Latency hiding is the key for high throughput GPU applications. Make sure the GPU never waits for CPU and vice versa. Keep transfers to/from GPU flowing constan

Latency hiding is the key for high throughput GPU applications. Make sure the GPU never waits for CPU and vice versa. Keep transfers to/from GPU flowing constantly and a queue of jobs scheduled. Each job should preferably be several megabytes in size. Memory bandwidth is the bottleneck for most practical tasks. Bandwidths you should know: CPU 50 GB/s, GPU 300 GB/s, PCI-e DMA 16 (v. 3.x) or 32 (v. 4.x) GB/s.