An efficient gustavson-based sparse matrix-matrix multiplication accelerator on embedded FPGAs

• Main Authors: Li, Shiqing, Huai, Shuo, Liu, Weichen
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Engineering::Computer science and engineering::Hardware; SpMM; FPGA; Gustavson; Dataflow
• Online Access: https://hdl.handle.net/10356/169151
• Institution: Nanyang Technological University

Sparse-matrix sparse-matrix multiplication (SpMM) is an important kernel in multiple areas, e.g., data analytics and machine learning. Due to the low on-chip memory requirement, the consistent data format, and the simplified control logic, the Gustavson’s algorithm is a promising backbone algorithm...