Benchmarking LLM Inference at Scale with AIPerf

NVIDIA documents AIPerf, a benchmarking utility for measuring large language model inference performance. The article explains how the tool overcomes single-process limits and Python GIL constraints that affect manual load testing scripts. It provides context for evaluating system throughput and latency without relying on ad hoc, hand-rolled asyncio implementations or simple curl commands for accurate scaling measurements.