Moving neighbor sampling and FP16 quantization to a BlueField-2 SmartNIC reduces transferred data and delivers measured GNN training speedups on three datasets.
Inductive representation learning on large graphs,
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LGNNIC: Acceleration of Large-Scale GNN Training using SmartNICs
Moving neighbor sampling and FP16 quantization to a BlueField-2 SmartNIC reduces transferred data and delivers measured GNN training speedups on three datasets.