├── .flake8 ├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.yaml │ ├── config.yml │ ├── documentation.yaml │ └── feature_request.yaml ├── PULL_REQUEST_TEMPLATE.md ├── actions │ ├── mike-docs │ │ └── action.yaml │ └── setup-python │ │ └── action.yaml ├── dependabot.yml ├── release-changelog.yaml └── workflows │ ├── on_pr.yml │ └── python-publish.yml ├── .gitignore ├── .idea ├── .gitignore ├── inspectionProfiles │ ├── Project_Default.xml │ └── profiles_settings.xml ├── misc.xml ├── modules.xml ├── ultimate-mlops-stacks.iml └── vcs.xml ├── .pre-commit-config.yaml ├── .python-version ├── .terraform-version ├── .vscode └── settings.json ├── CODEOWNERS ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── LICENSE_HEADER.txt ├── README.md ├── RELEASE_NOTES.md ├── SECURITY.md ├── docs ├── CONTRIBUTING.md ├── RELEASE_NOTES.md ├── SECURITY.md ├── _images │ ├── alibaba_icon.svg │ ├── aws_icon.svg │ ├── azure_icon.svg │ ├── dalle-1980s-retro-scifi-futuristic.png │ ├── gcp_icon.svg │ ├── mlinfra-banner-wide.png │ ├── mlinfra-banner.png │ ├── mlinfra-black.png │ ├── mlinfra-minimal-black.png │ ├── mlinfra-minimal-white.png │ ├── mlinfra-white.png │ ├── stack-components-dark.png │ └── stack-components-light.png ├── about_me.md ├── acknowledgements.md ├── code │ ├── aws │ │ ├── cloud_vm.md │ │ └── kubernetes.md │ └── local │ │ ├── kind.md │ │ └── minikube.md ├── examples ├── index.md ├── overrides │ └── partials │ │ └── integrations │ │ └── analytics │ │ └── custom.html ├── roadmap.md └── user_guide │ ├── application_config │ └── index.md │ ├── cloud_config │ └── index.md │ ├── index.md │ └── stack_config │ ├── deployment.md │ ├── index.md │ ├── provider.md │ └── stack.md ├── examples ├── README.rst ├── cloud_vm │ ├── complete │ │ ├── aws-complete-advanced.yaml │ │ └── aws-complete.yaml │ ├── dagster │ │ ├── aws-dagster-advanced.yaml │ │ └── aws-dagster.yaml │ ├── lakefs │ │ ├── aws-lakefs-advanced.yaml │ │ └── aws-lakefs.yaml │ ├── mlflow │ │ ├── aws-mlflow-advanced.yaml │ │ └── aws-mlflow.yaml │ ├── prefect │ │ ├── aws-prefect-advanced.yaml │ │ └── aws-prefect.yaml │ └── wandb │ │ ├── aws-wandb-advanced.yaml │ │ └── aws-wandb.yaml ├── kubernetes │ ├── complete │ │ ├── aws-complete-advanced.yaml │ │ └── aws-complete.yaml │ ├── lakefs │ │ ├── README.rst │ │ ├── aws-lakefs-advanced.yaml │ │ └── aws-lakefs.yaml │ ├── mlflow │ │ ├── README.rst │ │ ├── aws-mlflow-advanced.yaml │ │ └── aws-mlflow.yaml │ └── prefect │ │ ├── README.rst │ │ ├── aws-prefect-advanced.yaml │ │ └── aws-prefect.yaml └── local │ ├── kind-advanced.yaml │ ├── kind.yaml │ ├── minikube-advanced.yaml │ └── minikube.yaml ├── mkdocs.yml ├── mypy.ini ├── pyproject.toml ├── src ├── __init__.py └── mlinfra │ ├── README.md │ ├── __init__.py │ ├── amplitude.py │ ├── cli │ ├── __init__.py │ ├── cli.py │ ├── terraform.py │ └── utilities.py │ ├── enums │ ├── __init__.py │ ├── cloud_provider.py │ └── deployment_type.py │ ├── modules │ ├── __init__.py │ ├── applications │ │ ├── README.md │ │ ├── cloud_vm │ │ │ ├── data_versioning │ │ │ │ └── lakefs │ │ │ │ │ ├── README.md │ │ │ │ │ ├── lakefs_cloud_vm.yaml │ │ │ │ │ └── tf_module │ │ │ │ │ ├── lakefs-dynamodb-config.tpl │ │ │ │ │ ├── lakefs-postgres-config.tpl │ │ │ │ │ ├── main.tf │ │ │ │ │ ├── outputs.tf │ │ │ │ │ ├── remote-cloud-init.tpl │ │ │ │ │ ├── simple-cloud-init.tpl │ │ │ │ │ └── variables.tf │ │ │ ├── experiment_tracking │ │ │ │ ├── mlflow │ │ │ │ │ ├── README.md │ │ │ │ │ ├── mlflow_cloud_vm.yaml │ │ │ │ │ └── tf_module │ │ │ │ │ │ ├── main.tf │ │ │ │ │ │ ├── outputs.tf │ │ │ │ │ │ ├── remote-cloud-init.tpl │ │ │ │ │ │ ├── simple-cloud-init.tpl │ │ │ │ │ │ └── variables.tf │ │ │ │ └── wandb │ │ │ │ │ ├── tf_module │ │ │ │ │ ├── main.tf │ │ │ │ │ ├── outputs.tf │ │ │ │ │ ├── remote-cloud-init.tpl │ │ │ │ │ ├── simple-cloud-init.tpl │ │ │ │ │ └── variables.tf │ │ │ │ │ └── wandb_cloud_vm.yaml │ │ │ └── orchestrator │ │ │ │ ├── dagster │ │ │ │ ├── dagster_cloud_vm.yaml │ │ │ │ └── tf_module │ │ │ │ │ ├── README.md │ │ │ │ │ ├── dagster-config.tpl │ │ │ │ │ ├── main.tf │ │ │ │ │ ├── outputs.tf │ │ │ │ │ ├── simple-cloud-init.tpl │ │ │ │ │ └── variables.tf │ │ │ │ └── prefect │ │ │ │ ├── prefect_cloud_vm.yaml │ │ │ │ └── tf_module │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ ├── remote-cloud-init.tpl │ │ │ │ ├── simple-cloud-init.tpl │ │ │ │ └── variables.tf │ │ ├── kubernetes │ │ │ ├── data_versioning │ │ │ │ └── lakefs │ │ │ │ │ ├── lakefs_kubernetes.yaml │ │ │ │ │ └── tf_module │ │ │ │ │ ├── lakefs-dynamodb-config.tpl │ │ │ │ │ ├── lakefs-postgres-config.tpl │ │ │ │ │ ├── main.tf │ │ │ │ │ ├── values.yaml │ │ │ │ │ └── variables.tf │ │ │ ├── experiment_tracking │ │ │ │ └── mlflow │ │ │ │ │ ├── README.md │ │ │ │ │ ├── mlflow_kubernetes.yaml │ │ │ │ │ └── tf_module │ │ │ │ │ ├── main.tf │ │ │ │ │ ├── values.yaml │ │ │ │ │ └── variables.tf │ │ │ └── orchestrator │ │ │ │ └── prefect │ │ │ │ ├── prefect_kubernetes.yaml │ │ │ │ └── tf_module │ │ │ │ ├── main.tf │ │ │ │ ├── values.yaml │ │ │ │ └── variables.tf │ │ └── local │ │ │ ├── data_versioning │ │ │ └── lakefs │ │ │ │ ├── lakefs.yaml │ │ │ │ └── tf_module │ │ │ │ ├── lakefs-local-config.tpl │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ ├── values.yaml │ │ │ │ └── variables.tf │ │ │ ├── experiment_tracking │ │ │ └── mlflow │ │ │ │ ├── README.md │ │ │ │ ├── mlflow.yaml │ │ │ │ └── tf_module │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ ├── values.yaml │ │ │ │ └── variables.tf │ │ │ ├── orchestrator │ │ │ └── prefect │ │ │ │ ├── prefect.yaml │ │ │ │ └── tf_module │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ ├── values.yaml │ │ │ │ └── variables.tf │ │ │ └── vector_database │ │ │ └── milvus │ │ │ ├── milvus.yaml │ │ │ └── tf_module │ │ │ ├── main.tf │ │ │ ├── outputs.tf │ │ │ ├── values.yaml │ │ │ └── variables.tf │ ├── cloud │ │ └── aws │ │ │ ├── data.tf.json │ │ │ ├── ec2 │ │ │ ├── README.md │ │ │ ├── ec2.tf │ │ │ ├── locals.tf │ │ │ ├── outputs.tf │ │ │ └── variables.tf │ │ │ ├── eks │ │ │ ├── eks.yaml │ │ │ └── tf_module │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ └── variables.tf │ │ │ ├── eks_nodegroup │ │ │ ├── eks_nodegroup.yaml │ │ │ └── tf_module │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ └── variables.tf │ │ │ ├── helm_chart │ │ │ ├── main.tf │ │ │ ├── outputs.tf │ │ │ └── variables.tf │ │ │ ├── provider.tf.json │ │ │ ├── rds │ │ │ ├── README.md │ │ │ ├── outputs.tf │ │ │ ├── rds.tf │ │ │ └── variables.tf │ │ │ ├── s3 │ │ │ ├── README.md │ │ │ ├── outputs.tf │ │ │ ├── s3.tf │ │ │ └── variables.tf │ │ │ ├── secrets_manager │ │ │ ├── README.md │ │ │ ├── outputs.tf │ │ │ ├── secrets_manager.tf │ │ │ └── variables.tf │ │ │ ├── terraform.tf.json │ │ │ ├── terraform_providers │ │ │ ├── helm │ │ │ │ ├── provider.tf.json │ │ │ │ └── terraform.tf.json │ │ │ ├── kubernetes │ │ │ │ ├── provider.tf.json │ │ │ │ └── terraform.tf.json │ │ │ └── random │ │ │ │ ├── provider.tf.json │ │ │ │ └── terraform.tf.json │ │ │ └── vpc │ │ │ ├── README.md │ │ │ ├── locals.tf │ │ │ ├── outputs.tf │ │ │ ├── variables.tf │ │ │ └── vpc.tf │ └── local │ │ ├── helm_chart │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ │ ├── kind │ │ ├── k8s │ │ │ ├── k8s.yaml │ │ │ └── tf_module │ │ │ │ ├── kind_cluster │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ ├── variables.tf │ │ │ │ └── versions.tf │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ ├── variables.tf │ │ │ │ └── versions.tf │ │ ├── provider.tf.json │ │ └── terraform.tf.json │ │ ├── minikube │ │ ├── k8s │ │ │ ├── k8s.yaml │ │ │ └── tf_module │ │ │ │ ├── main.tf │ │ │ │ ├── minikube_cluster │ │ │ │ ├── main.tf │ │ │ │ ├── outputs.tf │ │ │ │ ├── variables.tf │ │ │ │ └── versions.tf │ │ │ │ ├── outputs.tf │ │ │ │ ├── variables.tf │ │ │ │ └── versions.tf │ │ ├── provider.tf.json │ │ └── terraform.tf.json │ │ └── terraform_providers │ │ ├── helm │ │ ├── provider.tf.json │ │ └── terraform.tf.json │ │ ├── http │ │ ├── provider.tf.json │ │ └── terraform.tf.json │ │ ├── kubernetes │ │ ├── provider.tf.json │ │ └── terraform.tf.json │ │ ├── random │ │ ├── provider.tf.json │ │ └── terraform.tf.json │ │ └── time │ │ ├── provider.tf.json │ │ └── terraform.tf.json │ ├── stack_processor │ ├── __init__.py │ ├── deployment_processor │ │ ├── cloud_vm_deployment.py │ │ ├── deployment.py │ │ ├── kind_deployment.py │ │ ├── kubernetes_deployment.py │ │ └── minikube_deployment.py │ ├── provider_processor │ │ ├── aws_provider.py │ │ ├── local_provider.py │ │ └── provider.py │ ├── stack_generator.py │ └── stack_processor │ │ ├── cloud_vm_stack.py │ │ ├── kubernetes_stack.py │ │ ├── local_stack.py │ │ └── stack.py │ ├── terraform │ ├── __init__.py │ ├── state_helper.py │ └── terraform.py │ └── utils │ ├── __init__.py │ ├── constants.py │ └── utils.py ├── tests ├── test_stack_processor │ ├── test_deployment_processor │ │ ├── test_abs_deployment.py │ │ ├── test_cloud_vm_deployment.py │ │ └── test_kubernetes_deployment.py │ ├── test_provider_processor │ │ ├── test_abs_provider.py │ │ └── 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