Optimization GPU Profiling and
GPU Profiling and Optimization
Scott Grauer-Gray
Benefits of GPU Programming
"Free" speedup with new architectures
More cores in new architecture Improved features such as L1 and L2 cache Increased shared/local memory space
Benefits of GPU Programming
GPU program performance likely to improve on new architecture w/ no program adjustment
Used to be the case for single-threaded programs on CPUs
No longer true there since they moved to multi-core design
GPU Programs Across Generations
GPU Optimization
New architecture may be a couple years away...
Want performance improvement now! Solution: optimize on current architecture
Even small speedup can be significant
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