ZH Meituan 美团·Practitioner post·

Small language model serving for search and recommendation

搜推场景小语言模型在线推理工程实践

English summary

Production SLM serving under 20 ms mean / 70 ms P99 (80 ms SLA): prefill-only MFU 67%, about 10x SGLang throughput; selective FP8 +24%, shared-prefix attention +20%; peak throughput is not SLA capacity (more concurrency gave a few % QPS for +30% latency).

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Chinese·Web page·opens tech.meituan.com

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