Choi Young-Kyu, Chi Yuze, Qiao Weikang, Samardzic Nikola, Cong Jason
Computer Science Department, University of California, Los Angeles.
FPGA. 2021 Feb;2021:116-126. doi: 10.1145/3431920.3439301.
With the recent release of High Bandwidth Memory (HBM) based FPGA boards, developers can now exploit unprecedented external memory bandwidth. This allows more memory-bounded applications to benefit from FPGA acceleration. However, fully utilizing the available bandwidth may not be an easy task. If an application requires multiple processing elements to access multiple HBM channels, we observed a significant drop in the effective bandwidth. The existing high-level synthesis (HLS) programming environment had limitation in producing an efficient communication architecture. In order to solve this problem, we propose HBM Connect, a high-performance customized interconnect for FPGA HBM board. Novel HLS-based optimization techniques are introduced to increase the throughput of AXI bus masters and switching elements. We also present a high-performance customized crossbar that may replace the built-in crossbar. The effectiveness of HBM Connect is demonstrated using Xilinx's Alveo U280 HBM board. Based on bucket sort and merge sort case studies, we explore several design spaces and find the design point with the best resource-performance trade-off. The result shows that HBM Connect improves the resource-performance metrics by 6.5X-211X.
随着近期基于高带宽内存(HBM)的FPGA开发板的发布,开发者现在能够利用前所未有的外部内存带宽。这使得更多受内存限制的应用能够从FPGA加速中受益。然而,充分利用可用带宽并非易事。如果一个应用需要多个处理元件访问多个HBM通道,我们观察到有效带宽会显著下降。现有的高级综合(HLS)编程环境在生成高效通信架构方面存在局限性。为了解决这个问题,我们提出了HBM Connect,一种用于FPGA HBM开发板的高性能定制互连。引入了基于新颖HLS的优化技术来提高AXI总线主设备和交换元件的吞吐量。我们还展示了一种可能替代内置交叉开关的高性能定制交叉开关。使用赛灵思的Alveo U280 HBM开发板证明了HBM Connect的有效性。基于桶排序和归并排序案例研究,我们探索了多个设计空间并找到了资源性能权衡最佳的设计点。结果表明,HBM Connect将资源性能指标提高了6.5倍至211倍。