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.
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.
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 |
- Airflow Orchestrator on GCP
- Feast Feature Store on GCP
- Label Studio Annotator on GCP
- Model Registry components on GCP
- Image Builder components on GCP