GPUs on an Azure virtual machine are likely to be very simple and most likely will not be located close to the processing power needed for intensive graphics processing. As far as I know, MS does not publish graphics hardware details behind its virtual machines (if they use them at all?).
This raises the question of running WPF on the Azure cloud service, which might be useful.
Can Azure run WPF?
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