/cloudsql-jump-start-solution-for-genai

A jump start solution using GKE or Cloud Run with Cloud SQL and VertexAI

Primary LanguageHCLApache License 2.0Apache-2.0

Deploy a production ready GenAI app in less than 30 minutes

Here is a jump start solution of how to build a basic chatbot API that:

  • Leverages GKE or Cloud Run with Cloud SQL, VertexAI, and pgvector
  • Demonstrates connectivity to Cloud SQL using Private Service Connect in a VPC
  • Codifies all infrastructure including using Terraform
  • Uses Python with asyncpg and FastAPI
  • (optional) Supports cross-project setups with Cloud SQL and GKE or Cloud Run in separate projects

This solution is an operationalized version of a previously published colab, Building AI-powered data-driven applications using pgvector, LangChain and LLMs.

Choose your Architecture

This app can be deployed with two different flavors:

  • Cloud Run
  • Google Kubernetes Engine (GKE)

Cloud Run (README)

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To deploy the app using Cloud Run head to the run folder.

GKE (README)

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To deploy the app using GKE head to the gke folder.