Infrastructure & deployment
Benchmarking LLM Inference at Scale with AIPerf
AIPerf aims to measure the server rather than the load generator: multiprocess workers create traffic while separate services process results.
Why it matters: A fixed, reproducible baseline makes comparisons more meaningful, while percentile distributions and variable traffic can expose latency tails hidden by averages. Streaming is required to measure TTFT and ITL.