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Inference & ServingMedium· Latency· TTFT· Decode Bottlenecks· Prefill Bottlenecks
Where would you look first if users were reporting high...
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See plansThe first step in diagnosing high latency is to determine whether the issue is with Time to First Token (TTFT) or per-token latency. High TTFT suggests a prefill bottleneck, which may be caused by prompts that are too long, batch sizes that are too large, or insufficient compute provisioning. Conversely, high per-token latency points to a decode bottleneck, often caused by KV cache pressure, memory bandwidth saturation, or batch sizes that exceed the capacity of the memory hierarchy.