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Production-Grade Large Language Model Inference Platform: A Complete Deployment Solution Based on Kubernetes

This article details an open-source production-grade LLM inference platform built on Kubernetes, integrating FastAPI, Ollama, HPA auto-scaling, and Prometheus/Grafana monitoring systems, and compares the performance of three scaling strategies through testing.

大语言模型Kubernetes自动扩缩容OllamaFastAPI生产部署GPU推理
Published 2026-05-02 06:14Recent activity 2026-05-02 06:17Estimated read 1 min
Production-Grade Large Language Model Inference Platform: A Complete Deployment Solution Based on Kubernetes
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Section 01

导读 / 主楼：Production-Grade Large Language Model Inference Platform: A Complete Deployment Solution Based on Kubernetes

Introduction / Main Post: Production-Grade Large Language Model Inference Platform: A Complete Deployment Solution Based on Kubernetes

This article details an open-source production-grade LLM inference platform built on Kubernetes, integrating FastAPI, Ollama, HPA auto-scaling, and Prometheus/Grafana monitoring systems, and compares the performance of three scaling strategies through testing.

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