Home > AI Solutions > Artificial Intelligence > White Papers > White Paper - Virtualizing GPUs for AI with VMware and NVIDIA Based on Dell Infrastructure > Summary
Based on the architecture described in this white paper, the Dell Integrated Solutions team used the Dell Technologies HPC & AI Innovation Lab to conduct validation and performance studies of virtualized GPUs on VMware vSphere.
We also characterized the performance of MIGs using both ResNet model training and inference. The results also showed increased GPU utilization when using GPU partitions for workloads, such as inference, that does not require an entire GPU.
For more information about the performance studies, see the Virtualizing GPUs for AI with VMware and NVIDIA design guide.