What models of GPU cards do you recommend for hardware acceleration?
NVIDIA GTX 2080Ti / Titan X are highly recommended. If energy consumption is a problem, then choose NVIDIA Tesla. More cost-efficient cards are AMD Radeon R9 series, or AMD FirePro if you need a more energy-efficient solution.
Learn more about GPU and system recommendations.