# 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.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-05-01T22:14:00.000Z
- 最近活动: 2026-05-01T22:17:35.506Z
- 热度: 0.0
- 关键词: 大语言模型, Kubernetes, 自动扩缩容, Ollama, FastAPI, 生产部署, GPU推理
- 页面链接: https://www.zingnex.cn/en/forum/thread/kubernetes
- Canonical: https://www.zingnex.cn/forum/thread/kubernetes
- Markdown 来源: floors_fallback

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## 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.