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Tutorials Learn how to use TensorFlow with end-to-end examples Guide Learn framework concepts and components Learn ML Educational resources to master your path with TensorFlow API TensorFlow (v2.16.1) Versions… TensorFlow.js TensorFlow Lite TFX Resources LIBRARIES TensorFlow.js Develop web ML applications in JavaScript TensorFlow Lite Deploy ML on mobile, microcontrollers and other edge devices TFX Build production ML pipelines All libraries Create advanced models and extend TensorFlow RESOURCES Models & datasets Pre-trained models and datasets built by Google and the community Tools Tools to support and accelerate TensorFlow workflows Responsible AI Resources for every stage of the ML workflow Recommendation systems Build recommendation systems with open source tools Community Groups User groups, interest groups and mailing lists Contribute Guide for contributing to code and documentation Blog Stay up to date with all things TensorFlow Forum Discussion platform for the TensorFlow community Why TensorFlow About Case studies / English 中文 – 简体 GitHub Sign in Datasets Overview Catalog Community Catalog Guide API Install Learn More API More Resources More Overview Catalog Community Catalog Guide API Community More Why TensorFlow More GitHub All Symbols tfds Overview ReadConfig Split as_dataframe as_numpy benchmark builder builder_cls builder_from_directories builder_from_directory data_source dataset_collection disable_progress_bar display_progress_bar enable_progress_bar even_splits is_dataset_on_gcs list_builders list_dataset_collections load split_for_jax_process tfds.beam Overview ReadFromTFDS inc_counter tfds.core Overview BeamBasedBuilder BeamMetadataDict BenchmarkResult BuilderConfig DatasetBuilder DatasetCollectionLoader DatasetIdentity DatasetInfo DatasetNotFoundError Experiment FileFormat GeneratorBasedBuilder Metadata MetadataDict Path ReadInstruction SequentialWriter ShardedFileTemplate SplitDict SplitGenerator SplitInfo Version add_data_dir as_path gcs_path lazy_imports tfds_path tfds.dataset_builders Overview AdhocBuilder ConllBuilderConfig ConllDatasetBuilder ConllUBuilderConfig ConllUDatasetBuilder HuggingfaceDatasetBuilder TfDataBuilder ViewBuilder ViewConfig store_as_tfds_dataset tfds.decode Overview Decoder PartialDecoding SkipDecoding make_decoder tfds.deprecated Overview add_checksums_dir text Overview ByteTextEncoder SubwordTextEncoder TextEncoder TextEncoderConfig TokenTextEncoder Tokenizer tfds.download Overview ComputeStatsMode DownloadConfig DownloadError DownloadManager ExtractMethod GenerateMode Resource iter_archive tfds.features Overview Audio BBox BBoxFeature ClassLabel Dataset DocArg Documentation Encoding FeatureConnector FeaturesDict Image LabeledImage Scalar Sequence Tensor TensorInfo Text Video tfds.folder_dataset Overview ImageFolder TranslateFolder compute_split_info compute_split_info_from_directory write_metadata tfds.testing Overview DatasetBuilderTestCase DatasetBuilderTestCase.failureException DummyBeamDataset DummyDataset DummyDatasetCollection DummyDatasetSharedGenerator DummyMnist DummyParser DummySerializer FeatureExpectationItem FeatureExpectationsTestCase MockFs MockPolicy PickableDataSourceMock RaggedConstant SubTestCase TestCase assert_features_equal fake_examples_dir make_tmp_dir mock_data mock_kaggle_api rm_tmp_dir run_in_graph_and_eager_modes test_main tmp_dir tfds.transform Overview Example ExampleTransformFn Key KeyExample apply_do_fn apply_filter apply_fn apply_transformations remove_feature rename_feature rename_features tfds.typing Overview DecoderArg Dim FeatureSpecs Json JsonValue Key KeySerializedExample ListOrElem ListOrTreeOrElem NpArrayOrScalar NpArrayOrScalarDict PathLike Shape SplitArg TensorDict Tree TreeDict TupleOrList tfds.visualization Overview GraphVisualizer GraphVisualizerMetadataDict ImageGridVisualizer Visualizer show_examples show_statistics Introduction Tutorials Guide Learn ML TensorFlow (v2.16.1) Versions… TensorFlow.js TensorFlow Lite TFX LIBRARIES TensorFlow.js TensorFlow Lite TFX All libraries RESOURCES Models & datasets Tools Responsible AI Recommendation systems Groups Contribute Blog Forum About Case studies TFDS now supports the Croissant 🥐 format! Read the documentation to know more. TensorFlow Resources Datasets API All symbols in TensorFlow Datasets Stay organized with collections Save and categorize content based on your preferences. Primary symbols tfds tfds.GenerateMode tfds.ImageFolder tfds.ReadConfig tfds.Split tfds.TranslateFolder tfds.as_dataframe tfds.as_numpy tfds.beam tfds.beam.ReadFromTFDS tfds.beam.inc_counter tfds.benchmark tfds.builder tfds.builder_cls tfds.builder_from_directories tfds.builder_from_directory tfds.core tfds.core.BeamBasedBuilder tfds.core.BeamMetadataDict tfds.core.BenchmarkResult tfds.core.BuilderConfig tfds.core.DatasetBuilder tfds.core.DatasetCollectionLoader tfds.core.DatasetIdentity tfds.core.DatasetInfo tfds.core.DatasetNotFoundError tfds.core.Experiment tfds.core.FileFormat tfds.core.GeneratorBasedBuilder tfds.core.Metadata tfds.core.MetadataDict tfds.core.Path tfds.core.ReadInstruction tfds.core.SequentialWriter tfds.core.ShardedFileTemplate tfds.core.SplitDict tfds.core.SplitGenerator tfds.core.SplitInfo tfds.core.Version tfds.core.add_data_dir tfds.core.as_path tfds.core.gcs_path tfds.core.lazy_imports tfds.core.tfds_path tfds.data_source tfds.dataset_builders tfds.dataset_builders.AdhocBuilder tfds.dataset_builders.ConllBuilderConfig tfds.dataset_builders.ConllDatasetBuilder tfds.dataset_builders.ConllUBuilderConfig tfds.dataset_builders.ConllUDatasetBuilder tfds.dataset_builders.HuggingfaceDatasetBuilder tfds.dataset_builders.TfDataBuilder tfds.dataset_builders.ViewBuilder tfds.dataset_builders.ViewConfig tfds.dataset_builders.store_as_tfds_dataset tfds.dataset_collection tfds.decode tfds.decode.Decoder tfds.decode.PartialDecoding tfds.decode.SkipDecoding tfds.decode.make_decoder tfds.deprecated tfds.deprecated.add_checksums_dir tfds.deprecated.text tfds.deprecated.text.ByteTextEncoder tfds.deprecated.text.SubwordTextEncoder tfds.deprecated.text.TextEncoder tfds.deprecated.text.TextEncoderConfig tfds.deprecated.text.TokenTextEncoder tfds.deprecated.text.Tokenizer tfds.disable_progress_bar tfds.display_progress_bar tfds.download tfds.download.ComputeStatsMode tfds.download.DownloadConfig tfds.download.DownloadError tfds.download.DownloadManager tfds.download.ExtractMethod tfds.download.GenerateMode tfds.download.Resource tfds.download.add_checksums_dir tfds.download.iter_archive tfds.enable_progress_bar tfds.even_splits tfds.features tfds.features.Audio tfds.features.BBox tfds.features.BBoxFeature tfds.features.ClassLabel tfds.features.Dataset tfds.features.DocArg tfds.features.Documentation tfds.features.Encoding tfds.features.FeatureConnector tfds.features.FeaturesDict tfds.features.Image tfds.features.LabeledImage tfds.features.Scalar tfds.features.Sequence tfds.features.Tensor tfds.features.TensorInfo tfds.features.Text tfds.features.Video tfds.folder_dataset tfds.folder_dataset.ImageFolder tfds.folder_dataset.TranslateFolder tfds.folder_dataset.compute_split_info tfds.folder_dataset.compute_split_info_from_directory tfds.folder_dataset.write_metadata tfds.is_dataset_on_gcs tfds.list_builders tfds.list_dataset_collections tfds.load tfds.show_examples tfds.show_statistics tfds.split_for_jax_process tfds.testing tfds.testing.DatasetBuilderTestCase tfds.testing.DatasetBuilderTestCase.failureException tfds.testing.DummyBeamDataset tfds.testing.DummyDataset tfds.testing.DummyDatasetCollection tfds.testing.DummyDatasetSharedGenerator tfds.testing.DummyMnist tfds.testing.DummyParser tfds.testing.DummySerializer tfds.testing.FeatureExpectationItem tfds.testing.FeatureExpectationsTestCase tfds.testing.FeatureExpectationsTestCase.failureException tfds.testing.MockFs tfds.testing.MockPolicy tfds.testing.PickableDataSourceMock tfds.testing.RaggedConstant tfds.testing.SubTestCase tfds.testing.SubTestCase.failureException tfds.testing.TestCase tfds.testing.TestCase.failureException tfds.testing.assert_features_equal tfds.testing.fake_examples_dir tfds.testing.make_tmp_dir tfds.testing.mock_data tfds.testing.mock_kaggle_api tfds.testing.rm_tmp_dir tfds.testing.run_in_graph_and_eager_modes tfds.testing.test_main tfds.testing.tmp_dir tfds.transform tfds.transform.Example tfds.transform.ExampleTransformFn tfds.transform.Key tfds.transform.KeyExample tfds.transform.apply_do_fn tfds.transform.apply_filter tfds.transform.apply_fn tfds.transform.apply_transformations tfds.transform.remove_feature tfds.transform.rename_feature tfds.transform.rename_features tfds.typing tfds.typing.DecoderArg tfds.typing.Dim tfds.typing.FeatureSpecs tfds.typing.Json tfds.typing.JsonValue tfds.typing.Key tfds.typing.KeySerializedExample tfds.typing.ListOrElem tfds.typing.ListOrTreeOrElem tfds.typing.NpArrayOrScalar tfds.typing.NpArrayOrScalarDict tfds.typing.PathLike tfds.typing.Shape tfds.typing.SplitArg tfds.typing.TensorDict tfds.typing.Tree tfds.typing.TreeDict tfds.typing.TupleOrList tfds.visualization tfds.visualization.GraphVisualizer tfds.visualization.GraphVisualizerMetadataDict tfds.visualization.ImageGridVisualizer tfds.visualization.Visualizer tfds.visualization.show_examples tfds.visualization.show_statistics Except as otherwise noted, the 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