Modeling Utilization to Identify Shared-Memory Atomic Bottlenecks

Rongcui Dong, Sreepathi Pai

Performance analysis is critical for GPU programs with data-dependent behavior, but models like Roofline are not very useful for them and interpreting raw performance counters is t…