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Resilient training - Amazon SageMaker AI
Services or capabilities described in Amazon Web Services documentation might vary by Region. To see the differences applicable to the China Regions, see Getting Started with Amazon Web Services in China (PDF).

Resilient training

HyperPod resiliency runs beneath your Ray workloads. Health checks detect faulty nodes and recover them, host-level detection catches silent stalls, and tiered checkpointing shortens recovery after a failure. These capabilities apply to Ray without changes to your Ray code.

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