Nvidia Triton

Queue Time Dominates Request Latency

performance

When queue time significantly exceeds compute time, requests spend most of their lifecycle waiting for model instances rather than executing. This indicates insufficient concurrency, poor dynamic batching configuration, or capacity exhaustion. Queue time is a direct indicator of unmet demand for model execution resources.

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