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The host api says it's not compatible with driver api. https://docs.nvidia.com/cuda/curand/host-api-overview.html#host-api-overview . This could be a good reason to swap. To test if it's compatible should first generate some random numbers using cudart, then generate them into a cuda device buffer, and see if they are the same (assuming seed is the same)
should probably use rand and rand_distributions, other option is just create/gen_x/destroy
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