A Few Fit Most: Improving Performance Portability of SGEMM on GPUs using Multi-Versioning

Robert Hochgraf, Sreepathi Pai

Hand-optimizing linear algebra kernels for different GPU devices and applications is complex and labor-intensive. Instead, many developers use automatic performance tuning (autotun…