Accelerating gustavson-based SpMM on embedded FPGAs with element-wise parallelism and access pattern-aware caches

• المؤلفون الرئيسيون: Li, Shiqing, Liu, Weichen
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2023
• الموضوعات: Engineering::Computer science and engineering; Engineering::Computer science and engineering::Hardware; SpMM; FPGA; Gustavson; Cache
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/167477

The Gustavson’s algorithm (i.e., the row-wise product algorithm) shows its potential as the backbone algorithm for sparse matrix-matrix multiplication (SpMM) on hardware accelerators. However, it still suffers from irregular memory accesses and thus its performance is bounded by the off-chip memory...