Presentation | 2011-05-13 Evaluation of Scalable Streaming Array for High-Performance Stencil Computation with Low Memory Bandwidth Kentaro SANO, Yoshiaki HATSUDA, Yoshiaki KONO, Satoru YAMAMOTO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Stencil computation is one of the important kernels in scientific computations, however, the sustained performance is limited by memory bandwidth on multi-core processors and GPGPUs due to its small operational-intensity. In this paper, we propose a scalable streaming-array (SSA), which allows multiple FPGAs to achieve linearly-scalable stencil computation by deeply pipelining with a constant external-memory bandwidth. We present a design of SSA and formulate a performance model of the pipelined execution. For 2D Jacobi computations, SSA implemented on nine Stratix III FPGAs with the memory bandwidth of only 2 GB/s achieves 260 GFlop/s, corresponding to 87.4 % of the peak, due to the linear speedup obtained for larger than medium-sized computation. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | high-performance computation / stencil computation / scalable streaming-array / FPGA |
Paper # | RECONF2011-14 |
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Conference Information | |
Committee | RECONF |
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Conference Date | 2011/5/5(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Reconfigurable Systems (RECONF) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Evaluation of Scalable Streaming Array for High-Performance Stencil Computation with Low Memory Bandwidth |
Sub Title (in English) | |
Keyword(1) | high-performance computation |
Keyword(2) | stencil computation |
Keyword(3) | scalable streaming-array |
Keyword(4) | FPGA |
1st Author's Name | Kentaro SANO |
1st Author's Affiliation | Graduate School of Information Sciences, Tohoku University() |
2nd Author's Name | Yoshiaki HATSUDA |
2nd Author's Affiliation | Kobo Co. Ltd |
3rd Author's Name | Yoshiaki KONO |
3rd Author's Affiliation | Graduate School of Information Sciences, Tohoku University |
4th Author's Name | Satoru YAMAMOTO |
4th Author's Affiliation | Graduate School of Information Sciences, Tohoku University |
Date | 2011-05-13 |
Paper # | RECONF2011-14 |
Volume (vol) | vol.111 |
Number (no) | 31 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |