How to use multiple GPUs for calculation?

When I use cpu for calculation, the time cost is so high.
So I want to use multiple gpus for calculation.
But compared with cpu, even with the same 'maxsample' setting,  the memory cost of gpus increases dramatically and easily  comes to ' CUDA: out of memory'.
Is it possible to speed up the calculation with GPUs?
