Efficient Sparse Matrix Kernels based on Adaptive Workload-Balancing and Parallel-Reduction

Guyue Huang, Guohao Dai, Yu Wang +2

Sparse matrix-vector and matrix-matrix multiplication (SpMV and SpMM) are fundamental in both conventional (graph analytics, scientific computing) and emerging (sparse DNN, GNN) do…