Path	Lines of Code
CODE_OF_CONDUCT.md	88
CONTRIBUTING.md	150
README.md	96
README.ml-pipelines-sdk.md	9
RELEASE.md	2018
RFCs.md	24
ROADMAP.md	104
package_build/README.md	46
requirements.txt	2
test_constraints.txt	13
tfx/benchmarks/datasets/chicago_taxi/README.md	19
tfx/benchmarks/datasets/chicago_taxi/model/tfma_saved_model/saved_model.pb	26757
tfx/benchmarks/datasets/chicago_taxi/model/tft_saved_model/saved_model.pb	5944
tfx/benchmarks/datasets/chicago_taxi/model/tft_tf2_saved_model/saved_model.pb	5883
tfx/benchmarks/datasets/chicago_taxi/model/trained_saved_model/saved_model.pb	16737
tfx/components/trainer/rewriting/README.md	56
tfx/dsl/input_resolution/README.md	5
tfx/examples/__init__.py	1
tfx/examples/airflow_workshop/taxi/README.md	9
tfx/examples/airflow_workshop/taxi/notebooks/notebook.ipynb	984
tfx/examples/airflow_workshop/taxi/notebooks/tfx_utils.py	113
tfx/examples/airflow_workshop/taxi/notebooks/utils.py	311
tfx/examples/airflow_workshop/taxi/setup/dags/taxi_pipeline.py	142
tfx/examples/airflow_workshop/taxi/setup/dags/taxi_utils.py	228
tfx/examples/airflow_workshop/taxi/setup/reset_env.sh	12
tfx/examples/airflow_workshop/taxi/setup/setup_demo.sh	30
tfx/examples/bert/__init__.py	1
tfx/examples/bert/cola/README.md	53
tfx/examples/bert/cola/__init__.py	1
tfx/examples/bert/cola/bert_cola_pipeline.py	122
tfx/examples/bert/cola/bert_cola_pipeline_e2e_test.py	61
tfx/examples/bert/cola/bert_cola_utils.py	103
tfx/examples/bert/mrpc/README.md	55
tfx/examples/bert/mrpc/__init__.py	1
tfx/examples/bert/mrpc/bert_mrpc_pipeline.py	122
tfx/examples/bert/mrpc/bert_mrpc_pipeline_e2e_test.py	61
tfx/examples/bert/mrpc/bert_mrpc_utils.py	105
tfx/examples/bert/utils/__init__.py	1
tfx/examples/bert/utils/bert_models.py	42
tfx/examples/bert/utils/bert_tokenizer_utils.py	82
tfx/examples/bigquery_ml/__init__.py	1
tfx/examples/bigquery_ml/taxi_pipeline_kubeflow_gcp_bqml.py	115
tfx/examples/bigquery_ml/taxi_utils_bqml.py	173
tfx/examples/bigquery_ml/taxi_utils_bqml_test.py	127
tfx/examples/chicago_taxi_pipeline/README.md	171
tfx/examples/chicago_taxi_pipeline/__init__.py	1
tfx/examples/chicago_taxi_pipeline/data/README.md	5
tfx/examples/chicago_taxi_pipeline/serving/__init__.py	1
tfx/examples/chicago_taxi_pipeline/serving/chicago_taxi_client.py	130
tfx/examples/chicago_taxi_pipeline/serving/classify_aiplatform.sh	10
tfx/examples/chicago_taxi_pipeline/serving/classify_local.sh	9
tfx/examples/chicago_taxi_pipeline/serving/start_model_server_aiplatform.sh	14
tfx/examples/chicago_taxi_pipeline/serving/start_model_server_local.sh	23
tfx/examples/chicago_taxi_pipeline/taxi_pipeline_local.py	130
tfx/examples/chicago_taxi_pipeline/taxi_pipeline_local_e2e_test.py	69
tfx/examples/chicago_taxi_pipeline/taxi_pipeline_native_keras.py	122
tfx/examples/chicago_taxi_pipeline/taxi_pipeline_native_keras_e2e_test.py	99
tfx/examples/chicago_taxi_pipeline/taxi_pipeline_simple.py	123
tfx/examples/chicago_taxi_pipeline/taxi_pipeline_simple_airflow_e2e_test.py	158
tfx/examples/chicago_taxi_pipeline/taxi_pipeline_simple_test.py	38
tfx/examples/chicago_taxi_pipeline/taxi_utils.py	175
tfx/examples/chicago_taxi_pipeline/taxi_utils_native_keras.py	194
tfx/examples/chicago_taxi_pipeline/taxi_utils_test.py	127
tfx/examples/cifar10/README.md	51
tfx/examples/cifar10/__init__.py	1
tfx/examples/cifar10/cifar10_pipeline_native_keras.py	126
tfx/examples/cifar10/cifar10_pipeline_native_keras_e2e_test.py	75
tfx/examples/cifar10/cifar10_utils_native_keras.py	200
tfx/examples/cifar10/data/labels.txt	10
tfx/examples/containers/workshop/README.md	40
tfx/examples/containers/workshop/buildfiles/init.sh	34
tfx/examples/containers/workshop/buildfiles/setup_demo.sh	37
tfx/examples/containers/workshop/docker-compose.yaml	19
tfx/examples/custom_components/README.md	6
tfx/examples/custom_components/__init__.py	1
tfx/examples/custom_components/container_components/__init__.py	1
tfx/examples/custom_components/container_components/download_grep_print_pipeline.py	93
tfx/examples/custom_components/container_components/download_grep_print_pipeline_on_beam_test.py	38
tfx/examples/custom_components/hello_world/README.md	16
tfx/examples/custom_components/hello_world/__init__.py	1
tfx/examples/custom_components/hello_world/example/__init__.py	1
tfx/examples/custom_components/hello_world/example/taxi_pipeline_hello.py	36
tfx/examples/custom_components/hello_world/example/taxi_pipeline_hello_e2e_test.py	55
tfx/examples/custom_components/hello_world/hello_component/__init__.py	1
tfx/examples/custom_components/hello_world/hello_component/component.py	31
tfx/examples/custom_components/hello_world/hello_component/component_test.py	28
tfx/examples/custom_components/hello_world/hello_component/executor.py	29
tfx/examples/custom_components/presto_example_gen/README.md	120
tfx/examples/custom_components/presto_example_gen/__init__.py	1
tfx/examples/custom_components/presto_example_gen/example/__init__.py	1
tfx/examples/custom_components/presto_example_gen/example/taxi_pipeline_presto.py	87
tfx/examples/custom_components/presto_example_gen/presto_component/__init__.py	1
tfx/examples/custom_components/presto_example_gen/presto_component/component.py	28
tfx/examples/custom_components/presto_example_gen/presto_component/component_test.py	41
tfx/examples/custom_components/presto_example_gen/presto_component/executor.py	100
tfx/examples/custom_components/presto_example_gen/presto_component/executor_test.py	113
tfx/examples/custom_components/presto_example_gen/proto/__init__.py	1
tfx/examples/custom_components/presto_example_gen/proto/presto_config.proto	56
tfx/examples/custom_components/slack/README.md	112
tfx/examples/custom_components/slack/__init__.py	1
tfx/examples/custom_components/slack/example/__init__.py	1
tfx/examples/custom_components/slack/example/taxi_pipeline_slack.py	86
tfx/examples/custom_components/slack/example/taxi_pipeline_slack_kubeflow.py	92
tfx/examples/custom_components/slack/example/taxi_utils_slack.py	171
tfx/examples/custom_components/slack/slack_component/__init__.py	1
tfx/examples/custom_components/slack/slack_component/component.py	41
tfx/examples/custom_components/slack/slack_component/component_test.py	21
tfx/examples/custom_components/slack/slack_component/executor.py	123
tfx/examples/imdb/README.md	21
tfx/examples/imdb/__init__.py	1
tfx/examples/imdb/imdb_fetch_data.py	12
tfx/examples/imdb/imdb_pipeline_native_keras.py	124
tfx/examples/imdb/imdb_pipeline_native_keras_e2e_test.py	72
tfx/examples/imdb/imdb_utils_native_keras.py	105
tfx/examples/mnist/README.md	39
tfx/examples/mnist/__init__.py	1
tfx/examples/mnist/mnist_pipeline_native_keras.py	130
tfx/examples/mnist/mnist_pipeline_native_keras_e2e_test.py	98
tfx/examples/mnist/mnist_utils_native_keras.py	40
tfx/examples/mnist/mnist_utils_native_keras_base.py	41
tfx/examples/mnist/mnist_utils_native_keras_lite.py	52
tfx/examples/penguin/README.md	100
tfx/examples/penguin/__init__.py	1
tfx/examples/penguin/experimental/README.md	64
tfx/examples/penguin/experimental/__init__.py	1
tfx/examples/penguin/experimental/penguin_pipeline_sklearn_gcp.py	128
tfx/examples/penguin/experimental/penguin_pipeline_sklearn_gcp_test.py	48
tfx/examples/penguin/experimental/penguin_pipeline_sklearn_local.py	110
tfx/examples/penguin/experimental/penguin_pipeline_sklearn_local_e2e_test.py	65
tfx/examples/penguin/experimental/penguin_utils_sklearn.py	68
tfx/examples/penguin/experimental/sklearn_predict_extractor.py	93
tfx/examples/penguin/experimental/sklearn_predict_extractor_test.py	123
tfx/examples/penguin/penguin_pipeline_kubeflow.py	323
tfx/examples/penguin/penguin_pipeline_kubeflow_e2e_test.py	99
tfx/examples/penguin/penguin_pipeline_kubeflow_test.py	61
tfx/examples/penguin/penguin_pipeline_local.py	271
tfx/examples/penguin/penguin_pipeline_local_e2e_test.py	410
tfx/examples/penguin/penguin_pipeline_local_infraval.py	135
tfx/examples/penguin/penguin_pipeline_local_infraval_e2e_test.py	132
tfx/examples/penguin/penguin_utils_base.py	56
tfx/examples/penguin/penguin_utils_cloud_tuner.py	151
tfx/examples/penguin/penguin_utils_flax_experimental.py	184
tfx/examples/penguin/penguin_utils_keras.py	87
tfx/examples/penguin/penguin_utils_tfdf_experimental.py	120
tfx/examples/penguin/setup/setup_beam_on_flink.sh	46
tfx/examples/penguin/setup/setup_beam_on_spark.sh	46
tfx/examples/ranking/README.md	11
tfx/examples/ranking/__init__.py	1
tfx/examples/ranking/features.py	16
tfx/examples/ranking/ranking_pipeline.py	126
tfx/examples/ranking/ranking_pipeline_e2e_test.py	57
tfx/examples/ranking/ranking_utils.py	177
tfx/examples/ranking/struct2tensor_parsing_utils.py	170
tfx/examples/ranking/struct2tensor_parsing_utils_test.py	87
tfx/examples/tfjs_next_page_prediction/README.md	18
tfx/examples/tfjs_next_page_prediction/__init__.py	1
tfx/examples/tfjs_next_page_prediction/bigquery_beam_data_generation.py	68
tfx/examples/tfjs_next_page_prediction/bigquery_beam_data_generation_test.py	75
tfx/examples/tfjs_next_page_prediction/tfjs_next_page_prediction_e2e_test.py	79
tfx/examples/tfjs_next_page_prediction/tfjs_next_page_prediction_pipeline.py	127
tfx/examples/tfjs_next_page_prediction/tfjs_next_page_prediction_util.py	109
tfx/experimental/pipeline_testing/examples/chicago_taxi_pipeline/taxi_pipeline_regression_e2e_test.py	140
tfx/experimental/pipeline_testing/examples/imdb_pipeline/imdb_stub_pipeline_regression_e2e_test.py	135
tfx/experimental/templates/penguin/README.md	33
tfx/experimental/templates/taxi/README.md	33
tfx/extensions/google_cloud_ai_platform/bulk_inferrer/README.md	27
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/README.md	57
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/examples/__init__.py	1
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/examples/client.py	25
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/examples/run_sample_component.py	53
tfx/orchestration/experimental/centralized_kubernetes_orchestrator/examples/run_sample_pipeline.py	40
tfx/orchestration/experimental/kubernetes/README.md	63
tfx/orchestration/experimental/kubernetes/examples/__init__.py	1
tfx/orchestration/experimental/kubernetes/examples/download_grep_print_pipeline_on_kubernetes.py	26
tfx/orchestration/experimental/kubernetes/examples/taxi_pipeline_kubernetes.py	117
tfx/orchestration/experimental/kubernetes/examples/taxi_pipeline_kubernetes_test.py	20
tfx/orchestration/kubeflow/v2/README.md	42
tfx/orchestration/kubeflow/v2/artifact_types/README.md	35
tfx/orchestration/launcher/README.md	96
tfx/orchestration/portable/README.md	4
tfx/tools/cli/README.md	3
tfx/tools/docker/README.md	3
tfx/v1/README.md	2