Literature DB >> 33817702

HBM Connect: High-Performance HLS Interconnect for FPGA HBM.

Young-Kyu Choi1, Yuze Chi1, Weikang Qiao1, Nikola Samardzic1, Jason Cong1.   

Abstract

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.

Entities:  

Keywords:  High Bandwidth Memory; field-programmable gate array; high-level synthesis; on-chip network; performance optimization

Year:  2021        PMID: 33817702      PMCID: PMC8019327          DOI: 10.1145/3431920.3439301

Source DB:  PubMed          Journal:  FPGA


  1 in total

1.  Accelerating SSSP for Power-Law Graphs.

Authors:  Yuze Chi; Licheng Guo; Jason Cong
Journal:  FPGA       Date:  2022-02-11
  1 in total

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