NVIDIA 用 AIPerf 对大规模 LLM 推理进行基准测试
Benchmarking LLM Inference at Scale with AIPerf
NVIDIA 发布 AIPerf，用于规模化 LLM 推理的基准测试。文章指出用 curl 命令、手写 asyncio 脚本或临时负载生成器测性能都存在同样问题：单进程性能受限、Python GIL 限制并发。
You’re deploying a model on a system. It starts up, prompts are getting responses. Now the hard question: Is this fast? Your instincts might lead you to send...
You’re deploying a model on a system. It starts up, prompts are getting responses. Now the hard question: Is this fast? Your instincts might lead you to send curl commands, hand-roll an asyncio script, or vibe code yet another one-off load generator. All of these paths have the same problem: single-process performance limits, Python’s GIL capping concurrency, or numbers measured against a…
来源：NVIDIA Developer Blog · developer.nvidia.com