GNNOne: A Unified System Optimizations for GNN Kernels
Graph Neural Networks (GNN) involve two basic sparse kernels, SDDMM and SpMM, on
which all GNN models could be built. Prior works have explored piecemeal solutions by …
which all GNN models could be built. Prior works have explored piecemeal solutions by …
GNNBENCH: Fair and Productive Benchmarking for Single-GPU GNN System
We hypothesize that the absence of a standardized benchmark has allowed several
fundamental pitfalls in GNN System design and evaluation that the community has …
fundamental pitfalls in GNN System design and evaluation that the community has …