An efficient application specific instruction set processor (ASIP) for tensor computation
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
| Original language | English |
|---|---|
| Title of host publication | Proceedings - 2019 IEEE 30th International Conference on Application-Specific Systems, Architectures and Processors (ASAP 2019) |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. |
| Pages | 37 |
| ISBN (electronic) | 978-1-7281-1601-3 |
| Publication status | Published - Jul 2019 |
Publication series
| Name | Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors |
|---|---|
| Volume | 2019-July |
| ISSN (Print) | 1063-6862 |
Conference
| Title | 30th IEEE International Conference on Application-Specific Systems, Architectures and Processors, ASAP 2019 |
|---|---|
| Place | United States |
| City | New York |
| Period | 15 - 17 July 2019 |
Link(s)
Abstract
In the past decade, tensor computation is widely used in different areas. Various software toolbox have been released to assist tensor computation. However, there is still no hardware architecture to accelerate the tensor computation. This paper presents an efficient application specific instruction set processor (ASIP) for tensor computation. Different tensor computations are fully optimized in terms of resource usage and performance. We implement the ASIP on FPGA platform. We test our design by implementing the CANDECOMP/PARAFAC(CP) decomposition. Our design can achieve a low resource usage and run at 141 Mhz.
Research Area(s)
- ASIP, Field-programmable gate array (FPGA), Hardware architecture, Tensor computation
Citation Format(s)
An efficient application specific instruction set processor (ASIP) for tensor computation. / Huang, Wei-pei; Cheung, Ray C.C.; Yan, Hong.
Proceedings - 2019 IEEE 30th International Conference on Application-Specific Systems, Architectures and Processors (ASAP 2019). Institute of Electrical and Electronics Engineers, Inc., 2019. p. 37 8825140 (Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors; Vol. 2019-July).
Proceedings - 2019 IEEE 30th International Conference on Application-Specific Systems, Architectures and Processors (ASAP 2019). Institute of Electrical and Electronics Engineers, Inc., 2019. p. 37 8825140 (Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors; Vol. 2019-July).
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
