Amazon SageMaker HyperPod’s new observability capability allows customers to accelerate generative AI model development by providing comprehensive visibility across compute resources and model development tasks. It takes away the manual work of collecting hundreds of metrics from across the stack, visualizing the correlations between them, and restoring the generative AI model development task performance. HyperPod observability tracks task performance metrics in real-time, alerts customers when any of them deteriorate, and automatically remediates the root cause with customer-defined policies.
SageMaker HyperPod observability transforms how customers monitor and optimize their generative AI model development tasks. Through a unified dashboard pre-configured in Amazon Managed Grafana with the monitoring data automatically published to an Amazon Managed Prometheus workspace, customers can now see generative AI task performance metrics, resource utilization, and cluster health in a single view. This allows teams to quickly spot bottlenecks, prevent costly delays, and optimize compute resources. Customers can define automated alerts, derive use-case specific task metrics, and publish them to the unified dashboard with just a few clicks. By reducing troubleshooting time from days to minutes, this capability helps customers accelerate their path to production and maximize the return on their AI investments.
SageMaker HyperPod observability is available in all AWS Regions where SageMaker HyperPod is supported, except US West (N. California) and Asia Pacific (Melbourne). To learn more and get started, visit the blog, documentation, and SageMaker HyperPod webpage.
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Source: Amazon Web Services
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