At the HPC & AI Innovation Lab, we have deployed and validated the solution described in this design guide. We have deployed the three network architectures, NVIDIA AI Enterprise on the PowerEdge servers listed in the design guide. We also conducted studies to understand how virtualized GPUs perform compared to bare metal GPUs. We also conducted studies to characterize the performance of partitioned GPUs. In this section, we present the results of our performance studies.