Bandwidth Measurement

Key Insight

Measuring the achieved memory bandwidth of a simple copy kernel exposes the gap between theoretical hardware specifications and real-world performance. In practice, factors like cache hit rates, memory access patterns, and overhead from the control loop limit how fast data can flow to the GPU cores. Benchmarking this baseline is crucial for diagnosing memory-bound bottlenecks in more complex neural network operations.