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minikube

minikube deploys MLOps stack on top of minikube cluster on your machine. Please ensure that docker is installed and running on your machine, along with the latest version of minikube.

Complete

name: local-minikube-k8s
provider:
  name: local
deployment:
  type: minikube
stack:
  - data_versioning:
      name: lakefs
  - experiment_tracking:
      name: mlflow
  - orchestrator:
      name: prefect
  - vector_database:
      name: milvus
name: local-minikube-k8s
provider:
  name: local
deployment:
  type: minikube
  config:
    kubernetes:
      nodes: 3
stack:
  - data_versioning:
      name: lakefs
  - experiment_tracking:
      name: mlflow
  - orchestrator:
      name: prefect
  - vector_database:
      name: milvus
  • Once the stacks have been deployed, there is one last step that allows the deployed stacks to be accessed on your local machine. You need to open a new terminal window and find the minikube profile that you're using minikube profile list and run minikube tunnel --profile='<minikube-profile>' to allow the services to be accessible on the local instance.