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Amazon SageMaker HyperPod now supports deep health checks for Slurm clusters with continuous provisioning

calendar_today July 9, 2026 person aws@amazon.com domain amazon-q

Amazon SageMaker HyperPod now supports deep health checks for Slurm-orchestrated clusters created with continuous provisioning, enabling you to proactively verify GPU accelerator health on running instances at any time. Continuous provisioning lets you start training quickly and scale instance groups asynchronously without all-or-nothing failures, and you can now pair that flexibility with comprehensive hardware validation as instances come online. This capability addresses a critical challenge where even a single unhealthy node can waste hours of compute time and delay critical workloads.

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