Z Xie, G Tan, W Liu, N Sun - … of the ACM International Conference on …, 2019 - dl.acm.org
… sparse accumulation algorithms [13, 18] for the compute part. To some extent, SpGEMM is similar to sparsematrix-vectormultiplication (SpMV) and sparse … by the auto-tuner does not …
… existing works on sparsematrix–vectormultiplication (SpMV, … al. proposed SMAT [28], an inputadaptive SpMV auto-tuner, … , our auto-tuner selects the suitable format for an input matrix …
B Yilmaz, B Aktemur, MJ Garzarán, S Kamin… - ACM Transactions on …, 2016 - dl.acm.org
… specialization of SparseMatrix-VectorMultiplication to predict a … most expensive part of the adaptation in terms of developer effort… For each matrix, the autotuner looks at the performance …
K Hou, W Feng, S Che - 2017 IEEE International Parallel and …, 2017 - ieeexplore.ieee.org
… Abstract—Because sparsematrix-vectormultiplication (SpMV) … the CSR-based sparse matrix-vector (SpMV) multiplication, we … : Since our framework is input matrix adaptive, we need to …
G Tan, J Liu, J Li - ACM Transactions on Mathematical Software (TOMS), 2018 - dl.acm.org
… rely on a core sparsematrixvectormultiplication (SpMV) … This section discusses the main SMATauto-tuner concepts … the automatic inputadaptive library generation tool SMAT for SpMV…
S Chen, J Fang, D Chen, C Xu… - … on Smart City; IEEE 4th …, 2018 - ieeexplore.ieee.org
… Abstract—Sparsematrixvectormultiplication (SpMV) is one of the most common operations in scientific and high… SMAT: an inputadaptiveauto-tuner for sparsematrix-vector …
J Gao, B Liu, W Ji, H Huang - arXiv preprint arXiv:2404.06047, 2024 - arxiv.org
… Abstract—Sparsematrix-vectormultiplication (SpMV) is a … an adaptive multirow folding method referred to as AMF-CSR … foundation for their proposed partition auto-tuner. Others: Li et al. …
S Yesil, A Heidarshenas, A Morrison… - Proceedings of the 28th …, 2023 - dl.acm.org
… with CSR iterates over the matrix rows and calculates the dot product of the row and the input … using pre-processing for the sparsematrix-vectormultiplication. In Supercomputing ’92:…
O Hamdi-Larbi, I Mehrez, T Dufaud - Parallel Processing Letters, 2021 - World Scientific
… aim is to develop an auto-tuner system for the selection of the … method reduced to the sparse matrixvectorproduct (SpMV), some … This approach can be extended by adapting the same …