├── .editorconfig ├── .github ├── ISSUE_TEMPLATE │ ├── bug-report.md │ ├── config.yml │ ├── documentation-improvement.md │ └── feature-request.md └── workflows │ ├── branch.yaml │ ├── project.yml │ └── stale.yml ├── .gitignore ├── .pre-commit-config.yaml ├── BEST_PRACTICES.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── PRFAQ.md ├── README.md ├── contrib ├── data │ └── sagemaker-pyspark-big-data-example.ipynb ├── interpretation │ ├── SageMaker-Clarify-AlgorithmicBias.ipynb │ ├── img │ │ └── Flowchart.jpg │ └── requirements.txt └── llm │ └── tgi │ └── layers.py ├── docs ├── DATA.md ├── ENVIRONMENT.md ├── INFERENCE.md ├── Makefile ├── PRFAQ.md ├── README.md ├── UTILITIES.md ├── _static │ └── theme_overrides.css ├── conf.py ├── index.rst └── make.bat ├── modules ├── cicd │ ├── README.md │ ├── buildspec-encrypt-model-artifacts.yml │ ├── buildspec.yml │ ├── cicd.yaml │ ├── cicd_roles.yaml │ ├── config │ │ ├── cicd.ini │ │ ├── deploy-us-east-1-prod.json │ │ └── deploy-us-east-1-stage.json │ ├── create_roles.sh │ ├── deploy.sh │ ├── images │ │ ├── bug.png │ │ ├── bug2.png │ │ ├── cicd_architecture.png │ │ ├── cicd_deploy.png │ │ ├── cicd_manual_approval.png │ │ ├── cicd_prod_execution.png │ │ ├── cicd_prod_execution_details.png │ │ ├── cicd_prod_stepfunction.png │ │ ├── codepipeline-screenshot.png │ │ ├── github-conn-access-app-install1.png │ │ ├── github-conn-access-app-install2.png │ │ ├── github-conn-access-app.png │ │ └── github-conn-access.png │ └── scripts │ │ └── ml_pipelines_run_input.py ├── data │ ├── README.md │ ├── config │ │ └── deploy-ap-southeast-1-dev.ini │ ├── custom_steps.py │ ├── data_pipeline_create.py │ ├── data_pipeline_define.py │ ├── data_pipeline_run.py │ ├── deploy.sh │ ├── requirements.txt │ ├── src │ │ └── preprocessing.py │ └── templates │ │ ├── master.yaml │ │ ├── my_data_pipeline.yaml │ │ ├── roles.yaml │ │ └── scheduler.yaml ├── environment │ ├── README.md │ ├── config │ │ └── config.ini │ ├── deploy.sh │ ├── ec2.yaml │ ├── images │ │ └── vpc-without-internet.png │ ├── keys.yaml │ ├── s3.yaml │ ├── sagemaker_nb.yaml │ ├── stacks.yaml │ ├── util │ │ ├── dcv │ │ │ ├── README.md │ │ │ ├── images │ │ │ │ ├── dcv-desktop.png │ │ │ │ └── dcv-running.png │ │ │ └── install-dcv.sh │ │ ├── docker │ │ │ ├── .tmux.conf │ │ │ ├── .vimrc │ │ │ ├── Dockerfile │ │ │ ├── README.md │ │ │ ├── build.sh │ │ │ ├── images │ │ │ │ └── cli.png │ │ │ ├── requirements-cdk.txt │ │ │ ├── requirements.txt │ │ │ └── run.sh │ │ └── screening │ │ │ ├── README.md │ │ │ ├── requirements.txt │ │ │ ├── screen-entrypoint.ipynb │ │ │ ├── screen-manifest.ipynb │ │ │ ├── screen-pyspark-smnb.ipynb │ │ │ ├── screen-train-bt.ipynb │ │ │ ├── smconfig.py │ │ │ └── sourcedir_screen │ │ │ └── screen.py │ └── vpc.yaml ├── monitoring │ ├── README.md │ ├── config │ │ └── deploy-ap-southeast-1-dev.ini │ ├── deploy.sh │ ├── docker │ │ ├── Dockerfile │ │ └── build_and_push.sh │ ├── monitor_pipeline_create.py │ ├── monitor_pipeline_define.py │ ├── monitor_pipeline_run.py │ └── templates │ │ ├── master.yaml │ │ ├── my_monitor_pipeline.yaml │ │ └── roles.yaml └── pipeline │ ├── README.md │ ├── config │ ├── deploy-us-east-1-dev.ini │ └── deploy-us-east-1-prod.ini │ ├── custom_steps.py │ ├── deploy.sh │ ├── images │ └── training-inference.png │ ├── inference_pipeline_create.py │ ├── inference_pipeline_define.py │ ├── inference_pipeline_run.py │ ├── requirements.txt │ ├── templates │ ├── master.yaml │ ├── my_inference_pipeline.yaml │ ├── my_training_pipeline.yaml │ ├── roles.yaml │ └── scheduler.yaml │ ├── training_pipeline_create.py │ ├── training_pipeline_define.py │ └── training_pipeline_run.py ├── notebooks └── example_notebook.ipynb ├── pyproject.toml ├── requirements-dev.txt ├── requirements.txt ├── setup.py ├── src └── mlmax │ ├── __init__.py │ ├── evaluation.py │ ├── inference.py │ ├── monitoring.py │ ├── preprocessing.py │ └── train.py ├── tests ├── README.md ├── conftest.py └── mlmax │ ├── conftest.py │ ├── model.joblib │ ├── opt │ └── ml │ │ ├── model │ │ └── model.joblib │ │ └── processing │ │ ├── evaluation │ │ └── evaluation.json │ │ ├── input │ │ ├── census-income-sample.csv │ │ └── test_features.csv │ │ ├── model │ │ ├── model.joblib │ │ ├── model.tar.gz │ │ └── proc_model.tar.gz │ │ ├── test │ │ ├── test_features.csv │ │ └── test_labels.csv │ │ └── train │ │ ├── train_features.csv │ │ └── train_labels.csv │ ├── test_evaluation.py │ ├── test_inference.py │ ├── test_local_deployments.py │ ├── test_monitoring.py │ ├── test_preprocessing.py │ └── test_train.py └── tox.ini /.editorconfig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.editorconfig -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/bug-report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.github/ISSUE_TEMPLATE/bug-report.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/config.yml: -------------------------------------------------------------------------------- 1 | blank_issues_enabled: false 2 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/documentation-improvement.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.github/ISSUE_TEMPLATE/documentation-improvement.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature-request.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.github/ISSUE_TEMPLATE/feature-request.md -------------------------------------------------------------------------------- /.github/workflows/branch.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.github/workflows/branch.yaml -------------------------------------------------------------------------------- /.github/workflows/project.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.github/workflows/project.yml -------------------------------------------------------------------------------- /.github/workflows/stale.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.github/workflows/stale.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.gitignore -------------------------------------------------------------------------------- /.pre-commit-config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/.pre-commit-config.yaml -------------------------------------------------------------------------------- /BEST_PRACTICES.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/BEST_PRACTICES.md -------------------------------------------------------------------------------- /CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/CODE_OF_CONDUCT.md -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/CONTRIBUTING.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/LICENSE -------------------------------------------------------------------------------- /NOTICE: -------------------------------------------------------------------------------- 1 | MLMax 2 | Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. 3 | -------------------------------------------------------------------------------- /PRFAQ.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/PRFAQ.md -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/README.md -------------------------------------------------------------------------------- /contrib/data/sagemaker-pyspark-big-data-example.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/contrib/data/sagemaker-pyspark-big-data-example.ipynb -------------------------------------------------------------------------------- /contrib/interpretation/SageMaker-Clarify-AlgorithmicBias.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/contrib/interpretation/SageMaker-Clarify-AlgorithmicBias.ipynb -------------------------------------------------------------------------------- /contrib/interpretation/img/Flowchart.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/contrib/interpretation/img/Flowchart.jpg -------------------------------------------------------------------------------- /contrib/interpretation/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/contrib/interpretation/requirements.txt -------------------------------------------------------------------------------- /contrib/llm/tgi/layers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/contrib/llm/tgi/layers.py -------------------------------------------------------------------------------- /docs/DATA.md: -------------------------------------------------------------------------------- 1 | ../modules/data/README.md -------------------------------------------------------------------------------- /docs/ENVIRONMENT.md: -------------------------------------------------------------------------------- 1 | ../modules/environment/README.md -------------------------------------------------------------------------------- /docs/INFERENCE.md: -------------------------------------------------------------------------------- 1 | ../modules/pipeline/README.md -------------------------------------------------------------------------------- /docs/Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/docs/Makefile -------------------------------------------------------------------------------- /docs/PRFAQ.md: -------------------------------------------------------------------------------- 1 | ../PRFAQ.md -------------------------------------------------------------------------------- /docs/README.md: -------------------------------------------------------------------------------- 1 | ../README.md -------------------------------------------------------------------------------- /docs/UTILITIES.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/docs/UTILITIES.md -------------------------------------------------------------------------------- /docs/_static/theme_overrides.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/docs/_static/theme_overrides.css -------------------------------------------------------------------------------- /docs/conf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/docs/conf.py -------------------------------------------------------------------------------- /docs/index.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/docs/index.rst -------------------------------------------------------------------------------- /docs/make.bat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/docs/make.bat -------------------------------------------------------------------------------- /modules/cicd/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/README.md -------------------------------------------------------------------------------- /modules/cicd/buildspec-encrypt-model-artifacts.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/buildspec-encrypt-model-artifacts.yml -------------------------------------------------------------------------------- /modules/cicd/buildspec.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/buildspec.yml -------------------------------------------------------------------------------- /modules/cicd/cicd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/cicd.yaml -------------------------------------------------------------------------------- /modules/cicd/cicd_roles.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/cicd_roles.yaml -------------------------------------------------------------------------------- /modules/cicd/config/cicd.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/config/cicd.ini -------------------------------------------------------------------------------- /modules/cicd/config/deploy-us-east-1-prod.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/config/deploy-us-east-1-prod.json -------------------------------------------------------------------------------- /modules/cicd/config/deploy-us-east-1-stage.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/config/deploy-us-east-1-stage.json -------------------------------------------------------------------------------- /modules/cicd/create_roles.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/create_roles.sh -------------------------------------------------------------------------------- /modules/cicd/deploy.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/deploy.sh -------------------------------------------------------------------------------- /modules/cicd/images/bug.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/bug.png -------------------------------------------------------------------------------- /modules/cicd/images/bug2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/bug2.png -------------------------------------------------------------------------------- /modules/cicd/images/cicd_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/cicd_architecture.png -------------------------------------------------------------------------------- /modules/cicd/images/cicd_deploy.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/cicd_deploy.png -------------------------------------------------------------------------------- /modules/cicd/images/cicd_manual_approval.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/cicd_manual_approval.png -------------------------------------------------------------------------------- /modules/cicd/images/cicd_prod_execution.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/cicd_prod_execution.png -------------------------------------------------------------------------------- /modules/cicd/images/cicd_prod_execution_details.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/cicd_prod_execution_details.png -------------------------------------------------------------------------------- /modules/cicd/images/cicd_prod_stepfunction.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/cicd_prod_stepfunction.png -------------------------------------------------------------------------------- /modules/cicd/images/codepipeline-screenshot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/codepipeline-screenshot.png -------------------------------------------------------------------------------- /modules/cicd/images/github-conn-access-app-install1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/github-conn-access-app-install1.png -------------------------------------------------------------------------------- /modules/cicd/images/github-conn-access-app-install2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/github-conn-access-app-install2.png -------------------------------------------------------------------------------- /modules/cicd/images/github-conn-access-app.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/github-conn-access-app.png -------------------------------------------------------------------------------- /modules/cicd/images/github-conn-access.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/images/github-conn-access.png -------------------------------------------------------------------------------- /modules/cicd/scripts/ml_pipelines_run_input.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/cicd/scripts/ml_pipelines_run_input.py -------------------------------------------------------------------------------- /modules/data/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/README.md -------------------------------------------------------------------------------- /modules/data/config/deploy-ap-southeast-1-dev.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/config/deploy-ap-southeast-1-dev.ini -------------------------------------------------------------------------------- /modules/data/custom_steps.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/custom_steps.py -------------------------------------------------------------------------------- /modules/data/data_pipeline_create.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/data_pipeline_create.py -------------------------------------------------------------------------------- /modules/data/data_pipeline_define.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/data_pipeline_define.py -------------------------------------------------------------------------------- /modules/data/data_pipeline_run.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/data_pipeline_run.py -------------------------------------------------------------------------------- /modules/data/deploy.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/deploy.sh -------------------------------------------------------------------------------- /modules/data/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/requirements.txt -------------------------------------------------------------------------------- /modules/data/src/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/src/preprocessing.py -------------------------------------------------------------------------------- /modules/data/templates/master.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/templates/master.yaml -------------------------------------------------------------------------------- /modules/data/templates/my_data_pipeline.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/templates/my_data_pipeline.yaml -------------------------------------------------------------------------------- /modules/data/templates/roles.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/templates/roles.yaml -------------------------------------------------------------------------------- /modules/data/templates/scheduler.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/data/templates/scheduler.yaml -------------------------------------------------------------------------------- /modules/environment/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/README.md -------------------------------------------------------------------------------- /modules/environment/config/config.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/config/config.ini -------------------------------------------------------------------------------- /modules/environment/deploy.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/deploy.sh -------------------------------------------------------------------------------- /modules/environment/ec2.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/ec2.yaml -------------------------------------------------------------------------------- /modules/environment/images/vpc-without-internet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/images/vpc-without-internet.png -------------------------------------------------------------------------------- /modules/environment/keys.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/keys.yaml -------------------------------------------------------------------------------- /modules/environment/s3.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/s3.yaml -------------------------------------------------------------------------------- /modules/environment/sagemaker_nb.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/sagemaker_nb.yaml -------------------------------------------------------------------------------- /modules/environment/stacks.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/stacks.yaml -------------------------------------------------------------------------------- /modules/environment/util/dcv/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/dcv/README.md -------------------------------------------------------------------------------- /modules/environment/util/dcv/images/dcv-desktop.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/dcv/images/dcv-desktop.png -------------------------------------------------------------------------------- /modules/environment/util/dcv/images/dcv-running.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/dcv/images/dcv-running.png -------------------------------------------------------------------------------- /modules/environment/util/dcv/install-dcv.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/dcv/install-dcv.sh -------------------------------------------------------------------------------- /modules/environment/util/docker/.tmux.conf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/.tmux.conf -------------------------------------------------------------------------------- /modules/environment/util/docker/.vimrc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/.vimrc -------------------------------------------------------------------------------- /modules/environment/util/docker/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/Dockerfile -------------------------------------------------------------------------------- /modules/environment/util/docker/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/README.md -------------------------------------------------------------------------------- /modules/environment/util/docker/build.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/build.sh -------------------------------------------------------------------------------- /modules/environment/util/docker/images/cli.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/images/cli.png -------------------------------------------------------------------------------- /modules/environment/util/docker/requirements-cdk.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/requirements-cdk.txt -------------------------------------------------------------------------------- /modules/environment/util/docker/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/requirements.txt -------------------------------------------------------------------------------- /modules/environment/util/docker/run.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/docker/run.sh -------------------------------------------------------------------------------- /modules/environment/util/screening/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/screening/README.md -------------------------------------------------------------------------------- /modules/environment/util/screening/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/screening/requirements.txt -------------------------------------------------------------------------------- /modules/environment/util/screening/screen-entrypoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/screening/screen-entrypoint.ipynb -------------------------------------------------------------------------------- /modules/environment/util/screening/screen-manifest.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/screening/screen-manifest.ipynb -------------------------------------------------------------------------------- /modules/environment/util/screening/screen-pyspark-smnb.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/screening/screen-pyspark-smnb.ipynb -------------------------------------------------------------------------------- /modules/environment/util/screening/screen-train-bt.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/screening/screen-train-bt.ipynb -------------------------------------------------------------------------------- /modules/environment/util/screening/smconfig.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/screening/smconfig.py -------------------------------------------------------------------------------- /modules/environment/util/screening/sourcedir_screen/screen.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/util/screening/sourcedir_screen/screen.py -------------------------------------------------------------------------------- /modules/environment/vpc.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/environment/vpc.yaml -------------------------------------------------------------------------------- /modules/monitoring/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/README.md -------------------------------------------------------------------------------- /modules/monitoring/config/deploy-ap-southeast-1-dev.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/config/deploy-ap-southeast-1-dev.ini -------------------------------------------------------------------------------- /modules/monitoring/deploy.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/deploy.sh -------------------------------------------------------------------------------- /modules/monitoring/docker/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/docker/Dockerfile -------------------------------------------------------------------------------- /modules/monitoring/docker/build_and_push.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/docker/build_and_push.sh -------------------------------------------------------------------------------- /modules/monitoring/monitor_pipeline_create.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/monitor_pipeline_create.py -------------------------------------------------------------------------------- /modules/monitoring/monitor_pipeline_define.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/monitor_pipeline_define.py -------------------------------------------------------------------------------- /modules/monitoring/monitor_pipeline_run.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/monitor_pipeline_run.py -------------------------------------------------------------------------------- /modules/monitoring/templates/master.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/templates/master.yaml -------------------------------------------------------------------------------- /modules/monitoring/templates/my_monitor_pipeline.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/templates/my_monitor_pipeline.yaml -------------------------------------------------------------------------------- /modules/monitoring/templates/roles.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/monitoring/templates/roles.yaml -------------------------------------------------------------------------------- /modules/pipeline/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/README.md -------------------------------------------------------------------------------- /modules/pipeline/config/deploy-us-east-1-dev.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/config/deploy-us-east-1-dev.ini -------------------------------------------------------------------------------- /modules/pipeline/config/deploy-us-east-1-prod.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/config/deploy-us-east-1-prod.ini -------------------------------------------------------------------------------- /modules/pipeline/custom_steps.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/custom_steps.py -------------------------------------------------------------------------------- /modules/pipeline/deploy.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/deploy.sh -------------------------------------------------------------------------------- /modules/pipeline/images/training-inference.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/images/training-inference.png -------------------------------------------------------------------------------- /modules/pipeline/inference_pipeline_create.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/inference_pipeline_create.py -------------------------------------------------------------------------------- /modules/pipeline/inference_pipeline_define.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/inference_pipeline_define.py -------------------------------------------------------------------------------- /modules/pipeline/inference_pipeline_run.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/inference_pipeline_run.py -------------------------------------------------------------------------------- /modules/pipeline/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/requirements.txt -------------------------------------------------------------------------------- /modules/pipeline/templates/master.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/templates/master.yaml -------------------------------------------------------------------------------- /modules/pipeline/templates/my_inference_pipeline.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/templates/my_inference_pipeline.yaml -------------------------------------------------------------------------------- /modules/pipeline/templates/my_training_pipeline.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/templates/my_training_pipeline.yaml -------------------------------------------------------------------------------- /modules/pipeline/templates/roles.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/templates/roles.yaml -------------------------------------------------------------------------------- /modules/pipeline/templates/scheduler.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/templates/scheduler.yaml -------------------------------------------------------------------------------- /modules/pipeline/training_pipeline_create.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/training_pipeline_create.py -------------------------------------------------------------------------------- /modules/pipeline/training_pipeline_define.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/training_pipeline_define.py -------------------------------------------------------------------------------- /modules/pipeline/training_pipeline_run.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/modules/pipeline/training_pipeline_run.py -------------------------------------------------------------------------------- /notebooks/example_notebook.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/notebooks/example_notebook.ipynb -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/pyproject.toml -------------------------------------------------------------------------------- /requirements-dev.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/requirements-dev.txt -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/requirements.txt -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/setup.py -------------------------------------------------------------------------------- /src/mlmax/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/src/mlmax/__init__.py -------------------------------------------------------------------------------- /src/mlmax/evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/src/mlmax/evaluation.py -------------------------------------------------------------------------------- /src/mlmax/inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/src/mlmax/inference.py -------------------------------------------------------------------------------- /src/mlmax/monitoring.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/src/mlmax/monitoring.py -------------------------------------------------------------------------------- /src/mlmax/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/src/mlmax/preprocessing.py -------------------------------------------------------------------------------- /src/mlmax/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/src/mlmax/train.py -------------------------------------------------------------------------------- /tests/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/README.md -------------------------------------------------------------------------------- /tests/conftest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/conftest.py -------------------------------------------------------------------------------- /tests/mlmax/conftest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/conftest.py -------------------------------------------------------------------------------- /tests/mlmax/model.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/model.joblib -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/model/model.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/model/model.joblib -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/evaluation/evaluation.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/evaluation/evaluation.json -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/input/census-income-sample.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/input/census-income-sample.csv -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/input/test_features.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/input/test_features.csv -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/model/model.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/model/model.joblib -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/model/model.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/model/model.tar.gz -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/model/proc_model.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/model/proc_model.tar.gz -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/test/test_features.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/test/test_features.csv -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/test/test_labels.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/test/test_labels.csv -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/train/train_features.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/train/train_features.csv -------------------------------------------------------------------------------- /tests/mlmax/opt/ml/processing/train/train_labels.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/opt/ml/processing/train/train_labels.csv -------------------------------------------------------------------------------- /tests/mlmax/test_evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/test_evaluation.py -------------------------------------------------------------------------------- /tests/mlmax/test_inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/test_inference.py -------------------------------------------------------------------------------- /tests/mlmax/test_local_deployments.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/test_local_deployments.py -------------------------------------------------------------------------------- /tests/mlmax/test_monitoring.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/test_monitoring.py -------------------------------------------------------------------------------- /tests/mlmax/test_preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/test_preprocessing.py -------------------------------------------------------------------------------- /tests/mlmax/test_train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tests/mlmax/test_train.py -------------------------------------------------------------------------------- /tox.ini: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awslabs/mlmax/HEAD/tox.ini --------------------------------------------------------------------------------