├── .flake8 ├── .gitignore ├── .pre-commit-config.yaml ├── Dockerfile ├── MANIFEST.in ├── Makefile ├── README.md ├── documentation └── README_prerequisites.md ├── examples ├── custom_monitors.ipynb ├── mlmonitor-azure.ipynb ├── mlmonitor-sagemaker.ipynb └── mlmonitor-wml.ipynb ├── mlmonitor ├── LICENSE.txt ├── MANIFEST.in ├── README.md ├── __init__.py ├── config.py ├── credentials_example.cfg ├── custmonitor │ ├── README.md │ ├── __init__.py │ ├── metrics │ │ ├── __init__.py │ │ ├── use_case_churn.py │ │ └── use_case_gcr.py │ ├── metricsprovider │ │ ├── __init__.py │ │ └── helpers.py │ └── tests │ │ ├── __init__.py │ │ ├── it │ │ ├── __init__.py │ │ └── test_custom_metrcis_provider.py │ │ └── unit │ │ ├── __init__.py │ │ ├── config │ │ ├── .gitkeep │ │ ├── credentials_churn.cfg │ │ └── credentials_gcr.cfg │ │ └── test_get_metrics.py ├── data │ ├── __init__.py │ └── cos.py ├── datasets │ ├── .gitkeep │ ├── churn │ │ ├── .gitkeep │ │ ├── churn.txt │ │ ├── feedback_logging_churn.csv │ │ ├── feedback_logging_no_preds_churn.csv │ │ ├── feedback_logging_preds_churn.csv │ │ ├── train.csv │ │ └── validation.csv │ ├── gcr │ │ ├── .gitkeep │ │ ├── gcr_explicit_payload_logging.csv │ │ ├── gcr_feedback_logging_aws.csv │ │ ├── gcr_feedback_logging_with_pred_aws.csv │ │ ├── gcr_feedback_logging_with_pred_aws2.csv │ │ ├── german_credit_data_biased_training.csv │ │ └── test_feedback_data_gcr.csv │ └── mnist │ │ ├── .gitkeep │ │ ├── mnist_feedback_20_with_pred_aws.csv │ │ ├── t10k-images-idx3-ubyte.gz │ │ ├── t10k-labels-idx1-ubyte.gz │ │ ├── train-images-idx3-ubyte.gz │ │ └── train-labels-idx1-ubyte.gz ├── exceptions.py ├── factsheets_churn │ ├── custom_model_asset_facts_churn.csv │ ├── custom_model_asset_facts_values_churn.csv │ ├── custom_model_entry_facts_churn.csv │ └── custom_model_entry_facts_values_churn.csv ├── figures │ └── .gitkeep ├── models │ ├── .gitkeep │ ├── model_churn │ │ ├── .gitkeep │ │ ├── xgboost-model-bst │ │ └── xgboost-model-sk │ ├── model_gcr │ │ └── .gitkeep │ └── model_mnist │ │ └── .gitkeep ├── setup.py ├── src │ ├── __init__.py │ ├── aws │ │ ├── __init__.py │ │ ├── deploy_sagemaker_endpoint.py │ │ ├── deployment.py │ │ ├── score_sagemaker_ep.py │ │ ├── scoring.py │ │ ├── secrets_manager.py │ │ ├── train_sagemaker_job.py │ │ ├── training.py │ │ └── utils.py │ ├── azure │ │ ├── __init__.py │ │ ├── deployment.py │ │ ├── scoring.py │ │ └── train.py │ ├── demos │ │ ├── __init__.py │ │ ├── model_perturbator.py │ │ └── scenario_helpers.py │ ├── factsheets │ │ ├── __init__.py │ │ ├── deployments.py │ │ ├── model_asset_facts.py │ │ ├── model_entry_facts.py │ │ └── utils.py │ ├── model │ │ ├── __init__.py │ │ ├── config.py │ │ ├── config_aws.py │ │ ├── config_azure.py │ │ ├── config_wml.py │ │ ├── use_case.py │ │ ├── use_case_aws.py │ │ ├── use_case_azure.py │ │ └── use_case_wml.py │ ├── utils │ │ ├── __init__.py │ │ ├── file_utils.py │ │ ├── utils.py │ │ └── validation.py │ ├── wml │ │ ├── __init__.py │ │ ├── custom_metrics_provider_code.py │ │ ├── deploy_custom_metrics_provider.py │ │ ├── deploy_wml_endpoint.py │ │ ├── package.py │ │ ├── scoring.py │ │ └── utils.py │ └── wos │ │ ├── __init__.py │ │ ├── alerts.py │ │ ├── cleanup_custom_monitor.py │ │ ├── cleanup_resources.py │ │ ├── collect_alerts.py │ │ ├── configure_custom_monitor.py │ │ ├── configure_drift_monitor.py │ │ ├── configure_explain_monitor.py │ │ ├── configure_fairness_monitor.py │ │ ├── configure_quality_monitor.py │ │ ├── configure_wos_subscription.py │ │ ├── configure_wos_subscription_custom.py │ │ ├── custom_monitors.py │ │ ├── data_mart.py │ │ ├── evaluate.py │ │ ├── integated_system.py │ │ ├── monitors.py │ │ ├── run_feedback_logging.py │ │ ├── run_payload_logging.py │ │ ├── service_provider.py │ │ └── subscription.py ├── tests │ ├── 1-aws-sm-e2e.ipynb │ ├── __init__.py │ ├── aws_model_use_case │ │ ├── __init__.py │ │ ├── config │ │ │ ├── .gitkeep │ │ │ └── credentials_test.cfg │ │ ├── outputs │ │ │ └── .gitkeep │ │ ├── test_aws_model_config.py │ │ └── test_aws_resources.py │ ├── get_metrics_testing.py │ └── it │ │ ├── __init__.py │ │ ├── test_aws_onboard_model.py │ │ ├── test_azure_onboard_model.py │ │ └── test_wml_onboard_model.py ├── use_case_churn │ ├── .amlignore │ ├── README.md │ ├── __init__.py │ ├── factsheets.py │ ├── inference.py │ ├── inference_cc_sk.py │ ├── inference_cc_xg_boost.py │ ├── metrics.py │ ├── model_signature.json │ ├── requirements-local.txt │ ├── requirements.txt │ ├── test_inference.py │ ├── test_train.py │ ├── train_cc_xg_boost.py │ ├── utils.py │ └── visualize.py ├── use_case_gcr │ ├── .amlignore │ ├── README.md │ ├── __init__.py │ ├── inference_aws_gcr.py │ ├── inference_azure_gcr.py │ ├── model_perturbation.json │ ├── model_signature.json │ ├── requirements-local.txt │ ├── requirements.txt │ ├── test_inference.py │ ├── test_train.py │ ├── train_gcr.py │ └── utils.py ├── use_case_huggingface │ ├── README.md │ └── __init__.py ├── use_case_mnist_pt │ ├── .amlignore │ ├── README.md │ ├── __init__.py │ ├── model_signature.json │ ├── pt_models.py │ ├── pytorch_inference.py │ ├── pytorch_train.py │ ├── requirements.txt │ ├── test_inference.py │ ├── test_train.py │ ├── torch_utils.py │ └── utils.py ├── use_case_mnist_ptlt │ ├── .amlignore │ ├── README.md │ ├── __init__.py │ ├── model_signature.json │ ├── pt_models.py │ ├── ptlt_inference.py │ ├── ptlt_train.py │ ├── requirements.txt │ ├── test_inference.py │ ├── test_train.py │ ├── torch_utils.py │ └── utils.py ├── use_case_mnist_tf │ ├── .amlignore │ ├── README.md │ ├── __init__.py │ ├── factsheets_helpers.py │ ├── inference.py │ ├── model_signature.json │ ├── requirements-local.txt │ ├── requirements.txt │ ├── test_inference.py │ ├── test_train.py │ ├── tf_cnn_inference.py │ ├── tf_cnn_train.py │ ├── tf_models.py │ ├── tf_train.py │ └── utils.py └── version.meta ├── pictures ├── .gitkeep ├── AWS_pt_model_output.png ├── AWS_pt_training_job.png ├── Architectutre_MLOps_Asset.jpg ├── IAM_resources.png ├── Model_inventory.png ├── Model_inventory_dev_state.png ├── New_Model_Entry.png ├── PlatformAssetCatalog.png ├── SageMakerExecutionRole.png ├── aws-sagemaker-mnist-cnn-pytorch-yMD-HM.png ├── churn_xgboost_asset_factsheets.png ├── churn_xgboost_confusion_matrix.png ├── churn_xgboost_feature_importance.png ├── churn_xgboost_loss.png ├── churn_xgboost_metadata_factsheets.png ├── churn_xgboost_probabilities.png ├── cp4d_data_assets.png ├── custom_ml_provider.png ├── custom_ml_provider_evaluated.png ├── custom_monitor_architecture.png ├── custom_monitor_workflow.png ├── custommonitor_wml_custom_provider_deployment.png ├── custommonitor_wos_definition.png ├── external_models_toggle.png ├── gcr_deployed_factsheets.png ├── gcr_train_asset_factsheets.png ├── gcr_train_metadata_factsheets.png ├── inference_endpoint_details.png ├── inference_endpoint_online.png ├── inference_samples_mnist.png ├── mnist_tf_asset_factsheets_train_local.png ├── mnist_tf_asset_factsheets_train_remote.png ├── mnist_tf_deployed_factsheets.png ├── mnist_tf_model_endpoint.png ├── mnist_tf_scoring_inputs.png ├── mnist_tf_train_local_metadata_factsheets.png ├── mnist_tf_train_remote_metadata_factsheets.png ├── mnist_tf_wos_subscription.png ├── model_entry.png ├── modelfacts_user.png ├── new_notebook_cp4d.png ├── outcome1_gcr_endpoint_aws.png ├── outcome2_gcr_model_aws.png ├── outcome3_gcr_wos_monitors_eval.png ├── outcome4_gcr_explain_contrastive.png ├── outcome4_gcr_explain_lime.png ├── outcome5_gcr_lifecycle_operate.png ├── outcome5_gcr_monitoring_facts.png ├── pt_model_asset_FS.png ├── pt_training_facts_manual.png ├── ptlt_training_facts_autolog.png ├── sagemaker_factsheets_big.png ├── secret_manager_keys.png └── track_this_model.png ├── requirements-dev.txt ├── requirements-extra.txt ├── requirements-local.txt ├── requirements.txt ├── setup.py └── version.meta /.flake8: -------------------------------------------------------------------------------- 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