IEEE

EMBARK: Memory Bounded Architectural Improvement in CSR-CSC Sparse Matrix Multiplication

Abstract: Sparse Matrix Multiplication (SpMM) is a crucial algorithm in modern platforms such as Artificial Intelligence (AI), Graph Neural Network (GNN), Graph Convolutional Network (GCN), and neural ...
GitHub

csr_matrix_utils.hpp

* @param this_offsets CSR row offsets for 'this' matrix * @param this_indices CSR column indices for 'this' matrix * @param this_values CSR values for 'this' matrix ...
GitHub

COO to CSR Sparse Matrix Converter on FPGA

python main.py # modify benchmarklist.csv if necessary. COO and CSR data are stored in coo_data/ and csr_data/, respectively. make sim_start # Run simulation (default: ./sim_coo2csr) Output waveforms ...
IEEE

Vectorization of Narrow Matrix Multiplication for Ascend AI Inference Acceleration

Abstract: This research proposes and evaluates a novel approach to optimizing matrix multiplication (MatMul) on Huawei Ascend NPUs, motivated by a key insight: during matrix-vector multiplication ...