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生产环境中的 LLM 推理路由:从引擎信号到策略

📌 One-Sentence Summary OpenAI 推理工程师 Lu Zhang 与 Qianru Lao 介绍 IRB 如何从反馈环负载均衡器演进为控制面与数据面架构,并通过全局优化器在容量、健康度和缓存约束下分配路由权重,以降低端到端延迟并保持生产稳定性。 📝 Summary Lu Zhang 与 Qianru Lao 介绍 OpenAI 的推理负载均衡器 IRB。它位于 CPU 前端

来源:BestBlogs·AI 高分精选 · www.bestblogs.dev

Routing LLM Inference in Production: From Engine Signals to Policy — Qianru Lao & Lu Zhang, OpenAI

OpenAI inference engineers Lu Zhang and Qianru Lao recount how IRB evolved from a feedback-loop load balancer into a control-plane and data-plane design whose global optimizer assigns routing weights to minimize end-to-end latency under capacity, health, and cache constraints, with penalties, capped retries, and load shedding for production stability.