发生了什么: Benchmarking LLM Inference at Scale with AIPerf

NVIDIA released AIPerf, a multiprocess LLM benchmarking tool replacing GenAI-Perf that prevents client-side bottlenecks during high-concurrency testing.

为何重要: Benchmarking LLM Inference at Scale with AIPerf

Engineers benchmarking LLM inference servers need accurate load testing that won't saturate the client before the server reaches capacity.

注意: Benchmarking LLM Inference at Scale with AIPerf

AIPerf is a ground-up rewrite with different configuration from GenAI-Perf; existing workflows require migration. Streaming mode is required to measure TTFT and ITL accurately.

新闻

Benchmarking LLM Inference at Scale with AIPerf

NVIDIA Developer · 发布于 2026年9月18日 · 阅读约3分钟

30秒读懂

发生了什么: NVIDIA released AIPerf, a multiprocess LLM benchmarking tool replacing GenAI-Perf that prevents client-side bottlenecks during high-concurrency testing.
为何重要: Engineers benchmarking LLM inference servers need accurate load testing that won't saturate the client before the server reaches capacity.
注意: AIPerf is a ground-up rewrite with different configuration from GenAI-Perf; existing workflows require migration. Streaming mode is required to measure TTFT and ITL accurately.

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