter
- Approximately timed simulation, High Bandwidth Memory, Memory system simulation