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MLStacks on 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, huggingface
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