William Denniss • 12/21/2023

LLM Model Serving on Autopilot

This technical tutorial explains how to deploy and serve a large language model (LLM) like Falcon-40b on Google Kubernetes Engine (GKE) in Autopilot mode. It details the configuration changes needed for Autopilot's pod-based model, such as using an ephemeral volume, and covers cluster setup, GPU selection (NVIDIA L4), and deployment YAML specifics to run a self-hosted LLM API for business applications.

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#llm #Kubernetes #Gke