A guide for DevOps engineers on orchestrating LLMs availability and scaling using Kubernetes.
Key Sections:
1. **Prerequisites:** GPU Operator setup, Nvidia Container Toolkit.
2. **Serving Options:** KServe vs Ray Serve vs simple Deployment.
3. **Resource Management:** Requests/Limits for GPU, dealing with bin-packing.
4. **Scaling:** HPA based on custom metrics (queue depth).
5. **Example:** Full Helm chart walkthrough for a vLLM service.
**Internal Linking Strategy:** Link to Pillar. Link to ‘Ollama vs vLLM’.
Continue reading
Deploying Local LLMs to Kubernetes: A DevOps Guide
on SitePoint.
