Path	Lines of Code
MANIFEST.in	12
conftest.py	6
package_build/ml-pipelines-sdk/package_config.py	1
package_build/tfx/package_config.py	1
package_config.py	1
setup.cfg	9
setup.py	205
tfx/__init__.py	2
tfx/benchmarks/__init__.py	1
tfx/benchmarks/benchmark_base.py	25
tfx/benchmarks/benchmark_dataset.py	37
tfx/benchmarks/benchmark_utils.py	20
tfx/benchmarks/datasets/__init__.py	1
tfx/benchmarks/datasets/chicago_taxi/__init__.py	1
tfx/benchmarks/datasets/chicago_taxi/dataset.py	190
tfx/benchmarks/regenerate_datasets.py	34
tfx/benchmarks/tfma_benchmark_base.py	194
tfx/benchmarks/tfma_benchmark_chicago_taxi.py	8
tfx/benchmarks/tfma_v2_benchmark_base.py	426
tfx/benchmarks/tfma_v2_benchmark_chicago_taxi.py	8
tfx/benchmarks/tft_benchmark_base.py	284
tfx/benchmarks/tft_benchmark_chicago_taxi.py	21
tfx/components/__init__.py	16
tfx/components/base/__init__.py	1
tfx/components/base/base_component.py	6
tfx/components/base/base_driver.py	6
tfx/components/base/base_executor.py	10
tfx/components/base/base_node.py	6
tfx/components/base/executor_spec.py	14
tfx/components/bulk_inferrer/__init__.py	1
tfx/components/bulk_inferrer/component.py	39
tfx/components/bulk_inferrer/executor.py	190
tfx/components/bulk_inferrer/prediction_to_example_utils.py	130
tfx/components/common_nodes/__init__.py	1
tfx/components/distribution_validator/__init__.py	1
tfx/components/distribution_validator/component.py	37
tfx/components/distribution_validator/executor.py	166
tfx/components/evaluator/__init__.py	1
tfx/components/evaluator/component.py	66
tfx/components/evaluator/constants.py	10
tfx/components/evaluator/executor.py	255
tfx/components/example_diff/__init__.py	1
tfx/components/example_diff/component.py	35
tfx/components/example_diff/executor.py	147
tfx/components/example_gen/__init__.py	1
tfx/components/example_gen/base_example_gen_executor.py	150
tfx/components/example_gen/component.py	80
tfx/components/example_gen/csv_example_gen/__init__.py	1
tfx/components/example_gen/csv_example_gen/component.py	25
tfx/components/example_gen/csv_example_gen/executor.py	137
tfx/components/example_gen/custom_executors/__init__.py	1
tfx/components/example_gen/custom_executors/avro_executor.py	23
tfx/components/example_gen/custom_executors/parquet_executor.py	24
tfx/components/example_gen/driver.py	128
tfx/components/example_gen/import_example_gen/__init__.py	1
tfx/components/example_gen/import_example_gen/component.py	25
tfx/components/example_gen/import_example_gen/executor.py	70
tfx/components/example_gen/input_processor.py	122
tfx/components/example_gen/utils.py	438
tfx/components/example_gen/write_split.py	60
tfx/components/example_validator/__init__.py	1
tfx/components/example_validator/component.py	30
tfx/components/example_validator/executor.py	81
tfx/components/example_validator/labels.py	7
tfx/components/experimental/__init__.py	1
tfx/components/experimental/data_view/__init__.py	1
tfx/components/experimental/data_view/binder_component.py	32
tfx/components/experimental/data_view/binder_executor.py	36
tfx/components/experimental/data_view/constants.py	2
tfx/components/experimental/data_view/provider_component.py	33
tfx/components/experimental/data_view/provider_executor.py	18
tfx/components/experimental/data_view/utils.py	10
tfx/components/infra_validator/__init__.py	1
tfx/components/infra_validator/component.py	29
tfx/components/infra_validator/error_types.py	10
tfx/components/infra_validator/executor.py	278
tfx/components/infra_validator/model_server_clients/__init__.py	1
tfx/components/infra_validator/model_server_clients/base_client.py	39
tfx/components/infra_validator/model_server_clients/tensorflow_serving_client.py	57
tfx/components/infra_validator/model_server_runners/__init__.py	1
tfx/components/infra_validator/model_server_runners/base_runner.py	16
tfx/components/infra_validator/model_server_runners/kubernetes_runner.py	266
tfx/components/infra_validator/model_server_runners/local_docker_runner.py	96
tfx/components/infra_validator/request_builder.py	194
tfx/components/infra_validator/serving_bins.py	117
tfx/components/infra_validator/types.py	15
tfx/components/model_validator/__init__.py	1
tfx/components/model_validator/component.py	23
tfx/components/model_validator/constants.py	14
tfx/components/model_validator/driver.py	39
tfx/components/model_validator/executor.py	133
tfx/components/pusher/__init__.py	1
tfx/components/pusher/component.py	48
tfx/components/pusher/executor.py	115
tfx/components/schema_gen/__init__.py	1
tfx/components/schema_gen/component.py	31
tfx/components/schema_gen/executor.py	47
tfx/components/schema_gen/import_schema_gen/component.py	14
tfx/components/schema_gen/import_schema_gen/executor.py	25
tfx/components/statistics_gen/__init__.py	1
tfx/components/statistics_gen/component.py	30
tfx/components/statistics_gen/executor.py	111
tfx/components/statistics_gen/stats_artifact_utils.py	16
tfx/components/trainer/__init__.py	1
tfx/components/trainer/component.py	75
tfx/components/trainer/constants.py	1
tfx/components/trainer/executor.py	113
tfx/components/trainer/fn_args_utils.py	126
tfx/components/trainer/rewriting/__init__.py	1
tfx/components/trainer/rewriting/converters.py	46
tfx/components/trainer/rewriting/rewriter.py	45
tfx/components/trainer/rewriting/rewriter_factory.py	38
tfx/components/trainer/rewriting/tfjs_rewriter.py	38
tfx/components/trainer/rewriting/tflite_rewriter.py	134
tfx/components/transform/__init__.py	1
tfx/components/transform/component.py	85
tfx/components/transform/executor.py	1115
tfx/components/transform/executor_utils.py	123
tfx/components/transform/labels.py	30
tfx/components/transform/messages.py	2
tfx/components/transform/run_executor.py	123
tfx/components/transform/stats_options_util.py	5
tfx/components/tuner/__init__.py	1
tfx/components/tuner/component.py	54
tfx/components/tuner/executor.py	74
tfx/components/util/__init__.py	1
tfx/components/util/examples_utils.py	50
tfx/components/util/model_utils.py	5
tfx/components/util/tfxio_utils.py	220
tfx/components/util/udf_utils.py	217
tfx/components/util/value_utils.py	30
tfx/dependencies.py	130
tfx/dsl/__init__.py	1
tfx/dsl/compiler/__init__.py	1
tfx/dsl/compiler/compiler.py	385
tfx/dsl/compiler/compiler_context.py	127
tfx/dsl/compiler/compiler_utils.py	196
tfx/dsl/compiler/constants.py	8
tfx/dsl/compiler/node_inputs_compiler.py	306
tfx/dsl/compiler/placeholder_utils.py	442
tfx/dsl/component/__init__.py	1
tfx/dsl/component/experimental/__init__.py	1
tfx/dsl/component/experimental/annotations.py	116
tfx/dsl/component/experimental/component_utils.py	53
tfx/dsl/component/experimental/container_component.py	50
tfx/dsl/component/experimental/decorators.py	272
tfx/dsl/component/experimental/executor_specs.py	91
tfx/dsl/component/experimental/function_parser.py	192
tfx/dsl/component/experimental/json_compat.py	71
tfx/dsl/component/experimental/placeholders.py	40
tfx/dsl/components/__init__.py	1
tfx/dsl/components/base/__init__.py	1
tfx/dsl/components/base/base_beam_component.py	19
tfx/dsl/components/base/base_beam_executor.py	81
tfx/dsl/components/base/base_component.py	121
tfx/dsl/components/base/base_driver.py	189
tfx/dsl/components/base/base_executor.py	80
tfx/dsl/components/base/base_node.py	138
tfx/dsl/components/base/executor_spec.py	98
tfx/dsl/components/common/__init__.py	1
tfx/dsl/components/common/importer.py	188
tfx/dsl/components/common/manual_node.py	18
tfx/dsl/components/common/resolver.py	151
tfx/dsl/context_managers/dsl_context.py	16
tfx/dsl/context_managers/dsl_context_manager.py	33
tfx/dsl/context_managers/dsl_context_registry.py	132
tfx/dsl/control_flow/for_each.py	31
tfx/dsl/control_flow/for_each_internal.py	32
tfx/dsl/experimental/__init__.py	1
tfx/dsl/experimental/conditionals/__init__.py	1
tfx/dsl/experimental/conditionals/conditional.py	33
tfx/dsl/experimental/latest_artifacts_resolver.py	6
tfx/dsl/experimental/latest_blessed_model_resolver.py	6
tfx/dsl/experimental/node_execution_options/__init__.py	1
tfx/dsl/experimental/node_execution_options/utils.py	11
tfx/dsl/experimental/spans_resolver.py	6
tfx/dsl/input_resolution/__init__.py	1
tfx/dsl/input_resolution/canned_resolver_functions.py	94
tfx/dsl/input_resolution/ops/all_spans_op.py	22
tfx/dsl/input_resolution/ops/consecutive_spans_op.py	49
tfx/dsl/input_resolution/ops/exclude_spans_op.py	18
tfx/dsl/input_resolution/ops/group_by_lineage_op.py	109
tfx/dsl/input_resolution/ops/latest_create_time_op.py	18
tfx/dsl/input_resolution/ops/latest_pipeline_run_outputs_op.py	66
tfx/dsl/input_resolution/ops/latest_policy_model_op.py	248
tfx/dsl/input_resolution/ops/latest_span_op.py	33
tfx/dsl/input_resolution/ops/latest_version_op.py	33
tfx/dsl/input_resolution/ops/ops.py	100
tfx/dsl/input_resolution/ops/ops_utils.py	117
tfx/dsl/input_resolution/ops/shuffle_op.py	12
tfx/dsl/input_resolution/ops/skip_if_empty_op.py	17
tfx/dsl/input_resolution/ops/skip_if_less_than_n_spans_op.py	23
tfx/dsl/input_resolution/ops/sliding_window_op.py	21
tfx/dsl/input_resolution/ops/span_driven_evaluator_inputs_op.py	92
tfx/dsl/input_resolution/ops/static_span_range_op.py	41
tfx/dsl/input_resolution/ops/training_range_op.py	65
tfx/dsl/input_resolution/ops/unnest_op.py	21
tfx/dsl/input_resolution/resolver_function.py	211
tfx/dsl/input_resolution/resolver_op.py	221
tfx/dsl/input_resolution/strategies/__init__.py	1
tfx/dsl/input_resolution/strategies/conditional_strategy.py	25
tfx/dsl/input_resolution/strategies/latest_artifact_strategy.py	26
tfx/dsl/input_resolution/strategies/latest_blessed_model_strategy.py	56
tfx/dsl/input_resolution/strategies/span_range_strategy.py	67
tfx/dsl/io/__init__.py	1
tfx/dsl/io/fileio.py	61
tfx/dsl/io/filesystem.py	52
tfx/dsl/io/filesystem_registry.py	52
tfx/dsl/io/plugins/__init__.py	1
tfx/dsl/io/plugins/local.py	89
tfx/dsl/io/plugins/tensorflow_gfile.py	85
tfx/dsl/placeholder/__init__.py	1
tfx/dsl/placeholder/placeholder.py	526
tfx/dsl/resolvers/__init__.py	1
tfx/experimental/__init__.py	1
tfx/experimental/distributed_inference/__init__.py	1
tfx/experimental/distributed_inference/graphdef_experiments/__init__.py	1
tfx/experimental/distributed_inference/graphdef_experiments/subgraph_partitioning/__init__.py	1
tfx/experimental/distributed_inference/graphdef_experiments/subgraph_partitioning/beam_pipeline.py	127
tfx/experimental/distributed_inference/graphdef_experiments/subgraph_partitioning/create_complex_graph.py	77
tfx/experimental/distributed_inference/graphdef_experiments/subgraph_partitioning/execution_spec.py	9
tfx/experimental/distributed_inference/graphdef_experiments/subgraph_partitioning/graph_partition.py	205
tfx/experimental/pipeline_testing/__init__.py	1
tfx/experimental/pipeline_testing/base_stub_component_launcher.py	31
tfx/experimental/pipeline_testing/base_stub_executor.py	39
tfx/experimental/pipeline_testing/executor_verifier_utils.py	168
tfx/experimental/pipeline_testing/pipeline_recorder.py	20
tfx/experimental/pipeline_testing/pipeline_recorder_utils.py	113
tfx/experimental/pipeline_testing/stub_component_launcher.py	4
tfx/experimental/templates/__init__.py	1
tfx/experimental/templates/container_based_test_case.py	241
tfx/experimental/templates/penguin/__init__.py	1
tfx/experimental/templates/penguin/e2e_tests/__init__.py	1
tfx/experimental/templates/penguin/kubeflow_runner.py	37
tfx/experimental/templates/penguin/local_runner.py	29
tfx/experimental/templates/penguin/models/__init__.py	1
tfx/experimental/templates/penguin/models/constants.py	6
tfx/experimental/templates/penguin/models/features.py	6
tfx/experimental/templates/penguin/models/model.py	134
tfx/experimental/templates/penguin/models/preprocessing.py	9
tfx/experimental/templates/penguin/pipeline/__init__.py	1
tfx/experimental/templates/penguin/pipeline/configs.py	17
tfx/experimental/templates/penguin/pipeline/pipeline.py	91
tfx/experimental/templates/taxi/__init__.py	1
tfx/experimental/templates/taxi/data_validation.ipynb	125
tfx/experimental/templates/taxi/e2e_tests/__init__.py	1
tfx/experimental/templates/taxi/kubeflow_runner.py	37
tfx/experimental/templates/taxi/kubeflow_v2_runner.py	30
tfx/experimental/templates/taxi/local_runner.py	29
tfx/experimental/templates/taxi/model_analysis.ipynb	105
tfx/experimental/templates/taxi/models/__init__.py	1
tfx/experimental/templates/taxi/models/estimator_model/__init__.py	1
tfx/experimental/templates/taxi/models/estimator_model/constants.py	3
tfx/experimental/templates/taxi/models/estimator_model/model.py	128
tfx/experimental/templates/taxi/models/features.py	17
tfx/experimental/templates/taxi/models/keras_model/__init__.py	1
tfx/experimental/templates/taxi/models/keras_model/constants.py	5
tfx/experimental/templates/taxi/models/keras_model/model.py	137
tfx/experimental/templates/taxi/models/preprocessing.py	37
tfx/experimental/templates/taxi/pipeline/__init__.py	1
tfx/experimental/templates/taxi/pipeline/configs.py	18
tfx/experimental/templates/taxi/pipeline/pipeline.py	110
tfx/extensions/__init__.py	1
tfx/extensions/experimental/__init__.py	1
tfx/extensions/experimental/kfp_compatibility/__init__.py	1
tfx/extensions/experimental/kfp_compatibility/kfp_container_component.py	59
tfx/extensions/experimental/kfp_compatibility/proto/kfp_component_spec.proto	80
tfx/extensions/google_cloud_ai_platform/__init__.py	1
tfx/extensions/google_cloud_ai_platform/bulk_inferrer/__init__.py	1
tfx/extensions/google_cloud_ai_platform/bulk_inferrer/component.py	66
tfx/extensions/google_cloud_ai_platform/bulk_inferrer/executor.py	179
tfx/extensions/google_cloud_ai_platform/cmle_runner.py	10
tfx/extensions/google_cloud_ai_platform/constants.py	21
tfx/extensions/google_cloud_ai_platform/prediction_clients.py	330
tfx/extensions/google_cloud_ai_platform/pusher/__init__.py	1
tfx/extensions/google_cloud_ai_platform/pusher/component.py	17
tfx/extensions/google_cloud_ai_platform/pusher/executor.py	96
tfx/extensions/google_cloud_ai_platform/runner.py	135
tfx/extensions/google_cloud_ai_platform/trainer/__init__.py	1
tfx/extensions/google_cloud_ai_platform/trainer/component.py	39
tfx/extensions/google_cloud_ai_platform/trainer/executor.py	74
tfx/extensions/google_cloud_ai_platform/training_clients.py	203
tfx/extensions/google_cloud_ai_platform/tuner/__init__.py	1
tfx/extensions/google_cloud_ai_platform/tuner/component.py	5
tfx/extensions/google_cloud_ai_platform/tuner/executor.py	200
tfx/extensions/google_cloud_big_query/__init__.py	1
tfx/extensions/google_cloud_big_query/example_gen/__init__.py	1
tfx/extensions/google_cloud_big_query/example_gen/component.py	26
tfx/extensions/google_cloud_big_query/example_gen/executor.py	29
tfx/extensions/google_cloud_big_query/experimental/__init__.py	1
tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/__init__.py	1
tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/component/__init__.py	1
tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/component/component.py	27
tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/component/executor.py	75
tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/proto/__init__.py	1
tfx/extensions/google_cloud_big_query/experimental/elwc_example_gen/proto/elwc_config.proto	22
tfx/extensions/google_cloud_big_query/pusher/__init__.py	1
tfx/extensions/google_cloud_big_query/pusher/component.py	17
tfx/extensions/google_cloud_big_query/pusher/executor.py	73
tfx/extensions/google_cloud_big_query/utils.py	49
tfx/orchestration/airflow/__init__.py	1
tfx/orchestration/airflow/airflow_component.py	60
tfx/orchestration/airflow/airflow_dag_runner.py	78
tfx/orchestration/airflow/airflow_runner.py	6
tfx/orchestration/beam/__init__.py	1
tfx/orchestration/beam/beam_dag_runner.py	187
tfx/orchestration/beam/legacy/__init__.py	1
tfx/orchestration/beam/legacy/beam_dag_runner.py	88
tfx/orchestration/config/__init__.py	1
tfx/orchestration/config/base_component_config.py	3
tfx/orchestration/config/config_utils.py	21
tfx/orchestration/config/docker_component_config.py	34
tfx/orchestration/config/kubernetes_component_config.py	9
tfx/orchestration/config/pipeline_config.py	30
tfx/orchestration/data_types.py	89
tfx/orchestration/data_types_utils.py	218
tfx/orchestration/experimental/__init__.py	1
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/__init__.py	1
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/entrypoint.py	6
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/kubernetes_job_runner.py	153
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/kubernetes_task_scheduler.py	83
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/main.py	133
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/service/__init__.py	1
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/service/kubernetes_orchestrator_service.py	42
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/service/proto/service.proto	48
tfx/orchestration/experimental/core/__init__.py	1
tfx/orchestration/experimental/core/async_pipeline_task_gen.py	319
tfx/orchestration/experimental/core/constants.py	9
tfx/orchestration/experimental/core/env.py	46
tfx/orchestration/experimental/core/event_observer.py	175
tfx/orchestration/experimental/core/garbage_collection.py	241
tfx/orchestration/experimental/core/mlmd_state.py	89
tfx/orchestration/experimental/core/orchestration_options.py	5
tfx/orchestration/experimental/core/pipeline_ops.py	1146
tfx/orchestration/experimental/core/pipeline_state.py	909
tfx/orchestration/experimental/core/post_execution_utils.py	170
tfx/orchestration/experimental/core/sample_mlmd_creator.py	105
tfx/orchestration/experimental/core/service_jobs.py	75
tfx/orchestration/experimental/core/sync_pipeline_task_gen.py	444
tfx/orchestration/experimental/core/task.py	112
tfx/orchestration/experimental/core/task_gen.py	8
tfx/orchestration/experimental/core/task_gen_utils.py	413
tfx/orchestration/experimental/core/task_manager.py	219
tfx/orchestration/experimental/core/task_queue.py	47
tfx/orchestration/experimental/core/task_scheduler.py	110
tfx/orchestration/experimental/core/task_schedulers/__init__.py	1
tfx/orchestration/experimental/core/task_schedulers/importer_task_scheduler.py	33
tfx/orchestration/experimental/core/task_schedulers/manual_task_scheduler.py	58
tfx/orchestration/experimental/core/task_schedulers/noop_task_scheduler.py	21
tfx/orchestration/experimental/core/task_schedulers/resolver_task_scheduler.py	12
tfx/orchestration/experimental/core/task_schedulers/subpipeline_task_scheduler.py	123
tfx/orchestration/experimental/core/testing/__init__.py	1
tfx/orchestration/experimental/interactive/__init__.py	1
tfx/orchestration/experimental/interactive/execution_result.py	18
tfx/orchestration/experimental/interactive/export_templates/__init__.py	1
tfx/orchestration/experimental/interactive/interactive_context.py	142
tfx/orchestration/experimental/interactive/notebook_extensions/__init__.py	1
tfx/orchestration/experimental/interactive/notebook_extensions/skip.py	11
tfx/orchestration/experimental/interactive/notebook_formatters.py	148
tfx/orchestration/experimental/interactive/notebook_utils.py	13
tfx/orchestration/experimental/interactive/standard_visualizations.py	60
tfx/orchestration/experimental/interactive/visualizations.py	26
tfx/orchestration/experimental/kubernetes/__init__.py	1
tfx/orchestration/experimental/kubernetes/container_entrypoint.py	60
tfx/orchestration/experimental/kubernetes/kubernetes_dag_runner.py	151
tfx/orchestration/experimental/kubernetes/kubernetes_remote_runner.py	163
tfx/orchestration/experimental/kubernetes/node_wrapper.py	26
tfx/orchestration/experimental/kubernetes/orchestrator_container_entrypoint.py	19
tfx/orchestration/experimental/kubernetes/yaml/jupyter.yaml	19
tfx/orchestration/experimental/kubernetes/yaml/kustomization.yaml	6
tfx/orchestration/experimental/kubernetes/yaml/mysql-pv.yaml	10
tfx/orchestration/experimental/kubernetes/yaml/mysql.yaml	42
tfx/orchestration/experimental/kubernetes/yaml/roles.yaml	15
tfx/orchestration/experimental/kubernetes/yaml/service-account.yaml	5
tfx/orchestration/kubeflow/__init__.py	1
tfx/orchestration/kubeflow/base_component.py	88
tfx/orchestration/kubeflow/container_entrypoint.py	294
tfx/orchestration/kubeflow/decorators.py	7
tfx/orchestration/kubeflow/kubeflow_dag_runner.py	224
tfx/orchestration/kubeflow/proto/kubeflow.proto	46
tfx/orchestration/kubeflow/runner.py	10
tfx/orchestration/kubeflow/utils.py	18
tfx/orchestration/kubeflow/v2/__init__.py	1
tfx/orchestration/kubeflow/v2/artifact_types/Artifact.yaml	2
tfx/orchestration/kubeflow/v2/artifact_types/Boolean.yaml	2
tfx/orchestration/kubeflow/v2/artifact_types/Dataset.yaml	2
tfx/orchestration/kubeflow/v2/artifact_types/ExampleAnomalies.yaml	9
tfx/orchestration/kubeflow/v2/artifact_types/ExampleStatistics.yaml	9
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