Have you considered using unified memory in the memory allocation?

[Jin Hai]

 Hi there, 

I found in arrow, there are some GPU memory buffer related code and also use 
malloc for the buffer allocate. Have you considered using the unified memory 
instead of cudamemcpy and default malloc?

Best Regards
Jin Hai