Optimizing GPU Resource Planning with NVIDIA Dynamo

Automated excerpt

NVIDIA Dynamo's SLA Planner automates GPU resource management through SLA-driven profiling and intelligent autoscaling, analyzing performance requirements (time-to-first-token, inter-token latency), profiling workload characteristics, and dynamically adjusting GPU worker replicas to meet latency targets while minimizing resource consumption. Grafana visualizes planner decisions, worker counts, GPU usage, observed metrics versus predicted metrics, and correction factors. 1. Label each GPU node with the Dynamo GPU label.

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