├── .gitignore ├── CHANGELOG.md ├── LICENSE.txt ├── README.md ├── README_bulk.md ├── README_copy.md ├── README_export_format.md ├── README_governance.md ├── README_limitations.md ├── README_options.md ├── README_single.md ├── README_tools.md ├── databricks_notebooks ├── README.md ├── _README.py ├── bulk │ ├── Check_Model_Versions_Runs.py │ ├── Common.py │ ├── Export_All.py │ ├── Export_Experiments.py │ ├── Export_Registered_Models.py │ ├── Import_Experiments.py │ ├── Import_Registered_Models.py │ └── _README.py ├── copy │ ├── Common.py │ ├── Copy_Model_Version.py │ ├── Copy_Run.py │ ├── Create_Model_Version.py │ ├── MLflow_Copy_Model_Version.py │ ├── _README.py │ ├── experimental │ │ ├── Common.py │ │ └── Copy_Model_Version.py │ └── tests │ │ └── Test_Copy_Model_Version.py ├── scripts │ ├── Common.py │ ├── Console_Scripts.py │ └── _README.py ├── single │ ├── Common.py │ ├── Export_Experiment.py │ ├── Export_Model_Version.py │ ├── Export_Registered_Model.py │ ├── Export_Run.py │ ├── Import_Experiment.py │ ├── Import_Model_Version.py │ ├── Import_Registered_Model.py │ ├── Import_Run.py │ └── _README.py └── tools │ ├── Common.py │ ├── Get_Model_Signature.py │ ├── List_Model_Versions_Without_Signature.py │ ├── Set_Model_Signature.py │ └── _README.py ├── diagrams ├── Copy_Model_Version_NonUC.png ├── Copy_Model_Version_UC.png └── architecture.png ├── mlflow_export_import ├── __init__.py ├── bulk │ ├── __init__.py │ ├── bulk_utils.py │ ├── experiments_merge_utils.py │ ├── export_all.py │ ├── export_experiments.py │ ├── export_logged_models.py │ ├── export_models.py │ ├── export_prompts.py │ ├── export_traces.py │ ├── import_all.py │ ├── import_experiments.py │ ├── import_logged_models.py │ ├── import_models.py │ ├── import_prompts.py │ ├── import_traces.py │ ├── model_utils.py │ └── rename_utils.py ├── client │ ├── __init__.py │ ├── client_utils.py │ ├── databricks_cli_utils.py │ ├── databricks_utils.py │ ├── http_client.py │ ├── mlflow_auth_utils.py │ └── user_agent_header.py ├── common │ ├── __init__.py │ ├── click_options.py │ ├── default_logging_config.py │ ├── dump_utils.py │ ├── filesystem.py │ ├── find_artifacts.py │ ├── io_utils.py │ ├── iterators.py │ ├── logged_model_utils.py │ ├── logging_utils.py │ ├── mlflow_utils.py │ ├── model_utils.py │ ├── pkg_version.py │ ├── prompt_utils.py │ ├── source_tags.py │ ├── timestamp_utils.py │ ├── uc_permissions_utils.py │ ├── utils.py │ ├── version_utils.py │ └── ws_permissions_utils.py ├── copy │ ├── __init__.py │ ├── click_options.py │ ├── copy_model_version.py │ ├── copy_run.py │ └── copy_utils.py ├── experiment │ ├── __init__.py │ ├── export_experiment.py │ ├── import_experiment.py │ ├── nested_runs_utils.py │ └── oss_nested_runs_utils.py ├── logged_model │ ├── __init__.py │ ├── export_logged_model.py │ ├── import_logged_model.py │ ├── logged_model_importer.py │ └── logged_model_utils.py ├── model │ ├── __init__.py │ ├── export_model.py │ ├── import_model.py │ └── model_utils.py ├── model_version │ ├── __init__.py │ ├── click_options.py │ ├── export_model_version.py │ └── import_model_version.py ├── notebook │ ├── __init__.py │ └── download_notebook.py ├── prompt │ ├── __init__.py │ ├── export_prompt.py │ └── import_prompt.py ├── run │ ├── __init__.py │ ├── export_run.py │ ├── import_run.py │ ├── run_data_importer.py │ └── run_utils.py ├── tools │ ├── __init__.py │ ├── click_options.py │ ├── experimental │ │ ├── README.md │ │ ├── filter_one_model.py │ │ ├── rewrite_export.py │ │ └── samples │ │ │ └── custom_export_rewriters.py │ ├── get_model_signature.py │ ├── list_model_versions_without_signatures.py │ ├── list_registered_models.py │ ├── set_model_signature.py │ ├── signature_utils.py │ └── tools_utils.py ├── trace │ ├── __init__.py │ ├── export_trace.py │ ├── import_trace.py │ ├── trace_data_importer.py │ └── trace_utils.py ├── version.py └── workflow_api │ ├── README.md │ ├── __init__.py │ ├── log_utils.py │ ├── run_submit.py │ ├── utils.py │ └── workflow_api_client.py ├── samples ├── databricks │ ├── bulk │ │ ├── experiments │ │ │ ├── 1280664374380606 │ │ │ │ ├── 253000ee70914831850defc593ba4740 │ │ │ │ │ └── run.json │ │ │ │ └── experiment.json │ │ │ ├── 9195e233f19e49379b16c5f2d2b0c05f │ │ │ │ ├── a17f0abf5d46464d899f0ffcebbdb7a8 │ │ │ │ │ └── run.json │ │ │ │ └── experiment.json │ │ │ └── experiments.json │ │ └── models │ │ │ ├── experiments │ │ │ ├── 1280664374380606 │ │ │ │ ├── 851de1f466304650a77c949f5d386d9f │ │ │ │ │ └── run.json │ │ │ │ └── experiment.json │ │ │ ├── 9195e233f19e49379b16c5f2d2b0c05f │ │ │ │ ├── a17f0abf5d46464d899f0ffcebbdb7a8 │ │ │ │ │ └── run.json │ │ │ │ └── experiment.json │ │ │ └── experiments.json │ │ │ ├── manifest.json │ │ │ └── models │ │ │ ├── Keras_MNIST │ │ │ └── model.json │ │ │ ├── Sklearn_WineQuality │ │ │ └── model.json │ │ │ └── models.json │ └── single │ │ ├── experiments │ │ ├── notebook_experiments │ │ │ ├── repo_notebook │ │ │ │ ├── 02aeef6d8cbf449ab50c8e715e320085 │ │ │ │ │ └── run.json │ │ │ │ └── experiment.json │ │ │ └── workspace_notebook │ │ │ │ ├── experiment.json │ │ │ │ └── f7816bc76f254f22ab25549a7c2c9b06 │ │ │ │ └── run.json │ │ └── workspace_experiments │ │ │ ├── automl_workspace_notebook │ │ │ └── 5e1e2c44039a40afafc760b837a4daab │ │ │ │ ├── artifacts │ │ │ │ ├── estimator.html │ │ │ │ └── model │ │ │ │ │ ├── MLmodel │ │ │ │ │ ├── conda.yaml │ │ │ │ │ ├── input_example.json │ │ │ │ │ ├── python_env.yaml │ │ │ │ │ └── requirements.txt │ │ │ │ └── run.json │ │ │ ├── job_repo_notebook │ │ │ └── experiment.json │ │ │ ├── repo_notebook │ │ │ ├── bad4988ed1184aad953fd14efee72fa2 │ │ │ │ └── run.json │ │ │ └── experiment.json │ │ │ ├── workspace_notebook │ │ │ ├── 253000ee70914831850defc593ba4740 │ │ │ │ └── run.json │ │ │ └── experiment.json │ │ │ └── workspace_notebook_src_tags │ │ │ ├── 68850173104649149678090f75d36d0a │ │ │ └── run.json │ │ │ └── experiment.json │ │ ├── models │ │ ├── basic │ │ │ └── model.json │ │ ├── deleted_runs │ │ │ └── model.json │ │ └── src_tags │ │ │ └── model.json │ │ └── versions │ │ └── sklearn_wine │ │ ├── experiment.json │ │ ├── model.json │ │ ├── run │ │ ├── artifacts │ │ │ └── model │ │ │ │ ├── MLmodel │ │ │ │ ├── conda.yaml │ │ │ │ ├── input_example.json │ │ │ │ ├── metadata │ │ │ │ ├── MLmodel │ │ │ │ ├── conda.yaml │ │ │ │ ├── python_env.yaml │ │ │ │ └── requirements.txt │ │ │ │ ├── model.pkl │ │ │ │ ├── python_env.yaml │ │ │ │ └── requirements.txt │ │ └── run.json │ │ └── version.json └── oss_mlflow │ ├── bulk │ ├── experiments │ │ ├── 1 │ │ │ ├── experiment.json │ │ │ ├── logged_models │ │ │ │ └── logged_models.json │ │ │ └── runs │ │ │ │ └── d057cae15f27465988e72c6212e1f226 │ │ │ │ └── run.json │ │ ├── 2 │ │ │ ├── experiment.json │ │ │ ├── logged_models │ │ │ │ └── logged_models.json │ │ │ └── runs │ │ │ │ ├── 5397ae67ee0c49139bf64834b4d27fab │ │ │ │ └── run.json │ │ │ │ └── 8a6af43e756f433da7a90fd6b4e49c3a │ │ │ │ └── run.json │ │ └── experiments.json │ ├── models │ │ ├── experiments │ │ │ ├── 1 │ │ │ │ ├── d057cae15f27465988e72c6212e1f226 │ │ │ │ │ └── run.json │ │ │ │ └── experiment.json │ │ │ ├── 2 │ │ │ │ ├── 5397ae67ee0c49139bf64834b4d27fab │ │ │ │ │ └── run.json │ │ │ │ ├── 8a6af43e756f433da7a90fd6b4e49c3a │ │ │ │ │ └── run.json │ │ │ │ └── experiment.json │ │ │ └── experiments.json │ │ ├── manifest.json │ │ └── models │ │ │ ├── models.json │ │ │ ├── sklearn_iris │ │ │ └── model.json │ │ │ └── sklearn_wine │ │ │ └── model.json │ └── prompts │ │ ├── my-greeting-prompt_v1 │ │ └── prompt.json │ │ └── prompts_summary.json │ └── single │ ├── experiments │ ├── basic │ │ ├── experiment.json │ │ ├── logged_models │ │ │ └── logged_models.json │ │ └── runs │ │ │ └── eb66c160957d4a28b11d3f1b968df9cd │ │ │ └── run.json │ └── src_tags │ │ ├── experiment.json │ │ ├── logged_models │ │ └── logged_models.json │ │ └── runs │ │ └── 4b0ce88fd34e45fc8ca08876127299ce │ │ └── run.json │ └── models │ ├── basic │ └── model.json │ └── src_tags │ └── model.json ├── setup.py └── tests ├── README.md ├── __init__.py ├── compare_utils.py ├── core.py ├── data ├── iris_score.csv └── iris_train.csv ├── databricks ├── README.md ├── __init__.py ├── _test_model_version.py ├── _test_registered_model.py ├── compare_utils.py ├── config.yaml.template ├── includes.py ├── init_tests.py ├── local_utils.py ├── run_tests.sh ├── test_copy_model_version.py ├── test_copy_run.py ├── test_experiments.py ├── test_model_version.py ├── test_registered_model.py ├── uc │ ├── run_tests.sh │ ├── test_copy_model_version.py │ ├── test_model_version.py │ └── test_registered_model.py └── unity_catalog_client.py ├── databricks_notebooks ├── README.md ├── __init__.py ├── config.yaml.template ├── databricks_tester.py ├── experiment │ └── Iris_Train.py ├── init_tests.py ├── run_tests.sh ├── samples │ ├── failed │ │ ├── run_tests_junit.xml │ │ └── run_tests_report.html │ ├── run_tests_junit.xml │ └── run_tests_report.html └── test_basic.py ├── open_source ├── README.md ├── __init__.py ├── init_tests.py ├── kill_server.sh ├── oss_utils_test.py ├── run_tests.sh ├── samples │ ├── run_tests_junit.xml │ └── run_tests_report.html ├── test_bulk_all.py ├── test_bulk_experiments.py ├── test_bulk_experiments_export_param.py ├── test_bulk_experiments_merge_utils.py ├── test_bulk_models.py ├── test_copy_model_version.py ├── test_copy_run.py ├── test_exceptions.py ├── test_experiments.py ├── test_find_run_model_names.py ├── test_iterators.py ├── test_model_signature.py ├── test_model_version.py ├── test_models.py ├── test_models_archive_vesions.py ├── test_prompts.py ├── test_renames.py ├── test_run_data_limits.py ├── test_runs.py ├── test_uc_permissions.py └── test_ws_permissions.py ├── sklearn_utils.py └── utils_test.py /.gitignore: -------------------------------------------------------------------------------- 1 | __pycache__/ 2 | -------------------------------------------------------------------------------- /CHANGELOG.md: 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