MANIFEST.in
gen_protos.py
pyproject.toml
setup.cfg
setup.py
apache_beam/__init__.py
apache_beam/error.py
apache_beam/pipeline.py
apache_beam/pipeline_test.py
apache_beam/pvalue.py
apache_beam/pvalue_test.py
apache_beam/py.typed
apache_beam/version.py
apache_beam/coders/__init__.py
apache_beam/coders/avro_record.py
apache_beam/coders/coder_impl.c
apache_beam/coders/coder_impl.pxd
apache_beam/coders/coder_impl.py
apache_beam/coders/coder_impl_row_encoders.c
apache_beam/coders/coder_impl_row_encoders.pyx
apache_beam/coders/coders.py
apache_beam/coders/coders_property_based_test.py
apache_beam/coders/coders_test.py
apache_beam/coders/coders_test_common.py
apache_beam/coders/fast_coders_test.py
apache_beam/coders/observable.py
apache_beam/coders/observable_test.py
apache_beam/coders/proto2_coder_test_messages_pb2.py
apache_beam/coders/row_coder.py
apache_beam/coders/row_coder_test.py
apache_beam/coders/slow_coders_test.py
apache_beam/coders/slow_stream.py
apache_beam/coders/standard_coders_test.py
apache_beam/coders/stream.c
apache_beam/coders/stream.pxd
apache_beam/coders/stream.pyx
apache_beam/coders/stream_test.py
apache_beam/coders/typecoders.py
apache_beam/coders/typecoders_test.py
apache_beam/dataframe/__init__.py
apache_beam/dataframe/convert.py
apache_beam/dataframe/convert_test.py
apache_beam/dataframe/doctests.py
apache_beam/dataframe/doctests_test.py
apache_beam/dataframe/expressions.py
apache_beam/dataframe/expressions_test.py
apache_beam/dataframe/frame_base.py
apache_beam/dataframe/frame_base_test.py
apache_beam/dataframe/frames.py
apache_beam/dataframe/frames_test.py
apache_beam/dataframe/io.py
apache_beam/dataframe/io_it_test.py
apache_beam/dataframe/io_test.py
apache_beam/dataframe/pandas_docs_test.py
apache_beam/dataframe/pandas_doctests_test.py
apache_beam/dataframe/pandas_top_level_functions.py
apache_beam/dataframe/partitionings.py
apache_beam/dataframe/partitionings_test.py
apache_beam/dataframe/schemas.py
apache_beam/dataframe/schemas_test.py
apache_beam/dataframe/transforms.py
apache_beam/dataframe/transforms_test.py
apache_beam/examples/__init__.py
apache_beam/examples/avro_nyc_trips.py
apache_beam/examples/avro_nyc_trips_it_test.py
apache_beam/examples/avro_nyc_trips_test.py
apache_beam/examples/california_housing_clustering.py
apache_beam/examples/fastavro_it_test.py
apache_beam/examples/matrix_power.py
apache_beam/examples/matrix_power_test.py
apache_beam/examples/online_clustering.py
apache_beam/examples/per_entity_training.py
apache_beam/examples/sql_taxi.py
apache_beam/examples/streaming_wordcount.py
apache_beam/examples/streaming_wordcount_debugging.py
apache_beam/examples/streaming_wordcount_debugging_it_test.py
apache_beam/examples/streaming_wordcount_debugging_test.py
apache_beam/examples/streaming_wordcount_it_test.py
apache_beam/examples/windowed_wordcount.py
apache_beam/examples/wordcount.py
apache_beam/examples/wordcount_dataframe.py
apache_beam/examples/wordcount_debugging.py
apache_beam/examples/wordcount_debugging_test.py
apache_beam/examples/wordcount_it_test.py
apache_beam/examples/wordcount_minimal.py
apache_beam/examples/wordcount_minimal_test.py
apache_beam/examples/wordcount_test.py
apache_beam/examples/wordcount_with_metrics.py
apache_beam/examples/wordcount_xlang.py
apache_beam/examples/wordcount_xlang_sql.py
apache_beam/examples/complete/__init__.py
apache_beam/examples/complete/autocomplete.py
apache_beam/examples/complete/autocomplete_it_test.py
apache_beam/examples/complete/autocomplete_test.py
apache_beam/examples/complete/distribopt.py
apache_beam/examples/complete/distribopt_test.py
apache_beam/examples/complete/estimate_pi.py
apache_beam/examples/complete/estimate_pi_it_test.py
apache_beam/examples/complete/estimate_pi_test.py
apache_beam/examples/complete/tfidf.py
apache_beam/examples/complete/tfidf_it_test.py
apache_beam/examples/complete/tfidf_test.py
apache_beam/examples/complete/top_wikipedia_sessions.py
apache_beam/examples/complete/top_wikipedia_sessions_it_test.py
apache_beam/examples/complete/top_wikipedia_sessions_test.py
apache_beam/examples/complete/game/__init__.py
apache_beam/examples/complete/game/game_stats.py
apache_beam/examples/complete/game/game_stats_it_test.py
apache_beam/examples/complete/game/game_stats_test.py
apache_beam/examples/complete/game/hourly_team_score.py
apache_beam/examples/complete/game/hourly_team_score_it_test.py
apache_beam/examples/complete/game/hourly_team_score_test.py
apache_beam/examples/complete/game/leader_board.py
apache_beam/examples/complete/game/leader_board_it_test.py
apache_beam/examples/complete/game/leader_board_test.py
apache_beam/examples/complete/game/user_score.py
apache_beam/examples/complete/game/user_score_it_test.py
apache_beam/examples/complete/game/user_score_test.py
apache_beam/examples/complete/juliaset/__init__.py
apache_beam/examples/complete/juliaset/juliaset_main.py
apache_beam/examples/complete/juliaset/setup.py
apache_beam/examples/complete/juliaset/juliaset/__init__.py
apache_beam/examples/complete/juliaset/juliaset/juliaset.py
apache_beam/examples/complete/juliaset/juliaset/juliaset_test.py
apache_beam/examples/complete/juliaset/juliaset/juliaset_test_it.py
apache_beam/examples/cookbook/__init__.py
apache_beam/examples/cookbook/bigquery_schema.py
apache_beam/examples/cookbook/bigquery_side_input.py
apache_beam/examples/cookbook/bigquery_side_input_it_test.py
apache_beam/examples/cookbook/bigquery_side_input_test.py
apache_beam/examples/cookbook/bigquery_tornadoes.py
apache_beam/examples/cookbook/bigquery_tornadoes_it_test.py
apache_beam/examples/cookbook/bigquery_tornadoes_test.py
apache_beam/examples/cookbook/bigtableio_it_test.py
apache_beam/examples/cookbook/coders.py
apache_beam/examples/cookbook/coders_it_test.py
apache_beam/examples/cookbook/coders_test.py
apache_beam/examples/cookbook/combiners_test.py
apache_beam/examples/cookbook/custom_ptransform.py
apache_beam/examples/cookbook/custom_ptransform_it_test.py
apache_beam/examples/cookbook/custom_ptransform_test.py
apache_beam/examples/cookbook/datastore_wordcount.py
apache_beam/examples/cookbook/datastore_wordcount_it_test.py
apache_beam/examples/cookbook/filters.py
apache_beam/examples/cookbook/filters_test.py
apache_beam/examples/cookbook/group_with_coder.py
apache_beam/examples/cookbook/group_with_coder_test.py
apache_beam/examples/cookbook/mergecontacts.py
apache_beam/examples/cookbook/mergecontacts_test.py
apache_beam/examples/cookbook/multiple_output_pardo.py
apache_beam/examples/cookbook/multiple_output_pardo_test.py
apache_beam/examples/dataframe/__init__.py
apache_beam/examples/dataframe/flight_delays.py
apache_beam/examples/dataframe/flight_delays_it_test.py
apache_beam/examples/dataframe/taxiride.py
apache_beam/examples/dataframe/taxiride_it_test.py
apache_beam/examples/dataframe/taxiride_test.py
apache_beam/examples/dataframe/wordcount.py
apache_beam/examples/dataframe/wordcount_test.py
apache_beam/examples/flink/__init__.py
apache_beam/examples/flink/flink_streaming_impulse.py
apache_beam/examples/inference/__init__.py
apache_beam/examples/inference/huggingface_language_modeling.py
apache_beam/examples/inference/huggingface_question_answering.py
apache_beam/examples/inference/milk_quality_prediction_windowing.py
apache_beam/examples/inference/onnx_sentiment_classification.py
apache_beam/examples/inference/pytorch_image_classification.py
apache_beam/examples/inference/pytorch_image_classification_with_side_inputs.py
apache_beam/examples/inference/pytorch_image_segmentation.py
apache_beam/examples/inference/pytorch_language_modeling.py
apache_beam/examples/inference/pytorch_model_per_key_image_segmentation.py
apache_beam/examples/inference/run_inference_side_inputs.py
apache_beam/examples/inference/sklearn_japanese_housing_regression.py
apache_beam/examples/inference/sklearn_mnist_classification.py
apache_beam/examples/inference/tensorflow_imagenet_segmentation.py
apache_beam/examples/inference/tensorflow_mnist_classification.py
apache_beam/examples/inference/tensorflow_mnist_with_weights.py
apache_beam/examples/inference/tensorrt_object_detection.py
apache_beam/examples/inference/tensorrt_text_classification.py
apache_beam/examples/inference/vertex_ai_image_classification.py
apache_beam/examples/inference/vertex_ai_llm_text_classification.py
apache_beam/examples/inference/xgboost_iris_classification.py
apache_beam/examples/inference/runinference_metrics/__init__.py
apache_beam/examples/inference/runinference_metrics/config.py
apache_beam/examples/inference/runinference_metrics/main.py
apache_beam/examples/inference/runinference_metrics/setup.py
apache_beam/examples/inference/runinference_metrics/pipeline/__init__.py
apache_beam/examples/inference/runinference_metrics/pipeline/options.py
apache_beam/examples/inference/runinference_metrics/pipeline/transformations.py
apache_beam/examples/inference/tfx_bsl/__init__.py
apache_beam/examples/inference/tfx_bsl/build_tensorflow_model.py
apache_beam/examples/inference/tfx_bsl/tensorflow_image_classification.py
apache_beam/examples/inference/tfx_bsl/tfx_bsl_inference_it_test.py
apache_beam/examples/kafkataxi/__init__.py
apache_beam/examples/kafkataxi/kafka_taxi.py
apache_beam/examples/ml_transform/__init__.py
apache_beam/examples/ml_transform/ml_transform_basic.py
apache_beam/examples/ml_transform/ml_transform_it_test.py
apache_beam/examples/ml_transform/vocab_tfidf_processing.py
apache_beam/examples/snippets/__init__.py
apache_beam/examples/snippets/snippets.py
apache_beam/examples/snippets/snippets_examples_wordcount_debugging.py
apache_beam/examples/snippets/snippets_examples_wordcount_minimal.py
apache_beam/examples/snippets/snippets_examples_wordcount_wordcount.py
apache_beam/examples/snippets/snippets_test.py
apache_beam/examples/snippets/util.py
apache_beam/examples/snippets/util_test.py
apache_beam/examples/snippets/transforms/__init__.py
apache_beam/examples/snippets/transforms/aggregation/__init__.py
apache_beam/examples/snippets/transforms/aggregation/cogroupbykey.py
apache_beam/examples/snippets/transforms/aggregation/cogroupbykey_test.py
apache_beam/examples/snippets/transforms/aggregation/combineglobally_combinefn.py
apache_beam/examples/snippets/transforms/aggregation/combineglobally_function.py
apache_beam/examples/snippets/transforms/aggregation/combineglobally_lambda.py
apache_beam/examples/snippets/transforms/aggregation/combineglobally_multiple_arguments.py
apache_beam/examples/snippets/transforms/aggregation/combineglobally_side_inputs_dict.py
apache_beam/examples/snippets/transforms/aggregation/combineglobally_side_inputs_iter.py
apache_beam/examples/snippets/transforms/aggregation/combineglobally_side_inputs_singleton.py
apache_beam/examples/snippets/transforms/aggregation/combineglobally_test.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_combinefn.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_function.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_lambda.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_multiple_arguments.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_side_inputs_dict.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_side_inputs_iter.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_side_inputs_singleton.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_simple.py
apache_beam/examples/snippets/transforms/aggregation/combineperkey_test.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_combinefn.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_function.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_lambda.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_multiple_arguments.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_side_inputs_dict.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_side_inputs_iter.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_side_inputs_singleton.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_simple.py
apache_beam/examples/snippets/transforms/aggregation/combinevalues_test.py
apache_beam/examples/snippets/transforms/aggregation/count_globally.py
apache_beam/examples/snippets/transforms/aggregation/count_per_element.py
apache_beam/examples/snippets/transforms/aggregation/count_per_key.py
apache_beam/examples/snippets/transforms/aggregation/count_test.py
apache_beam/examples/snippets/transforms/aggregation/distinct.py
apache_beam/examples/snippets/transforms/aggregation/distinct_test.py
apache_beam/examples/snippets/transforms/aggregation/groupby_attr.py
apache_beam/examples/snippets/transforms/aggregation/groupby_attr_expr.py
apache_beam/examples/snippets/transforms/aggregation/groupby_expr.py
apache_beam/examples/snippets/transforms/aggregation/groupby_expr_aggregate.py
apache_beam/examples/snippets/transforms/aggregation/groupby_global_aggregate.py
apache_beam/examples/snippets/transforms/aggregation/groupby_simple_aggregate.py
apache_beam/examples/snippets/transforms/aggregation/groupby_test.py
apache_beam/examples/snippets/transforms/aggregation/groupby_two_exprs.py
apache_beam/examples/snippets/transforms/aggregation/groupbykey.py
apache_beam/examples/snippets/transforms/aggregation/groupbykey_test.py
apache_beam/examples/snippets/transforms/aggregation/groupintobatches.py
apache_beam/examples/snippets/transforms/aggregation/groupintobatches_test.py
apache_beam/examples/snippets/transforms/aggregation/latest_globally.py
apache_beam/examples/snippets/transforms/aggregation/latest_per_key.py
apache_beam/examples/snippets/transforms/aggregation/latest_test.py
apache_beam/examples/snippets/transforms/aggregation/max_globally.py
apache_beam/examples/snippets/transforms/aggregation/max_per_key.py
apache_beam/examples/snippets/transforms/aggregation/max_test.py
apache_beam/examples/snippets/transforms/aggregation/mean_globally.py
apache_beam/examples/snippets/transforms/aggregation/mean_per_key.py
apache_beam/examples/snippets/transforms/aggregation/mean_test.py
apache_beam/examples/snippets/transforms/aggregation/min_globally.py
apache_beam/examples/snippets/transforms/aggregation/min_per_key.py
apache_beam/examples/snippets/transforms/aggregation/min_test.py
apache_beam/examples/snippets/transforms/aggregation/sample_fixed_size_globally.py
apache_beam/examples/snippets/transforms/aggregation/sample_fixed_size_per_key.py
apache_beam/examples/snippets/transforms/aggregation/sample_test.py
apache_beam/examples/snippets/transforms/aggregation/sum_globally.py
apache_beam/examples/snippets/transforms/aggregation/sum_per_key.py
apache_beam/examples/snippets/transforms/aggregation/sum_test.py
apache_beam/examples/snippets/transforms/aggregation/top_largest.py
apache_beam/examples/snippets/transforms/aggregation/top_largest_per_key.py
apache_beam/examples/snippets/transforms/aggregation/top_of.py
apache_beam/examples/snippets/transforms/aggregation/top_per_key.py
apache_beam/examples/snippets/transforms/aggregation/top_smallest.py
apache_beam/examples/snippets/transforms/aggregation/top_smallest_per_key.py
apache_beam/examples/snippets/transforms/aggregation/top_test.py
apache_beam/examples/snippets/transforms/elementwise/__init__.py
apache_beam/examples/snippets/transforms/elementwise/filter_function.py
apache_beam/examples/snippets/transforms/elementwise/filter_lambda.py
apache_beam/examples/snippets/transforms/elementwise/filter_multiple_arguments.py
apache_beam/examples/snippets/transforms/elementwise/filter_side_inputs_dict.py
apache_beam/examples/snippets/transforms/elementwise/filter_side_inputs_iter.py
apache_beam/examples/snippets/transforms/elementwise/filter_side_inputs_singleton.py
apache_beam/examples/snippets/transforms/elementwise/filter_test.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_function.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_generator.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_lambda.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_multiple_arguments.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_side_inputs_dict.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_side_inputs_iter.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_side_inputs_singleton.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_simple.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_test.py
apache_beam/examples/snippets/transforms/elementwise/flatmap_tuple.py
apache_beam/examples/snippets/transforms/elementwise/keys.py
apache_beam/examples/snippets/transforms/elementwise/keys_test.py
apache_beam/examples/snippets/transforms/elementwise/kvswap.py
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apache_beam/examples/snippets/transforms/elementwise/map_function.py
apache_beam/examples/snippets/transforms/elementwise/map_lambda.py
apache_beam/examples/snippets/transforms/elementwise/map_multiple_arguments.py
apache_beam/examples/snippets/transforms/elementwise/map_side_inputs_dict.py
apache_beam/examples/snippets/transforms/elementwise/map_side_inputs_iter.py
apache_beam/examples/snippets/transforms/elementwise/map_side_inputs_singleton.py
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apache_beam/examples/snippets/transforms/elementwise/map_tuple.py
apache_beam/examples/snippets/transforms/elementwise/mltransform.py
apache_beam/examples/snippets/transforms/elementwise/mltransform_test.py
apache_beam/examples/snippets/transforms/elementwise/pardo_dofn.py
apache_beam/examples/snippets/transforms/elementwise/pardo_dofn_methods.py
apache_beam/examples/snippets/transforms/elementwise/pardo_dofn_params.py
apache_beam/examples/snippets/transforms/elementwise/pardo_test.py
apache_beam/examples/snippets/transforms/elementwise/partition_function.py
apache_beam/examples/snippets/transforms/elementwise/partition_lambda.py
apache_beam/examples/snippets/transforms/elementwise/partition_multiple_arguments.py
apache_beam/examples/snippets/transforms/elementwise/partition_test.py
apache_beam/examples/snippets/transforms/elementwise/regex_all_matches.py
apache_beam/examples/snippets/transforms/elementwise/regex_find.py
apache_beam/examples/snippets/transforms/elementwise/regex_find_all.py
apache_beam/examples/snippets/transforms/elementwise/regex_find_kv.py
apache_beam/examples/snippets/transforms/elementwise/regex_matches.py
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apache_beam/examples/snippets/transforms/elementwise/regex_replace_all.py
apache_beam/examples/snippets/transforms/elementwise/regex_replace_first.py
apache_beam/examples/snippets/transforms/elementwise/regex_split.py
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apache_beam/examples/snippets/transforms/elementwise/runinference.py
apache_beam/examples/snippets/transforms/elementwise/runinference_sklearn_keyed_model_handler.py
apache_beam/examples/snippets/transforms/elementwise/runinference_sklearn_unkeyed_model_handler.py
apache_beam/examples/snippets/transforms/elementwise/runinference_test.py
apache_beam/examples/snippets/transforms/elementwise/tostring_element.py
apache_beam/examples/snippets/transforms/elementwise/tostring_iterables.py
apache_beam/examples/snippets/transforms/elementwise/tostring_kvs.py
apache_beam/examples/snippets/transforms/elementwise/tostring_test.py
apache_beam/examples/snippets/transforms/elementwise/values.py
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apache_beam/examples/snippets/transforms/elementwise/withtimestamps.py
apache_beam/examples/snippets/transforms/elementwise/withtimestamps_event_time.py
apache_beam/examples/snippets/transforms/elementwise/withtimestamps_logical_clock.py
apache_beam/examples/snippets/transforms/elementwise/withtimestamps_processing_time.py
apache_beam/examples/snippets/transforms/elementwise/withtimestamps_test.py
apache_beam/examples/snippets/transforms/other/__init__.py
apache_beam/examples/snippets/transforms/other/create.py
apache_beam/examples/snippets/transforms/other/create_test.py
apache_beam/examples/snippets/transforms/other/flatten.py
apache_beam/examples/snippets/transforms/other/flatten_test.py
apache_beam/examples/snippets/transforms/other/window.py
apache_beam/examples/snippets/transforms/other/window_test.py
apache_beam/internal/__init__.py
apache_beam/internal/cloudpickle_pickler.py
apache_beam/internal/cloudpickle_pickler_test.py
apache_beam/internal/dill_pickler.py
apache_beam/internal/http_client.py
apache_beam/internal/http_client_test.py
apache_beam/internal/module_test.py
apache_beam/internal/pickler.py
apache_beam/internal/pickler_test.py
apache_beam/internal/util.py
apache_beam/internal/util_test.py
apache_beam/internal/azure/__init__.py
apache_beam/internal/azure/auth.py
apache_beam/internal/gcp/__init__.py
apache_beam/internal/gcp/auth.py
apache_beam/internal/gcp/auth_test.py
apache_beam/internal/gcp/json_value.py
apache_beam/internal/gcp/json_value_test.py
apache_beam/internal/metrics/__init__.py
apache_beam/internal/metrics/cells.py
apache_beam/internal/metrics/cells_test.py
apache_beam/internal/metrics/metric.py
apache_beam/internal/metrics/metric_test.py
apache_beam/io/__init__.py
apache_beam/io/avroio.py
apache_beam/io/avroio_test.py
apache_beam/io/concat_source.py
apache_beam/io/concat_source_test.py
apache_beam/io/debezium.py
apache_beam/io/filebasedio_perf_test.py
apache_beam/io/filebasedsink.py
apache_beam/io/filebasedsink_test.py
apache_beam/io/filebasedsource.py
apache_beam/io/filebasedsource_test.py
apache_beam/io/fileio.py
apache_beam/io/fileio_test.py
apache_beam/io/filesystem.py
apache_beam/io/filesystem_test.py
apache_beam/io/filesystemio.py
apache_beam/io/filesystemio_test.py
apache_beam/io/filesystems.py
apache_beam/io/filesystems_test.py
apache_beam/io/hadoopfilesystem.py
apache_beam/io/hadoopfilesystem_test.py
apache_beam/io/iobase.py
apache_beam/io/iobase_test.py
apache_beam/io/jdbc.py
apache_beam/io/kafka.py
apache_beam/io/kinesis.py
apache_beam/io/localfilesystem.py
apache_beam/io/localfilesystem_test.py
apache_beam/io/mongodbio.py
apache_beam/io/mongodbio_it_test.py
apache_beam/io/mongodbio_test.py
apache_beam/io/parquetio.py
apache_beam/io/parquetio_it_test.py
apache_beam/io/parquetio_test.py
apache_beam/io/range_trackers.py
apache_beam/io/range_trackers_test.py
apache_beam/io/requestresponse.py
apache_beam/io/requestresponse_it_test.py
apache_beam/io/requestresponse_test.py
apache_beam/io/restriction_trackers.py
apache_beam/io/restriction_trackers_test.py
apache_beam/io/snowflake.py
apache_beam/io/source_test_utils.py
apache_beam/io/source_test_utils_test.py
apache_beam/io/sources_test.py
apache_beam/io/textio.py
apache_beam/io/textio_test.py
apache_beam/io/tfrecordio.py
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