Improving GPU Throughput with Scheduling: What You Don't Know About GPUs

GPUs are not inherently optimized for completing tasks in the most efficient manner, and many assume that adding more GPUs is the best way to reduce compute times, but there is a better solution. In this discussion, we will explore new scheduling tactics for boosting GPU throughput beyond known limits, resulting in significant reductions in compute times. We will examine the effects optimized scheduling has from an arithmetic and memory operations perspective for applications across all GPU workloads. We will also review the impact of insufficient scheduling on task completion times, revealing the real bottlenecks holding you back.