Presentation | 2020-09-11 FPGAに組み込まれたHBMの効率的な利用とその考察 Kazuki Furukawa, Tomoya Yokono, Yoshiki Yamaguchi, Kohji Yoshikawa, Norihisa Fujita, Ryohei Kobayashi, Taisuke Boku, Masayuki Umemura, |
---|---|
PDF Download Page | ![]() |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Due to the advantages of multiple FPGAs as accelerators for High Performance Computing, AiS is receiving increased attention as a system. AiS has application-specific system in the low-latency communication-enhanced interconnect between each FPGA, and which suggests improvement of the performance. In Center for Computational Sciences in University of Tsukuba, ARGOT (Accelerated Radiative transfer on Grids using Oct-Tree) is developed as simulation code for cosmic radiative transfer. This application are investigating to apply to the AiS for the sake of increase performance of the simulation. The suggestion of this study is FPGA-based acceleration for ART(Authentic Radiation Transfer) scheme in the ARGOT. FPGAs will solve a control for the random-like access caused by what ART uses the three-dimensional mesh grids. However, it is difficult to store a huge amount of mesh data generated when the calculation is done only to On-chip Memory in FPGAs, which was a cause of performance degradation. To improve the performance, this paper suggests the implementation of the ART scheme with HBM (High Bandwidth Memory). At first, the discussion about memory access performance for HBM and Xilinx HBM subsystem on Xilinx Alveo U280. Subsequently, intending to utilize On-chip RAM (BRAM・URAM) as SPM (Scratchpad Memory) when reading mesh data from HBM, we discuss the access rate to SPM where the memory access is not a bottleneck and the suggestion for decreasing the number of accesses to Off-chip memory. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | FPGA / HBM / HPC / Cosmic Radiative Transfer Simulation / ART / ARGOT |
Paper # | RECONF2020-24 |
Date of Issue | 2020-09-03 (RECONF) |
Conference Information | |
Committee | RECONF |
---|---|
Conference Date | 2020/9/10(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Reconfigurable system, etc. |
Chair | Yuichiro Shibata(Nagasaki Univ.) |
Vice Chair | Kentaro Sano(RIKEN) / Yoshiki Yamaguchi(Tsukuba Univ.) |
Secretary | Kentaro Sano(e-trees.Japan) / Yoshiki Yamaguchi(NEC) |
Assistant | Hiroki Nakahara(Tokyo Inst. of Tech.) / Yukitaka Takemura(INTEL) |
Paper Information | |
Registration To | Technical Committee on Reconfigurable Systems |
---|---|
Language | JPN-ONLY |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | |
Sub Title (in English) | |
Keyword(1) | FPGA |
Keyword(2) | HBM |
Keyword(3) | HPC |
Keyword(4) | Cosmic Radiative Transfer Simulation |
Keyword(5) | ART |
Keyword(6) | ARGOT |
1st Author's Name | Kazuki Furukawa |
1st Author's Affiliation | University of Tsukuba(Univ of Tsukuba) |
2nd Author's Name | Tomoya Yokono |
2nd Author's Affiliation | University of Tsukuba(Univ of Tsukuba) |
3rd Author's Name | Yoshiki Yamaguchi |
3rd Author's Affiliation | University of Tsukuba(Univ of Tsukuba) |
4th Author's Name | Kohji Yoshikawa |
4th Author's Affiliation | University of Tsukuba(Univ of Tsukuba) |
5th Author's Name | Norihisa Fujita |
5th Author's Affiliation | University of Tsukuba(Univ of Tsukuba) |
6th Author's Name | Ryohei Kobayashi |
6th Author's Affiliation | University of Tsukuba(Univ of Tsukuba) |
7th Author's Name | Taisuke Boku |
7th Author's Affiliation | University of Tsukuba(Univ of Tsukuba) |
8th Author's Name | Masayuki Umemura |
8th Author's Affiliation | University of Tsukuba(Univ of Tsukuba) |
Date | 2020-09-11 |
Paper # | RECONF2020-24 |
Volume (vol) | vol.120 |
Number (no) | RECONF-168 |
Page | pp.pp.30-35(RECONF), |
#Pages | 6 |
Date of Issue | 2020-09-03 (RECONF) |