[KongchangAI]
Unverified50% confidenceFactExact time

The duty_cycle metric is semantically equivalent to DCGM_FI_DEV_GPU_UTIL, which is essentially kernel residency and only reports whether a kernel is resident on the device rather than whether it is truly performing computation.

1
Sources
50%
Confidence
Long-term
Relevance
9/3/2026
First Seen

Sources

GKE GPU Monitoring Blind Spots: Misleading Utilization Metrics and Attribution Errors — A Deep Dive

Related Entities

duty_cycleconceptDCGM_FI_DEV_GPU_UTILconcept

Related Claims

UnverifiedDCGM can only provide hardware-level monitoring metrics and cannot perceive upper-level scheduling logic, user identity, or business intent—that is, it cannot associate an idle GPU with the reserver and their needs.52% similar

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