ForeGraph: Exploring Large-scale Graph Processing on Multi-FPGA Architecture

  title={ForeGraph: Exploring Large-scale Graph Processing on Multi-FPGA Architecture},
  author={Guohao Dai and Tianhao Huang and Yuze Chi and Ningyi Xu and Yu Wang and Huazhong Yang},
The performance of large-scale graph processing suffers from challenges including poor locality, lack of scalability, random access pattern, and heavy data conflicts. Some characteristics of FPGA make it a promising solution to accelerate various applications. For example, on-chip block RAMs can provide high throughput for random data access. However, large-scale processing on a single FPGA chip is constrained by limited on-chip memory resources and off-chip bandwidth. Using a multi-FPGA… CONTINUE READING
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