A Near-Cache RISC-V Coprocessor for Efficient Posit Dot-Product Acceleration
Publikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten › Beitrag in Konferenzband › Beigetragen › Begutachtung
Beitragende
Abstract
This paper introduces a novel architecture for nearcache computation of posit dot products, aiming to address the challenges of data movement and computational inefficiencies in modern memory-intensive applications such as deep learning and scientific computing by combining the memory-efficiency of posit-arithmetic with the increased bandwidth of near-cache compute units. Utilizing the tightly-coupled coprocessor interface without requiring adjustments to the coherency protocols, the architecture is implemented with minimal hardware overhead, achieving up to $5.3 \times$ more throughput compared to the baseline for dot-product operations, which form the backbone of many neural network and matrix computation tasks. The architecture is evaluated using an FPGA prototype on real-world use cases.
Details
| Originalsprache | Englisch |
|---|---|
| Titel | 2026 IEEE 37th International Conference on Application-specific Systems, Architectures and Processors (ASAP) |
| Herausgeber (Verlag) | IEEE Canada |
| Seiten | 159-160 |
| Seitenumfang | 2 |
| ISBN (elektronisch) | 979-8-3195-1040-2 |
| ISBN (Print) | 979-8-3195-1041-9 |
| Publikationsstatus | Veröffentlicht - 4 Sept. 2026 |
| Peer-Review-Status | Ja |
Publikationsreihe
| Reihe | International Conference on Application Specific Systems (ASAP), Architectures and Processors |
|---|---|
| ISSN | 2160-0511 |
Konferenz
| Titel | 37th IEEE International Conference on Application-specific Systems, Architectures and Processors |
|---|---|
| Kurztitel | ASAP 2026 |
| Veranstaltungsnummer | 37 |
| Dauer | 3 - 4 September 2026 |
| Webseite | |
| Ort | Imperial College London |
| Stadt | London |
| Land | Großbritannien/Vereinigtes Königreich |
Externe IDs
| ORCID | /0009-0008-7571-2324/work/228237103 |
|---|---|
| ORCID | /0000-0003-2571-8441/work/228957289 |
| Scopus | 105052821565 |
Schlagworte
ASJC Scopus Sachgebiete
- Hardware und Architektur - Matrices, Memory, Printing, Program processors, Tiles, Timing, FPGA, Near-Memory, Posit, RISC-V
- Computernetzwerke und -kommunikation - Matrices, Memory, Printing, Program processors, Tiles, Timing, FPGA, Near-Memory, Posit, RISC-V
Schlagwörter
- Matrices, Memory, Printing, Program processors, Tiles, Timing, FPGA, Near-Memory, Posit, RISC-V