Amazon SageMaker HyperPod Introduces Managed Auto Scaling with Karpenter for Efficient GPU Compute Scaling

Amazon SageMaker HyperPod now supports managed node automatic scaling with Karpenter, allowing customers to efficiently scale their clusters to meet inference and training demands. The service-managed solution alleviates operational overhead and provides tighter integration with SageMaker HyperPod's resilience capabilities. Karpenter-based auto scaling offers just-in-time provisioning, scale to zero, workload-aware node selection, automatic node consolidation, and integrated resilience. This enables customers to maintain service level agreements (SLAs) and reduce costs.