Whatnyounsay is not true as a blanket statement: the overhead for transferring data to GPU memory is higher than accessing main memory from the CPU, so dependin

Whatnyounsay is not true as a blanket statement: the overhead for transferring data to GPU memory is higher than accessing main memory from the CPU, so depending on what you do, the data transfer to the GPU might not result in a performance gain at all.