High latency can come from compute saturation, VRAM pressure, queueing or model-loading behavior.
OBSERVABILITYAI SRE
GPU Observability
GPU observability tracks compute, memory, thermal and serving-level utilization to explain inference behavior.
SM utilization is moderate but VRAM is full and KV cache allocation fails, explaining the concurrency drop.
Do dashboards separate compute pressure from memory pressure?
REMEMBERGPU utilization alone is not enough.
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