Do not Vertical Scale a GPU Instance

The artificial intelligence, machine learning, and generative AI application's growth have swelled the demand for high-performance GPU workloads. To fulfill these needs, cloud services have introduced a broad range of instances to fulfill diverse needs. For many vertical scaling has been an quick fix to increase computational power by replacing a smaller instance with a more powerful one. However, this methodology might be less effective, or even pointless for GPU-intensive workloads.

Understanding GPU Workloads

GPUs are designed for high-speed mathematical …

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