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Amazon realized the benefits of EC2 instances with GPU co-processors for data-intensive applications and in 2016 introduced the P2 instances. Is it beneficial to have the GPUs attached as co-processors, or is it a disadvantage? Is the thread scheduling inside a GPU done by hardware or controlled by the application? Is it beneficial to add more CUDA threads to an application?

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