├── .flake8 ├── .github ├── ISSUE_TEMPLATE │ └── community-request.md └── workflows │ ├── check.yml │ └── release.yml ├── .gitignore ├── .python-version ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── NOTICE ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── environment.mk ├── include.mk ├── layer ├── __init__.py ├── auth.py ├── cache │ ├── __init__.py │ ├── cache.py │ └── utils.py ├── clients │ ├── __init__.py │ ├── account_service.py │ ├── data_catalog.py │ ├── dataset_service.py │ ├── executor_service.py │ ├── flow_manager.py │ ├── label.py │ ├── layer.py │ ├── logged_data_service.py │ ├── model_catalog.py │ ├── project_service.py │ ├── protomappers │ │ ├── __init__.py │ │ ├── aws.py │ │ ├── datasets.py │ │ ├── models.py │ │ ├── projects.py │ │ └── runs.py │ ├── run_service.py │ └── user_logs_service.py ├── cloudpickle │ ├── LICENSE │ ├── __init__.py │ ├── cloudpickle.py │ ├── cloudpickle_fast.py │ └── compat.py ├── config │ ├── __init__.py │ ├── config.py │ ├── config_client.py │ ├── config_manager.py │ └── guest_login_client.py ├── context.py ├── contracts │ ├── __init__.py │ ├── accounts.py │ ├── assertions.py │ ├── asset.py │ ├── aws.py │ ├── conda.py │ ├── datasets.py │ ├── definitions.py │ ├── fabrics.py │ ├── logged_data.py │ ├── models.py │ ├── project_full_name.py │ ├── projects.py │ ├── remote_runs.py │ ├── resources.py │ ├── runs.py │ └── tracker.py ├── decorators │ ├── __init__.py │ ├── assertions.py │ ├── conda_decorator.py │ ├── dataset_decorator.py │ ├── fabric_decorator.py │ ├── layer_wrapper.py │ ├── model_decorator.py │ ├── pip_requirements_decorator.py │ ├── resources_decorator.py │ └── settings.py ├── exceptions │ ├── __init__.py │ ├── exceptions.py │ └── status_report.py ├── executables │ ├── __init__.py │ ├── entrypoint │ │ ├── __init__.py │ │ ├── common.py │ │ ├── dataset.py │ │ └── model.py │ ├── packager.py │ ├── ray_runtime.py │ └── runtime.py ├── flavors │ ├── __init__.py │ ├── base.py │ ├── catboost.py │ ├── custom.py │ ├── huggingface.py │ ├── keras.py │ ├── lightgbm.py │ ├── pytorch.py │ ├── sklearn.py │ ├── tensorflow.py │ ├── utils.py │ └── xgboost.py ├── logged_data │ ├── __init__.py │ ├── callbacks.py │ ├── data_logging_request.py │ ├── file_uploader.py │ ├── immediate_logged_data_destination.py │ ├── log_data_runner.py │ ├── logged_data_destination.py │ ├── loggers │ │ ├── __init__.py │ │ └── pytorch_lightning.py │ ├── queuing_logged_data_destination.py │ ├── system_metrics.py │ └── utils.py ├── main │ ├── __init__.py │ ├── asset.py │ ├── auth.py │ ├── cache.py │ ├── log.py │ ├── run.py │ └── utils.py ├── pandas_extensions.py ├── projects │ ├── __init__.py │ ├── base_project_runner.py │ ├── constants.py │ ├── execution_planner.py │ ├── progress_tracker_updater.py │ ├── project_runner.py │ ├── ray_project_runner.py │ ├── ray_workflow_project_runner.py │ └── utils.py ├── py.typed ├── runs │ ├── __init__.py │ ├── context.py │ └── initializer.py ├── settings.py ├── tracker │ ├── __init__.py │ ├── asset_column.py │ ├── non_ui_progress_tracker.py │ ├── output.py │ ├── progress_tracker.py │ ├── ui_progress_tracker.py │ └── utils.py ├── types.py ├── user_logs.py └── utils │ ├── __init__.py │ ├── async_utils.py │ ├── file_utils.py │ ├── grpc │ ├── __init__.py │ ├── channel.py │ ├── errors.py │ └── interceptors.py │ ├── runtime_utils.py │ ├── s3.py │ └── session.py ├── mypy.ini ├── poetry.lock ├── pyproject.toml ├── pytest.ini ├── renovate.json5 └── test ├── __init__.py ├── colab ├── README.md ├── colab-test.mk ├── test.sh └── test_import_login_init.ipynb ├── conftest.py ├── e2e ├── assertion_utils.py ├── assets │ ├── data │ │ └── test.csv │ ├── log_assets │ │ ├── layer_logo.jpeg │ │ ├── layer_video.mp4 │ │ ├── somedir │ │ │ ├── file1.abc │ │ │ └── file2.abc │ │ └── somefile.txt │ └── titanic │ │ ├── ti ta nic.csv │ │ └── titanic.csv ├── common_scenarios.py ├── conftest.py ├── test_dataset_column_types.py ├── test_function_assertion_run.py ├── test_function_dataset_run.py ├── test_function_model_run.py ├── test_guest_user_reads.py ├── test_layer_runtime.py ├── test_log_types.py ├── test_organization_function_run.py ├── test_pandas_images_dataset.py ├── test_ray_runtime.py └── test_resources.py └── unit ├── __init__.py ├── common └── dummy_model.py ├── config ├── __init__.py └── test_config.py ├── conftest.py ├── contracts ├── test_asset.py ├── test_datasets.py └── test_logged_data.py ├── decorators ├── __init__.py ├── assets │ └── environment.yml ├── test_assertions.py ├── test_conda_decorator.py ├── test_dataset_decorator.py ├── test_fabric_decorator.py ├── test_layer_settings.py ├── test_model_decorator.py ├── test_pip_requirements_decorator.py ├── test_resources_decorator.py └── util.py ├── executables ├── assets │ └── entrypoint.py ├── data │ ├── 1 │ └── dir │ │ ├── 2 │ │ └── a │ │ ├── 3 │ │ └── b │ │ └── 4 ├── test_base_runtime.py ├── test_packager.py └── test_runtime.py ├── grpc_test_utils.py ├── grpc_utils └── test_interceptors.py ├── logged_data ├── __init__.py ├── test_callbacks.py ├── test_log_data_runner.py ├── test_logged_data_service_client.py ├── test_loggers.py ├── test_queuing_logged_data_destination.py └── util.py ├── projects ├── __init__.py ├── test_execution_planner.py ├── test_project_hash_calculator.py ├── test_projects_service_client.py └── test_utils.py ├── runs ├── __init__.py ├── test_context.py └── test_initializer.py ├── test_auth.py ├── test_cache.py ├── test_config.py ├── test_config_client.py ├── test_context.py ├── test_custom_model.py ├── test_dataset.py ├── test_fabric.py ├── test_fetch_partition.py ├── test_get_batch_chunks.py ├── test_import.py ├── test_load_model_cache.py ├── test_main.py ├── test_model_flavor.py ├── test_pandas_extensions.py ├── test_run.py ├── test_status_report.py ├── test_user_logs.py ├── test_version.py ├── tracker ├── __init__.py └── test_progress_tracker.py └── utils ├── __init__.py └── test_runtime_utils.py /.flake8: 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