├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md └── PULL_REQUEST_TEMPLATE.md ├── .gitignore ├── CHANGELOG.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE.txt ├── NOTICE.txt ├── README.md ├── SECURITY.md ├── deployment ├── build-s3-dist.sh ├── cdk-solution-helper │ ├── README.md │ ├── index.js │ ├── package-lock.json │ └── package.json └── run-unit-tests.sh └── source ├── .coveragerc ├── .gitignore ├── __init__.py ├── architecture-option-1.png ├── architecture-option-2.png ├── conftest.py ├── infrastructure ├── .coveragerc ├── __init__.py ├── app.py ├── cdk.json ├── lib │ ├── __init__.py │ ├── blueprints │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── aspects │ │ │ ├── app_registry_aspect.py │ │ │ ├── aws_sdk_config_aspect.py │ │ │ ├── conditional_resource.py │ │ │ └── protobuf_config_aspect.py │ │ ├── lambdas │ │ │ ├── __init__.py │ │ │ ├── batch_transform │ │ │ │ ├── .coveragerc │ │ │ │ ├── main.py │ │ │ │ ├── requirements-test.txt │ │ │ │ ├── setup.py │ │ │ │ └── tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_batch_transform.py │ │ │ ├── create_baseline_job │ │ │ │ ├── .coveragerc │ │ │ │ ├── baselines_helper.py │ │ │ │ ├── main.py │ │ │ │ ├── requirements-test.txt │ │ │ │ ├── setup.py │ │ │ │ └── tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── fixtures │ │ │ │ │ └── baseline_fixtures.py │ │ │ │ │ └── test_create_data_baseline.py │ │ │ ├── create_model_training_job │ │ │ │ ├── .coveragerc │ │ │ │ ├── __init__.py │ │ │ │ ├── main.py │ │ │ │ ├── model_training_helper.py │ │ │ │ ├── requirements-test.txt │ │ │ │ ├── setup.py │ │ │ │ └── tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── fixtures │ │ │ │ │ └── training_fixtures.py │ │ │ │ │ └── test_create_model_training.py │ │ │ ├── create_sagemaker_autopilot_job │ │ │ │ ├── .coveragerc │ │ │ │ ├── __init__.py │ │ │ │ ├── main.py │ │ │ │ ├── requirements-test.txt │ │ │ │ ├── setup.py │ │ │ │ └── tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── fixtures │ │ │ │ │ └── autopilot_fixtures.py │ │ │ │ │ └── test_create_autopilot_job.py │ │ │ ├── create_update_cf_stackset │ │ │ │ ├── .coveragerc │ │ │ │ ├── main.py │ │ │ │ ├── requirements-test.txt │ │ │ │ ├── setup.py │ │ │ │ ├── stackset_helpers.py │ │ │ │ └── tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── fixtures │ │ │ │ │ └── stackset_fixtures.py │ │ │ │ │ └── test_create_update_cf_stackset.py │ │ │ ├── inference │ │ │ │ ├── .coveragerc │ │ │ │ ├── main.py │ │ │ │ ├── requirements-test.txt │ │ │ │ ├── setup.py │ │ │ │ └── tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_inference.py │ │ │ ├── invoke_lambda_custom_resource │ │ │ │ ├── .coveragerc │ │ │ │ ├── index.py │ │ │ │ ├── requirements-test.txt │ │ │ │ ├── requirements.txt │ │ │ │ ├── setup.py │ │ │ │ └── tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_invoke_lambda.py │ │ │ └── sagemaker_layer │ │ │ │ └── requirements.txt │ │ ├── ml_pipelines │ │ │ ├── __init__.py │ │ │ ├── autopilot_training_pipeline.py │ │ │ ├── byom_batch_pipeline.py │ │ │ ├── byom_custom_algorithm_image_builder.py │ │ │ ├── model_monitor.py │ │ │ ├── model_training_pipeline.py │ │ │ ├── multi_account_codepipeline.py │ │ │ ├── realtime_inference_pipeline.py │ │ │ └── single_account_codepipeline.py │ │ └── pipeline_definitions │ │ │ ├── __init__.py │ │ │ ├── approval_actions.py │ │ │ ├── build_actions.py │ │ │ ├── cdk_context_value.py │ │ │ ├── configure_multi_account.py │ │ │ ├── deploy_actions.py │ │ │ ├── helpers.py │ │ │ ├── iam_policies.py │ │ │ ├── sagemaker_endpoint.py │ │ │ ├── sagemaker_endpoint_config.py │ │ │ ├── sagemaker_model.py │ │ │ ├── sagemaker_model_monitor_construct.py │ │ │ ├── sagemaker_model_registry.py │ │ │ ├── sagemaker_monitor_role.py │ │ │ ├── sagemaker_role.py │ │ │ ├── source_actions.py │ │ │ └── templates_parameters.py │ ├── mlops_orchestrator_stack.py │ └── utils │ │ └── cfnguard_helper.py ├── pytest.ini └── test │ ├── __init__.py │ ├── aspects │ └── test_aspects.py │ ├── context_helper.py │ ├── ml_pipelines │ ├── test_autopilot_training_pipeline.py │ ├── test_byom_batch_pipeline.py │ ├── test_byom_custom_algorithm_image_builder.py │ ├── test_model_monitor.py │ ├── test_model_training_pipeline.py │ ├── test_multi_account_codepipeline.py │ ├── test_realtime_inference_pipeline.py │ └── test_single_account_codepipeline.py │ └── test_mlops_orchestrator_stack.py ├── lambdas ├── custom_resource │ ├── .coveragerc │ ├── __init__.py │ ├── index.py │ ├── requirements-test.txt │ ├── requirements.txt │ ├── setup.py │ └── tests │ │ └── test_custom_resource.py ├── pipeline_orchestration │ ├── .coveragerc │ ├── __init__.py │ ├── index.py │ ├── lambda_helpers.py │ ├── requirements-test.txt │ ├── setup.py │ ├── shared │ │ ├── __init__.py │ │ ├── helper.py │ │ ├── logger.py │ │ └── wrappers.py │ ├── solution_model_card.py │ └── tests │ │ ├── __init__.py │ │ ├── fixtures │ │ └── orchestrator_fixtures.py │ │ ├── test_helper.py │ │ ├── test_logger.py │ │ ├── test_pipeline_orchestration.py │ │ └── 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