21How do you profile and diagnose LLM inference performance (TTFT, inter-token latency, GPU utilization)?▼medium★ EssentialNVIDIAMicrosoftOpenAI1 replies◆ premiumLLM serving has its own metrics, and a single latency number hides the real bottleneck. The signal is separating prefill from decode and treating GPU utilization as a clue, not a verdict. Here is the diagnostic toolkit.Open full answer →
68What is goodput for an LLM service, and why is tokens per second a vanity metric?▼hardOpenAIAnthropicNVIDIA◆ premiumRaw tokens per second is gameable: crank the batch size and the dashboard looks great while every request misses its latency target. Goodput is the throughput that actually meets your SLOs, and it is the number you size and autoscale on.Open full answer →