path	# lines of code
MANIFEST.in	6
metaflow/graph.py	243
metaflow/lint.py	291
metaflow/datastore/__init__.py	4
metaflow/datastore/task_datastore.py	557
metaflow/datastore/exceptions.py	8
metaflow/datastore/inputs.py	9
metaflow/datastore/datastore_storage.py	71
metaflow/datastore/flow_datastore.py	148
metaflow/datastore/datastore_set.py	45
metaflow/datastore/content_addressed_store.py	94
metaflow/events.py	86
metaflow/system/system_logger.py	51
metaflow/system/__init__.py	4
metaflow/system/system_monitor.py	52
metaflow/system/system_utils.py	13
metaflow/util.py	281
metaflow/metadata_provider/util.py	44
metaflow/metadata_provider/heartbeat.py	71
metaflow/metadata_provider/__init__.py	1
metaflow/metadata_provider/metadata.py	411
metaflow/vendor.py	123
metaflow/cards.py	18
metaflow/debug.py	26
metaflow/extension_support/cmd.py	102
metaflow/extension_support/__init__.py	823
metaflow/extension_support/integrations.py	96
metaflow/extension_support/plugins.py	175
metaflow/extension_support/_empty_file.py	1
metaflow/exception.py	115
metaflow/runtime.py	1354
metaflow/__init__.py	111
metaflow/metaflow_git.py	64
metaflow/metaflow_config.py	318
metaflow/integrations.py	3
metaflow/package.py	142
metaflow/user_configs/config_parameters.py	212
metaflow/user_configs/config_decorators.py	300
metaflow/user_configs/__init__.py	1
metaflow/user_configs/config_options.py	406
metaflow/metaflow_profile.py	13
metaflow/multicore_utils.py	93
metaflow/client/__init__.py	14
metaflow/client/core.py	1033
metaflow/client/filecache.py	350
metaflow/mflog/__init__.py	100
metaflow/mflog/save_logs.py	46
metaflow/mflog/save_logs_periodically.py	36
metaflow/mflog/mflog.py	106
metaflow/mflog/tee.py	15
metaflow/unbounded_foreach.py	4
metaflow/decorators.py	383
metaflow/cli_args.py	50
metaflow/procpoll.py	83
metaflow/metaflow_current.py	125
metaflow/tuple_util.py	18
metaflow/event_logger.py	18
metaflow/cli.py	518
metaflow/clone_util.py	72
metaflow/sidecar/__init__.py	3
metaflow/sidecar/sidecar.py	29
metaflow/sidecar/sidecar_worker.py	57
metaflow/sidecar/sidecar_subprocess.py	180
metaflow/sidecar/sidecar_messages.py	19
metaflow/cmd_with_io.py	19
metaflow/monitor.py	153
metaflow/plugins/parallel_decorator.py	151
metaflow/plugins/debug_monitor.py	27
metaflow/plugins/__init__.py	202
metaflow/plugins/metadata_providers/service.py	500
metaflow/plugins/metadata_providers/local.py	506
metaflow/plugins/metadata_providers/__init__.py	1
metaflow/plugins/debug_logger.py	21
metaflow/plugins/env_escape/client.py	413
metaflow/plugins/env_escape/data_transferer.py	308
metaflow/plugins/env_escape/client_modules.py	189
metaflow/plugins/env_escape/configurations/emulate_test_lib/__init__.py	1
metaflow/plugins/env_escape/configurations/emulate_test_lib/server_mappings.py	28
metaflow/plugins/env_escape/configurations/emulate_test_lib/overrides.py	55
metaflow/plugins/env_escape/__init__.py	71
metaflow/plugins/env_escape/exception_transferer.py	98
metaflow/plugins/env_escape/stub.py	366
metaflow/plugins/env_escape/communication/bytestream.py	16
metaflow/plugins/env_escape/communication/channel.py	31
metaflow/plugins/env_escape/communication/__init__.py	1
metaflow/plugins/env_escape/communication/socket_bytestream.py	104
metaflow/plugins/env_escape/communication/utils.py	12
metaflow/plugins/env_escape/utils.py	29
metaflow/plugins/env_escape/consts.py	33
metaflow/plugins/env_escape/server.py	441
metaflow/plugins/env_escape/override_decorators.py	101
metaflow/plugins/resources_decorator.py	10
metaflow/plugins/tag_cli.py	432
metaflow/plugins/project_decorator.py	113
metaflow/plugins/package_cli.py	46
metaflow/plugins/timeout_decorator.py	67
metaflow/plugins/aws/__init__.py	1
metaflow/plugins/aws/batch/__init__.py	1
metaflow/plugins/aws/batch/batch_client.py	657
metaflow/plugins/aws/batch/batch.py	440
metaflow/plugins/aws/batch/batch_decorator.py	263
metaflow/plugins/aws/batch/batch_cli.py	321
metaflow/plugins/aws/aws_client.py	95
metaflow/plugins/aws/secrets_manager/__init__.py	1
metaflow/plugins/aws/secrets_manager/aws_secrets_manager_secrets_provider.py	87
metaflow/plugins/aws/step_functions/step_functions_client.py	114
metaflow/plugins/aws/step_functions/event_bridge_client.py	66
metaflow/plugins/aws/step_functions/__init__.py	1
metaflow/plugins/aws/step_functions/step_functions.py	938
metaflow/plugins/aws/step_functions/step_functions_decorator.py	65
metaflow/plugins/aws/step_functions/step_functions_cli.py	695
metaflow/plugins/aws/step_functions/production_token.py	52
metaflow/plugins/aws/step_functions/set_batch_environment.py	26
metaflow/plugins/aws/step_functions/schedule_decorator.py	24
metaflow/plugins/aws/step_functions/step_functions_deployer_objects.py	117
metaflow/plugins/aws/step_functions/step_functions_deployer.py	28
metaflow/plugins/aws/step_functions/dynamo_db_client.py	51
metaflow/plugins/aws/aws_utils.py	83
metaflow/plugins/datatools/local.py	92
metaflow/plugins/datatools/__init__.py	18
metaflow/plugins/datatools/s3/__init__.py	9
metaflow/plugins/datatools/s3/s3.py	1016
metaflow/plugins/datatools/s3/s3op.py	1061
metaflow/plugins/datatools/s3/s3util.py	72
metaflow/plugins/datatools/s3/s3tail.py	69
metaflow/plugins/airflow/airflow_decorator.py	53
metaflow/plugins/airflow/airflow.py	612
metaflow/plugins/airflow/exception.py	7
metaflow/plugins/airflow/__init__.py	1
metaflow/plugins/airflow/dag.py	5
metaflow/plugins/airflow/plumbing/__init__.py	1
metaflow/plugins/airflow/plumbing/set_parameters.py	14
metaflow/plugins/airflow/sensors/__init__.py	6
metaflow/plugins/airflow/sensors/s3_sensor.py	20
metaflow/plugins/airflow/sensors/external_task_sensor.py	79
metaflow/plugins/airflow/sensors/base_sensor.py	52
metaflow/plugins/airflow/airflow_cli.py	391
metaflow/plugins/airflow/airflow_utils.py	527
metaflow/plugins/secrets/__init__.py	6
metaflow/plugins/secrets/inline_secrets_provider.py	5
metaflow/plugins/secrets/secrets_decorator.py	208
metaflow/plugins/gcp/gs_exceptions.py	3
metaflow/plugins/gcp/__init__.py	1
metaflow/plugins/gcp/includefile_support.py	80
metaflow/plugins/gcp/gs_storage_client_factory.py	53
metaflow/plugins/gcp/gs_tail.py	61
metaflow/plugins/gcp/gs_utils.py	35
metaflow/plugins/gcp/gcp_secret_manager_secrets_provider.py	88
metaflow/plugins/pypi/bootstrap.py	279
metaflow/plugins/pypi/conda_environment.py	384
metaflow/plugins/pypi/__init__.py	24
metaflow/plugins/pypi/pypi_environment.py	3
metaflow/plugins/pypi/pip.py	282
metaflow/plugins/pypi/pypi_decorator.py	77
metaflow/plugins/pypi/conda_decorator.py	241
metaflow/plugins/pypi/micromamba.py	296
metaflow/plugins/pypi/utils.py	94
metaflow/plugins/pypi/parsers.py	131
metaflow/plugins/logs_cli.py	302
metaflow/plugins/kubernetes/kubernetes_cli.py	372
metaflow/plugins/kubernetes/spot_metadata_cli.py	60
metaflow/plugins/kubernetes/kubernetes_job.py	544
metaflow/plugins/kubernetes/__init__.py	1
metaflow/plugins/kubernetes/kubernetes_client.py	125
metaflow/plugins/kubernetes/kubernetes_jobsets.py	880
metaflow/plugins/kubernetes/kube_utils.py	72
metaflow/plugins/kubernetes/kubernetes_decorator.py	454
metaflow/plugins/kubernetes/spot_monitor_sidecar.py	94
metaflow/plugins/kubernetes/kubernetes.py	657
metaflow/plugins/catch_decorator.py	64
metaflow/plugins/uv/bootstrap.py	74
metaflow/plugins/uv/__init__.py	1
metaflow/plugins/uv/uv_environment.py	50
metaflow/plugins/environment_decorator.py	10
metaflow/plugins/azure/azure_credential.py	29
metaflow/plugins/azure/azure_utils.py	95
metaflow/plugins/azure/azure_secret_manager_secrets_provider.py	135
metaflow/plugins/azure/azure_exceptions.py	7
metaflow/plugins/azure/__init__.py	3
metaflow/plugins/azure/includefile_support.py	86
metaflow/plugins/azure/blob_service_client_factory.py	109
metaflow/plugins/azure/azure_tail.py	68
metaflow/plugins/retry_decorator.py	14
metaflow/plugins/storage_executor.py	98
metaflow/plugins/events_decorator.py	390
metaflow/plugins/argo/argo_workflows_deployer_objects.py	224
metaflow/plugins/argo/__init__.py	1
metaflow/plugins/argo/argo_events.py	88
metaflow/plugins/argo/capture_error.py	43
metaflow/plugins/argo/argo_workflows_deployer.py	26
metaflow/plugins/argo/argo_workflows_decorator.py	113
metaflow/plugins/argo/argo_workflows_cli.py	911
metaflow/plugins/argo/generate_input_paths.py	13
metaflow/plugins/argo/jobset_input_paths.py	10
metaflow/plugins/argo/argo_client.py	394
metaflow/plugins/argo/argo_workflows.py	3170
metaflow/plugins/datastores/__init__.py	1
metaflow/plugins/datastores/local_storage.py	121
metaflow/plugins/datastores/s3_storage.py	103
metaflow/plugins/datastores/azure_storage.py	276
metaflow/plugins/datastores/gs_storage.py	205
metaflow/plugins/frameworks/__init__.py	1
metaflow/plugins/frameworks/pytorch.py	31
metaflow/plugins/cards/component_serializer.py	527
metaflow/plugins/cards/card_datastore.py	299
metaflow/plugins/cards/ui/svelte.config.js	4
metaflow/plugins/cards/ui/src/App.svelte	42
metaflow/plugins/cards/ui/src/components/image.svelte	48
metaflow/plugins/cards/ui/src/components/aside-nav.svelte	68
metaflow/plugins/cards/ui/src/components/section.svelte	57
metaflow/plugins/cards/ui/src/components/artifact-row.svelte	41
metaflow/plugins/cards/ui/src/components/aside.svelte	52
metaflow/plugins/cards/ui/src/components/title.svelte	13
metaflow/plugins/cards/ui/src/components/progress-bar.svelte	106
metaflow/plugins/cards/ui/src/components/table-vertical.svelte	38
metaflow/plugins/cards/ui/src/components/main.svelte	26
metaflow/plugins/cards/ui/src/components/card-component-renderer.svelte	53
metaflow/plugins/cards/ui/src/components/table.svelte	13
metaflow/plugins/cards/ui/src/components/vega-chart.svelte	99
metaflow/plugins/cards/ui/src/components/modal.svelte	75
metaflow/plugins/cards/ui/src/components/dag/connectors.svelte	46
metaflow/plugins/cards/ui/src/components/dag/dag.svelte	45
metaflow/plugins/cards/ui/src/components/dag/step.svelte	189
metaflow/plugins/cards/ui/src/components/dag/connector.svelte	93
metaflow/plugins/cards/ui/src/components/dag/constants.svelte	3
metaflow/plugins/cards/ui/src/components/dag/dag.css	12
metaflow/plugins/cards/ui/src/components/dag/step-wrapper.svelte	75
metaflow/plugins/cards/ui/src/components/log.svelte	22
metaflow/plugins/cards/ui/src/components/python-code.svelte	16
metaflow/plugins/cards/ui/src/components/subtitle.svelte	12
metaflow/plugins/cards/ui/src/components/text.svelte	7
metaflow/plugins/cards/ui/src/components/page.svelte	20
metaflow/plugins/cards/ui/src/components/table-horizontal.svelte	42
metaflow/plugins/cards/ui/src/components/heading.svelte	21
metaflow/plugins/cards/ui/src/components/artifacts.svelte	35
metaflow/plugins/cards/ui/src/components/table-data-renderer.svelte	41
metaflow/plugins/cards/ui/src/components/markdown.svelte	7
metaflow/plugins/cards/ui/src/store.ts	79
metaflow/plugins/cards/ui/src/utils.ts	69
metaflow/plugins/cards/ui/src/aws-exports.cjs	4
metaflow/plugins/cards/ui/src/types.ts	175
metaflow/plugins/cards/ui/src/constants.ts	33
metaflow/plugins/cards/ui/src/main.ts	14
metaflow/plugins/cards/ui/src/global.css	44
metaflow/plugins/cards/ui/src/app.css	88
metaflow/plugins/cards/ui/cypress/support/commands.js	1
metaflow/plugins/cards/ui/cypress/support/index.js	1
metaflow/plugins/cards/ui/cypress/plugins/index.js	1
metaflow/plugins/cards/ui/cypress/integration/utils_spec.ts	47
metaflow/plugins/cards/ui/cypress/integration/demo_spec.ts	74
metaflow/plugins/cards/ui/vite.config.ts	28
metaflow/plugins/cards/exception.py	112
metaflow/plugins/cards/__init__.py	1
metaflow/plugins/cards/card_decorator.py	215
metaflow/plugins/cards/card_viewer/viewer.html	312
metaflow/plugins/cards/card_modules/card.py	56
metaflow/plugins/cards/card_modules/convert_to_native_type.py	352
metaflow/plugins/cards/card_modules/__init__.py	58
metaflow/plugins/cards/card_modules/chevron/__init__.py	4
metaflow/plugins/cards/card_modules/chevron/tokenizer.py	117
metaflow/plugins/cards/card_modules/chevron/renderer.py	241
metaflow/plugins/cards/card_modules/chevron/main.py	100
metaflow/plugins/cards/card_modules/chevron/metadata.py	1
metaflow/plugins/cards/card_modules/renderer_tools.py	35
metaflow/plugins/cards/card_modules/basic.py	605
metaflow/plugins/cards/card_modules/components.py	510
metaflow/plugins/cards/card_server.py	325
metaflow/plugins/cards/card_resolver.py	23
metaflow/plugins/cards/card_creator.py	182
metaflow/plugins/cards/card_cli.py	841
metaflow/plugins/cards/card_client.py	179
metaflow/metaflow_environment.py	146
metaflow/runner/deployer_impl.py	96
metaflow/runner/nbrun.py	75
metaflow/runner/__init__.py	1
metaflow/runner/metaflow_runner.py	192
metaflow/runner/nbdeploy.py	65
metaflow/runner/deployer.py	141
metaflow/runner/subprocess_manager.py	335
metaflow/runner/utils.py	140
metaflow/runner/click_api.py	520
metaflow/tracing/__init__.py	51
metaflow/tracing/tracing_modules.py	109
metaflow/tracing/span_exporter.py	39
metaflow/tracing/propagator.py	44
metaflow/metaflow_version.py	121
metaflow/flowspec.py	542
metaflow/version.py	1
metaflow/pylint_wrapper.py	68
metaflow/info_file.py	20
metaflow/cli_components/__init__.py	1
metaflow/cli_components/step_cmd.py	165
metaflow/cli_components/run_cmds.py	309
metaflow/cli_components/dump_cmd.py	84
metaflow/cli_components/utils.py	82
metaflow/cli_components/init_cmd.py	39
metaflow/tagging_util.py	42
metaflow/R.py	106
metaflow/task.py	603
metaflow/parameters.py	307
metaflow/cmd/util.py	14
metaflow/cmd/code/__init__.py	176
metaflow/cmd/__init__.py	1
metaflow/cmd/main_cli.py	81
metaflow/cmd/make_wrapper.py	34
metaflow/cmd/tutorials_cmd.py	117
metaflow/cmd/develop/stub_generator.py	1273
metaflow/cmd/develop/__init__.py	32
metaflow/cmd/develop/stubs.py	258
metaflow/cmd/configure_cmd.py	770
metaflow/includefile.py	338
metaflow/metaflow_config_funcs.py	118
metaflow/tutorials/08-autopilot/autopilot.ipynb	120
metaflow/tutorials/02-statistics/stats.py	66
metaflow/tutorials/02-statistics/stats.ipynb	100
metaflow/tutorials/04-playlist-plus/playlist.py	75
metaflow/tutorials/06-statistics-redux/stats.ipynb	135
metaflow/tutorials/01-playlist/playlist.ipynb	106
metaflow/tutorials/01-playlist/playlist.py	72
metaflow/tutorials/05-hello-cloud/hello-cloud.py	24
metaflow/tutorials/05-hello-cloud/hello-cloud.ipynb	76
metaflow/tutorials/07-worldview/worldview.ipynb	97
metaflow/tutorials/00-helloworld/helloworld.py	15
metaflow/tutorials/03-playlist-redux/playlist.py	67
setup.py	60
stubs/MANIFEST.in	4
stubs/setup.py	43
setup.cfg	2