GCP

The GCP Modular recipe is available in the mlstacks repository and you can view the raw Terraform files here.

A full list of supported components and flavors can be found in the Supported Components and Flavors section, as can a list of components that are coming soon.

Important Notes for GCP Deployments

All GCP deployments require the inclusion of a GCP Project ID in the metadata's config for each component. This is because GCP resources are tied to a project and cannot be created without one.

Supported components and flavors

Component
Flavor(s)

Artifact Store

gcp

Container Registry

gcp

Experiment Tracker

mlflow

Orchestrator

kubeflow, kubernetes, skypilot, tekton, vertex

MLOps Platform

zenml

Model Deployer

seldon

Step Operator

vertex

Coming Soon!

  • Airflow Orchestrator on GCP

  • Feast Feature Store on GCP

  • Label Studio Annotator on GCP

  • Model Registry components on GCP

  • Image Builder components on GCP

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