Monitor and debug generative AI inference with SageMaker detailed metrics and Insights dashboard on CloudWatch
AWS has launched new CloudWatch metrics and dashboards for SageMaker to improve observability for generative AI inference.
The update provides granular metrics for single-model and inference-component endpoints, helping engineers diagnose P99 latency spikes. It specifically targets issues like GPU memory pressure, KV cache saturation, and traffic imbalances across Availability Zones.