├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── app.py ├── cdk.json ├── deployment_cicd_seed ├── .gitignore ├── README.md ├── app.py ├── cdk.json ├── deployment_cicd │ ├── __init__.py │ ├── config │ │ └── inference.yml │ ├── deployment_cicd_stack.py │ ├── endpoint_deployment_stage.py │ ├── sagemaker_endpoint_construct.py │ ├── sagemaker_model_registry_utils.py │ └── sagemaker_service_catalog_roles_construct.py ├── poetry.lock ├── pyproject.toml ├── requirements-dev.txt ├── requirements.txt ├── source.bat └── tests │ ├── __init__.py │ └── unit │ ├── __init__.py │ └── test_model_cicd_seed_stack.py ├── docker_images └── python_function │ └── Dockerfile ├── imgs └── architecture.drawio.png ├── lambdas ├── functions │ ├── create_model_diff │ │ └── lambda.py │ ├── create_webhook │ │ └── lambda.py │ ├── start_state_machine │ │ └── lambda.py │ ├── transfer_model │ │ ├── lambda.py │ │ ├── sklearn │ │ │ ├── inference.py │ │ │ └── requirements.txt │ │ ├── utils.py │ │ └── xgboost │ │ │ ├── inference.py │ │ │ └── requirements.txt │ └── update_model_stage │ │ └── lambda.py └── layers │ ├── mlflow │ └── requirements.txt │ ├── mlflow_webhooks │ ├── poetry.lock │ └── pyproject.toml │ └── sagemaker │ └── requirements.txt ├── mlflow_mlops ├── __init__.py ├── custom_container_construct.py ├── mlflow_dockerfile.py ├── mlflow_mlops_stack.py ├── prepare_sagemaker_layer.py ├── product_stage.py ├── registry_sync_stage.py └── service_catalog_utils.py ├── poetry.lock ├── pyproject.toml ├── requirements-dev.txt ├── requirements.txt ├── source.bat └── tests ├── __init__.py └── unit ├── __init__.py └── test_mlflow_mlops_stack.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/.gitignore -------------------------------------------------------------------------------- /CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/CODE_OF_CONDUCT.md -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/CONTRIBUTING.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/README.md -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/app.py -------------------------------------------------------------------------------- /cdk.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/cdk.json -------------------------------------------------------------------------------- /deployment_cicd_seed/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/.gitignore -------------------------------------------------------------------------------- /deployment_cicd_seed/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/README.md -------------------------------------------------------------------------------- /deployment_cicd_seed/app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/app.py -------------------------------------------------------------------------------- /deployment_cicd_seed/cdk.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/cdk.json -------------------------------------------------------------------------------- /deployment_cicd_seed/deployment_cicd/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /deployment_cicd_seed/deployment_cicd/config/inference.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/deployment_cicd/config/inference.yml -------------------------------------------------------------------------------- /deployment_cicd_seed/deployment_cicd/deployment_cicd_stack.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/deployment_cicd/deployment_cicd_stack.py -------------------------------------------------------------------------------- /deployment_cicd_seed/deployment_cicd/endpoint_deployment_stage.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/deployment_cicd/endpoint_deployment_stage.py -------------------------------------------------------------------------------- /deployment_cicd_seed/deployment_cicd/sagemaker_endpoint_construct.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/deployment_cicd/sagemaker_endpoint_construct.py -------------------------------------------------------------------------------- /deployment_cicd_seed/deployment_cicd/sagemaker_model_registry_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/deployment_cicd/sagemaker_model_registry_utils.py -------------------------------------------------------------------------------- /deployment_cicd_seed/deployment_cicd/sagemaker_service_catalog_roles_construct.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/deployment_cicd/sagemaker_service_catalog_roles_construct.py -------------------------------------------------------------------------------- /deployment_cicd_seed/poetry.lock: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/poetry.lock -------------------------------------------------------------------------------- /deployment_cicd_seed/pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/pyproject.toml -------------------------------------------------------------------------------- /deployment_cicd_seed/requirements-dev.txt: -------------------------------------------------------------------------------- 1 | pytest==6.2.5 2 | -------------------------------------------------------------------------------- /deployment_cicd_seed/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/requirements.txt -------------------------------------------------------------------------------- /deployment_cicd_seed/source.bat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/source.bat -------------------------------------------------------------------------------- /deployment_cicd_seed/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /deployment_cicd_seed/tests/unit/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /deployment_cicd_seed/tests/unit/test_model_cicd_seed_stack.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/deployment_cicd_seed/tests/unit/test_model_cicd_seed_stack.py -------------------------------------------------------------------------------- /docker_images/python_function/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/docker_images/python_function/Dockerfile -------------------------------------------------------------------------------- /imgs/architecture.drawio.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/imgs/architecture.drawio.png -------------------------------------------------------------------------------- /lambdas/functions/create_model_diff/lambda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/functions/create_model_diff/lambda.py -------------------------------------------------------------------------------- /lambdas/functions/create_webhook/lambda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/functions/create_webhook/lambda.py -------------------------------------------------------------------------------- /lambdas/functions/start_state_machine/lambda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/functions/start_state_machine/lambda.py -------------------------------------------------------------------------------- /lambdas/functions/transfer_model/lambda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/functions/transfer_model/lambda.py -------------------------------------------------------------------------------- /lambdas/functions/transfer_model/sklearn/inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/functions/transfer_model/sklearn/inference.py -------------------------------------------------------------------------------- /lambdas/functions/transfer_model/sklearn/requirements.txt: -------------------------------------------------------------------------------- 1 | mlflow-skinny -------------------------------------------------------------------------------- /lambdas/functions/transfer_model/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/functions/transfer_model/utils.py -------------------------------------------------------------------------------- /lambdas/functions/transfer_model/xgboost/inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/functions/transfer_model/xgboost/inference.py -------------------------------------------------------------------------------- /lambdas/functions/transfer_model/xgboost/requirements.txt: -------------------------------------------------------------------------------- 1 | mlflow-skinny -------------------------------------------------------------------------------- /lambdas/functions/update_model_stage/lambda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/functions/update_model_stage/lambda.py -------------------------------------------------------------------------------- /lambdas/layers/mlflow/requirements.txt: -------------------------------------------------------------------------------- 1 | mlflow-skinny 2 | jsonpickle -------------------------------------------------------------------------------- /lambdas/layers/mlflow_webhooks/poetry.lock: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/layers/mlflow_webhooks/poetry.lock -------------------------------------------------------------------------------- /lambdas/layers/mlflow_webhooks/pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/lambdas/layers/mlflow_webhooks/pyproject.toml -------------------------------------------------------------------------------- /lambdas/layers/sagemaker/requirements.txt: -------------------------------------------------------------------------------- 1 | sagemaker 2 | mlflow-skinny 3 | jsonpickle -------------------------------------------------------------------------------- /mlflow_mlops/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /mlflow_mlops/custom_container_construct.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/mlflow_mlops/custom_container_construct.py -------------------------------------------------------------------------------- /mlflow_mlops/mlflow_dockerfile.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/mlflow_mlops/mlflow_dockerfile.py -------------------------------------------------------------------------------- /mlflow_mlops/mlflow_mlops_stack.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/mlflow_mlops/mlflow_mlops_stack.py -------------------------------------------------------------------------------- /mlflow_mlops/prepare_sagemaker_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/mlflow_mlops/prepare_sagemaker_layer.py -------------------------------------------------------------------------------- /mlflow_mlops/product_stage.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/mlflow_mlops/product_stage.py -------------------------------------------------------------------------------- /mlflow_mlops/registry_sync_stage.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/mlflow_mlops/registry_sync_stage.py -------------------------------------------------------------------------------- /mlflow_mlops/service_catalog_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/mlflow_mlops/service_catalog_utils.py -------------------------------------------------------------------------------- /poetry.lock: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/poetry.lock -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/pyproject.toml -------------------------------------------------------------------------------- /requirements-dev.txt: -------------------------------------------------------------------------------- 1 | pytest==6.2.5 2 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/requirements.txt -------------------------------------------------------------------------------- /source.bat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/source.bat -------------------------------------------------------------------------------- /tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/unit/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/unit/test_mlflow_mlops_stack.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aws-samples/amazon-sagemaker-automatic-deploy-mlflow-model/HEAD/tests/unit/test_mlflow_mlops_stack.py --------------------------------------------------------------------------------