├── .dockerignore ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── PULL_REQUEST_TEMPLATE.md ├── stale.yaml └── workflows │ ├── docs.yml │ ├── publish_docker.yml │ ├── publish_pip.yml │ └── test.yml ├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── Dockerfile ├── LICENSE ├── Makefile ├── README.md ├── a2ml ├── __init__.py ├── api │ ├── __init__.py │ ├── a2ml.py │ ├── a2ml_credentials.py │ ├── a2ml_dataset.py │ ├── a2ml_experiment.py │ ├── a2ml_model.py │ ├── a2ml_project.py │ ├── auger │ │ ├── __init__.py │ │ ├── a2ml.py │ │ ├── config.py │ │ ├── credentials.py │ │ ├── dataset.py │ │ ├── experiment.py │ │ ├── impl │ │ │ ├── __init__.py │ │ │ ├── cloud │ │ │ │ ├── __init__.py │ │ │ │ ├── actual.py │ │ │ │ ├── auth.py │ │ │ │ ├── base.py │ │ │ │ ├── cluster.py │ │ │ │ ├── cluster_task.py │ │ │ │ ├── dataset.py │ │ │ │ ├── endpoint.py │ │ │ │ ├── endpoint_pipeline.py │ │ │ │ ├── experiment.py │ │ │ │ ├── experiment_session.py │ │ │ │ ├── org.py │ │ │ │ ├── pipeline.py │ │ │ │ ├── pipeline_file.py │ │ │ │ ├── prediction.py │ │ │ │ ├── project.py │ │ │ │ ├── project_file.py │ │ │ │ ├── rest_api.py │ │ │ │ ├── review_alert.py │ │ │ │ ├── review_alert_item.py │ │ │ │ └── trial.py │ │ │ ├── dataset.py │ │ │ ├── decorators.py │ │ │ ├── exceptions.py │ │ │ ├── experiment.py │ │ │ ├── model.py │ │ │ ├── mparts │ │ │ │ ├── __init__.py │ │ │ │ ├── actual.py │ │ │ │ ├── delete_actual.py │ │ │ │ ├── deploy.py │ │ │ │ ├── predict.py │ │ │ │ └── undeploy.py │ │ │ └── project.py │ │ ├── model.py │ │ └── project.py │ ├── azure │ │ ├── __init__.py │ │ ├── a2ml.py │ │ ├── automl_env_mac.yml │ │ ├── credentials.py │ │ ├── dataset.py │ │ ├── exceptions.py │ │ ├── experiment.py │ │ ├── model.py │ │ └── project.py │ ├── base_a2ml.py │ ├── google │ │ ├── __init__.py │ │ └── a2ml.py │ ├── model_review │ │ ├── __init__.py │ │ ├── model_helper.py │ │ ├── model_review.py │ │ ├── probabilistic_counter.py │ │ └── scores │ │ │ ├── __init__.py │ │ │ ├── classification.py │ │ │ └── regression.py │ ├── roi │ │ ├── __init__.py │ │ ├── base_interpreter.py │ │ ├── calculator.py │ │ ├── grammar.bnf │ │ ├── interpreter.py │ │ ├── lexer.py │ │ ├── parser.py │ │ ├── validator.py │ │ └── var_names_fetcher.py │ ├── stats │ │ ├── __init__.py │ │ └── feature_divergence.py │ └── utils │ │ ├── __init__.py │ │ ├── base_credentials.py │ │ ├── config.py │ │ ├── config_yaml.py │ │ ├── context.py │ │ ├── crud_runner.py │ │ ├── dataframe.py │ │ ├── decorators.py │ │ ├── file_uploader.py │ │ ├── formatter.py │ │ ├── fsclient.py │ │ ├── json_utils.py │ │ ├── local_fsclient.py │ │ ├── provider_runner.py │ │ ├── remote_runner.py │ │ ├── s3_fsclient.py │ │ └── show_result.py ├── cmdl │ ├── __init__.py │ ├── cmdl.py │ ├── commands │ │ ├── __init__.py │ │ ├── cmd_auth.py │ │ ├── cmd_dataset.py │ │ ├── cmd_deploy.py │ │ ├── cmd_evaluate.py │ │ ├── cmd_experiment.py │ │ ├── cmd_import.py │ │ ├── cmd_model.py │ │ ├── cmd_new.py │ │ ├── cmd_predict.py │ │ ├── cmd_project.py │ │ ├── cmd_server.py │ │ ├── cmd_train.py │ │ └── cmd_worker.py │ ├── template │ │ ├── __init__.py │ │ ├── auger.yaml │ │ ├── azure.yaml │ │ ├── config.yaml │ │ └── google.yaml │ └── utils │ │ ├── __init__.py │ │ ├── template.py │ │ └── test_task.py ├── server │ ├── README.md │ ├── __init__.py │ ├── config.py │ ├── notification.py │ └── server.py └── tasks_queue │ ├── __init__.py │ ├── celery_app.py │ ├── config.py │ ├── tasks_api.py │ └── tasks_hub_api.py ├── develop.client.env.example ├── develop.env.example ├── docker-compose.task.yml ├── docker-compose.test.yml ├── docker-compose.yml ├── docs ├── Makefile ├── make.bat ├── requirements.txt └── source │ ├── _static │ └── .gitkeep │ ├── _templates │ ├── .gitignore │ └── layout.html │ ├── android-chrome-144x144.png │ ├── android-chrome-192x192.png │ ├── android-chrome-256x256.png │ ├── android-chrome-36x36.png │ ├── android-chrome-384x384.png │ ├── android-chrome-48x48.png │ ├── android-chrome-512x512.png │ ├── android-chrome-72x72.png │ ├── android-chrome-96x96.png │ ├── apple-touch-icon-114x114.png │ ├── apple-touch-icon-120x120.png │ ├── apple-touch-icon-144x144.png │ ├── apple-touch-icon-152x152.png │ ├── apple-touch-icon-167x167.png │ ├── apple-touch-icon-180x180.png │ ├── apple-touch-icon-57x57.png │ ├── apple-touch-icon-60x60.png │ ├── apple-touch-icon-72x72.png │ ├── apple-touch-icon-76x76.png │ ├── apple-touch-icon.png │ ├── browserconfig.xml │ ├── community │ ├── authors.rst │ ├── contributing.rst │ └── philosophy.rst │ ├── conf.py │ ├── dev │ ├── advanced.rst │ ├── api.rst │ ├── authentication.rst │ ├── cli.rst │ ├── configuration.rst │ ├── install.rst │ ├── mlram.rst │ ├── quickstart.rst │ └── roi_language.rst │ ├── favicon-16x16.png │ ├── favicon-194x194.png │ ├── favicon-96x96.png │ ├── favicon.ico │ ├── favicon.png │ ├── index.rst │ ├── intro.rst │ ├── logo.png │ ├── mstile-144x144.png │ ├── mstile-150x150.png │ ├── mstile-310x150.png │ ├── mstile-310x310.png │ ├── mstile-70x70.png │ ├── og-image.png │ ├── safari-pinned-tab.svg │ └── site.webmanifest ├── setup.cfg ├── setup.py └── tests ├── __init__.py ├── _test_azure_a2ml.py ├── _test_azure_auth_cmdl.py ├── _test_google_a2ml.py ├── _test_local.py ├── api ├── roi │ ├── test_calculator.py │ ├── test_interpreter.py │ ├── test_lexer.py │ ├── test_parser.py │ ├── test_validator.py │ └── test_var_names_fetcher.py ├── stats │ └── _test_feature_divergence.py └── utils │ ├── test_dataframe.py │ └── test_s3_fsclient.py ├── auger ├── __init__.py ├── conftest.py ├── impl │ └── cloud │ │ └── test_dataset.py ├── test_configs.py ├── test_dataset.py ├── test_experiment.py ├── test_model.py ├── test_project.py └── utils.py ├── cassettes ├── auger │ ├── dataset │ │ ├── delete_valid.yaml │ │ └── list_valid.yaml │ ├── deploy │ │ └── valid.yaml │ ├── evaluate │ │ └── valid.yaml │ ├── experiment │ │ ├── history_valid.yaml │ │ ├── leaderboard_valid.yaml │ │ └── list_valid.yaml │ ├── import │ │ └── valid.yaml │ ├── new │ │ └── valid.yaml │ ├── predict │ │ ├── invalid_model.yaml │ │ └── valid.yaml │ ├── project │ │ ├── delete_valid.yaml │ │ └── list_valid.yaml │ └── train │ │ └── valid.yaml ├── model_review │ ├── score_actuals_no_target │ │ └── predict.yaml │ └── score_actuals_return_count │ │ └── predict.yaml └── tests │ └── cassettes │ └── model_review │ └── score_actuals_no_target │ └── predict.yaml ├── conftest.py ├── data ├── baseball.csv ├── baseball_predict.csv ├── baseball_predict_predicted.csv ├── iris.csv └── iris_train │ └── auger_experiment.yml ├── fixtures ├── adult.data_test.csv ├── bike_sharing_small.csv ├── cli-integration-test │ ├── auger.yaml │ ├── azure.yaml │ ├── config.yaml │ ├── get_data.template │ ├── google.yaml │ ├── iris.csv │ ├── models │ │ └── model-87C81FE615DE46D.zip │ └── predictions │ │ └── iris_predicted.csv ├── dataset_31_credit-g.arff ├── feather │ └── 2020-07-30_BF43CA09E5404F9_actuals.feather.zstd ├── iris.csv ├── iris_class.csv ├── iris_for_predict.csv ├── iris_predicted.csv ├── local │ └── employees.csv ├── test_build_review_data │ ├── iris │ │ ├── options.json │ │ └── predictions │ │ │ ├── 2020-10-22_2F316B746E554FD_no_features_data.feather.zstd │ │ │ └── 2020-10-22_F856362B6833492_full_data.feather.zstd │ └── iris_class_review_B6FD93C248984BC_review_8E0B1F1D71A44DF.csv ├── test_count_actuals_by_prediction_id │ └── adult │ │ ├── options.json │ │ └── predictions │ │ ├── 2020-08-18_88A9F2904AAB4C0_actuals.feather.zstd │ │ └── 2020-08-19_FEB2EF4FC0C547D_actuals.feather.zstd ├── test_delete_actuals │ └── options.json ├── test_distribution_chart_stats │ ├── adult │ │ ├── model.pkl.gz │ │ ├── options.json │ │ ├── predictions │ │ │ ├── 2020-02-20_549AA373A8FB470_actuals.feather.zstd │ │ │ ├── 2020-02-20_5B0981AC527A460_actuals.feather.zstd │ │ │ └── 2020-02-20_be72a34d-0feb-4b3a-8e87-2caa9efdd57d_results.feather.zstd │ │ └── target_categoricals.json │ ├── bikesharing │ │ ├── bike_sharing_day.csv │ │ ├── bike_sharing_day.csv_review_date_2012-12-10_F935B3B26F1E470.parquet │ │ ├── bike_sharing_day.csv_review_date_2012-12-22_189D9FAA45A14CF.parquet │ │ ├── model.pkl.gz │ │ ├── options.json │ │ └── target_categoricals.json │ ├── callouts │ │ ├── model.pkl.gz │ │ ├── options.json │ │ └── target_categoricals.json │ ├── channels │ │ └── b04782c60b1bc194 │ │ │ └── project_runs │ │ │ └── 2cf2db7ae6eca1e0 │ │ │ ├── evaluation_status.json │ │ │ └── metrics │ │ │ ├── 5754AAD29EC94AA │ │ │ └── metrics.json │ │ │ └── A5B70FA77F32497 │ │ │ ├── metric_names_feature_importance.json │ │ │ └── metrics.json │ ├── iris │ │ ├── options.json │ │ ├── predictions │ │ │ ├── 2020-10-22_638A9CF95B254D0_no_features_data.feather.zstd │ │ │ └── 2020-10-22_F281E06F0CB44CB_full_data.feather.zstd │ │ └── target_categoricals.json │ ├── metric_task_params.json │ └── self_hosted │ │ ├── options.json │ │ ├── predictions │ │ ├── 2020-10-20_F291E06F0CB44CB_full_data.feather.zstd │ │ ├── 2020-10-22_638A9CF95B254D0_no_features_data.feather.zstd │ │ └── 2020-10-22_F281E06F0CB44CB_full_data.feather.zstd │ │ └── target_categoricals.json ├── test_feature_divergence │ ├── channels │ │ └── 112233 │ │ │ └── project_runs │ │ │ └── AABBCCDD │ │ │ ├── metrics │ │ │ └── F6F741544E9A468 │ │ │ │ └── metrics.json │ │ │ └── test_density_model.pkl │ ├── iris.csv │ ├── models │ │ └── F6F741544E9A468 │ │ │ └── predictions │ │ │ ├── 2020-10-07_5DA5093A6EFD4FD_actuals.feather.zstd │ │ │ ├── 2020-10-07_B7BCFB0C73CF4F5_actuals.feather.zstd │ │ │ ├── 2020-10-07_E8248A0EF1684F8_actuals.feather.zstd │ │ │ └── 2020-10-08_7088D231E92042C_actuals.feather.zstd │ └── task_params.json ├── test_folder │ ├── README.md │ ├── client.py │ └── model │ │ └── .ignore ├── test_predict_by_model │ ├── bike │ │ └── options.json │ ├── credit-g │ │ ├── model.pkl.gz │ │ ├── options.json │ │ ├── standard_model │ │ │ ├── data_preprocessed.props.json │ │ │ └── preprocessors.pkl.gz │ │ ├── target_categoricals.json │ │ └── transformations.json │ └── iris │ │ ├── iris_test.csv │ │ ├── model.pkl.gz │ │ ├── options.json │ │ ├── standard_model │ │ └── preprocessors.pkl.gz │ │ └── target_categoricals.json ├── test_score_actuals │ ├── another_result_first │ │ ├── options.json │ │ └── predictions │ │ │ ├── 2020-05-27_25e6b50c-85fa-4493-b3a6-842b5d09ffe2_results.feather.zstd │ │ │ └── 2020-05-27_f01c50dd-09fb-417d-b468-2debd95feb36_results.feather.zstd │ ├── categorical_convert │ │ ├── options.json │ │ ├── predictions │ │ │ └── 2020-08-02_d8f4a1d6-43c4-41bb-b1d3-4926faaad975_results.feather.zstd │ │ └── target_categoricals.json │ ├── iris │ │ ├── options.json │ │ ├── score_task_params.json │ │ └── target_categoricals.json │ ├── iris_binary │ │ ├── iris_actuals_with_dates.csv │ │ ├── options.json │ │ └── predictions │ │ │ └── 2022-01-11_95CBCE3C46B5436_full_data.feather.zstd │ ├── lucas-iris │ │ ├── iris_actuals.csv │ │ ├── iris_actuals_with_dates.csv │ │ ├── iris_actuals_with_dates_2.csv │ │ ├── iris_actuals_wo_features.csv │ │ ├── iris_actuals_wo_predictions.csv │ │ ├── options.json │ │ └── score_task_params.json │ ├── options.json │ └── predictions │ │ ├── 03016c26-f69a-416f-817f-4c58cd69d675_results.feather.zstd │ │ └── 2ab1e430-6082-4465-b057-3408d36de144_results.feather.zstd ├── test_score_model_performance_daily │ ├── fp_fn_adult │ │ ├── options.json │ │ ├── predictions │ │ │ ├── 2020-12-19_4A411A6749DB46A_full_data.feather.zstd │ │ │ └── 2020-12-19_B4BF94964720417_full_data.feather.zstd │ │ └── target_categoricals.json │ ├── iris │ │ ├── options.json │ │ ├── predictions │ │ │ ├── 2020-10-22_638A9CF95B254D0_no_features_data.feather.zstd │ │ │ └── 2020-10-22_F281E06F0CB44CB_full_data.feather.zstd │ │ └── target_categoricals.json │ └── iris_no_matches │ │ ├── options.json │ │ ├── predictions │ │ ├── 2020-10-21_67104C6D89244A3_full_data.feather.zstd │ │ ├── 2020-10-22_96571229906F42C_full_data.feather.zstd │ │ └── 2020-10-22_F48D70B4DB424B5_no_features_data.feather.zstd │ │ 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