datasets 4.8.2

PyPI https://pypi.org/project/datasets/

Repository https://github.com/huggingface/datasets
py.typed

Coverage

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pie title
    "Typed" : 2556
    "Any" : 14
    "Untyped" : 1934

57.1% coverage
56.7% coverage (strict)
4504 typable
- 2556 typed
- 1934 untyped
- 14 Any

Typables

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pie title
    "functions" : 741
    "classes" : 3364
    "other" : 108

222 functions (+3 overloads)
- 519 parameters
268 classes
- 1097 methods (+1 overloads)
  - 2144 parameters
- 123 properties
94 modules
- 108 attrs

Modules

Module	Coverage	Coverage (strict)	Typables
`datasets`	0.0%	0.0%	0
`datasets.arrow_dataset`	86.0%	85.8%	544
`datasets.arrow_reader`	28.6%	28.6%	63
`datasets.arrow_writer`	51.5%	51.5%	103
`datasets.builder`	64.0%	64.0%	161
`datasets.combine`	92.3%	92.3%	13
`datasets.commands`	33.3%	33.3%	3
`datasets.commands.datasets_cli`	0.0%	0.0%	3
`datasets.commands.delete_from_hub`	62.5%	62.5%	8
`datasets.commands.env`	14.3%	14.3%	7
`datasets.commands.test`	73.3%	73.3%	15
`datasets.config`	2.5%	2.5%	40
`datasets.data_files`	89.2%	89.2%	83
`datasets.dataset_dict`	86.4%	86.4%	235
`datasets.distributed`	100.0%	100.0%	4
`datasets.download.download_config`	25.0%	25.0%	4
`datasets.download.download_manager`	40.0%	40.0%	35
`datasets.download.streaming_download_manager`	46.2%	46.2%	26
`datasets.exceptions`	100.0%	100.0%	5
`datasets.features.audio`	85.7%	85.7%	14
`datasets.features.features`	54.0%	50.6%	174
`datasets.features.image`	85.7%	85.7%	21
`datasets.features.nifti`	68.4%	68.4%	19
`datasets.features.pdf`	81.2%	81.2%	16
`datasets.features.translation`	28.6%	28.6%	7
`datasets.features.video`	92.3%	92.3%	26
`datasets.filesystems`	85.7%	85.7%	7
`datasets.filesystems.compression`	37.5%	37.5%	24
`datasets.fingerprint`	66.7%	62.5%	48
`datasets.formatting`	66.7%	66.7%	6
`datasets.formatting.formatting`	62.7%	62.7%	161
`datasets.formatting.jax_formatter`	37.5%	37.5%	24
`datasets.formatting.np_formatter`	36.8%	36.8%	19
`datasets.formatting.polars_formatter`	71.4%	71.4%	28
`datasets.formatting.tf_formatter`	36.8%	36.8%	19
`datasets.formatting.torch_formatter`	36.8%	36.8%	19
`datasets.hub`	100.0%	100.0%	5
`datasets.info`	52.6%	52.6%	38
`datasets.inspect`	78.0%	78.0%	41
`datasets.io.abc`	43.8%	43.8%	32
`datasets.io.csv`	45.5%	45.5%	33
`datasets.io.generator`	64.3%	64.3%	14
`datasets.io.json`	45.7%	45.7%	35
`datasets.io.parquet`	54.8%	54.8%	31
`datasets.io.spark`	69.2%	69.2%	13
`datasets.io.sql`	42.9%	42.9%	28
`datasets.io.text`	63.6%	63.6%	11
`datasets.iterable_dataset`	69.4%	69.4%	615
`datasets.load`	72.1%	71.4%	140
`datasets.naming`	0.0%	0.0%	20
`datasets.packaged_modules.arrow.arrow`	18.2%	18.2%	11
`datasets.packaged_modules.audiofolder.audiofolder`	60.0%	60.0%	5
`datasets.packaged_modules.cache.cache`	57.1%	57.1%	28
`datasets.packaged_modules.csv.csv`	14.3%	14.3%	14
`datasets.packaged_modules.eval.eval`	14.3%	14.3%	14
`datasets.packaged_modules.folder_based_builder.folder_based_builder`	29.6%	29.6%	27
`datasets.packaged_modules.generator.generator`	0.0%	0.0%	6
`datasets.packaged_modules.hdf5.hdf5`	0.0%	0.0%	8
`datasets.packaged_modules.imagefolder.imagefolder`	60.0%	60.0%	5
`datasets.packaged_modules.json.json`	11.1%	11.1%	18
`datasets.packaged_modules.lance.lance`	61.9%	61.9%	21
`datasets.packaged_modules.niftifolder.niftifolder`	60.0%	60.0%	5
`datasets.packaged_modules.pandas.pandas`	20.0%	20.0%	10
`datasets.packaged_modules.parquet.parquet`	12.5%	12.5%	16
`datasets.packaged_modules.pdffolder.pdffolder`	60.0%	60.0%	5
`datasets.packaged_modules.spark.spark`	57.1%	57.1%	42
`datasets.packaged_modules.sql.sql`	41.7%	41.7%	12
`datasets.packaged_modules.text.text`	16.7%	16.7%	12
`datasets.packaged_modules.videofolder.videofolder`	60.0%	60.0%	5
`datasets.packaged_modules.webdataset.webdataset`	36.4%	36.4%	33
`datasets.packaged_modules.xml.xml`	20.0%	20.0%	10
`datasets.parallel.parallel`	7.7%	7.7%	13
`datasets.search`	70.1%	70.1%	144
`datasets.splits`	14.3%	14.3%	70
`datasets.streaming`	33.3%	33.3%	6
`datasets.table`	21.3%	21.3%	333
`datasets.utils.deprecation_utils`	5.6%	5.6%	18
`datasets.utils.doc_utils`	50.0%	50.0%	2
`datasets.utils.experimental`	100.0%	100.0%	2
`datasets.utils.extract`	84.7%	84.7%	85
`datasets.utils.file_utils`	36.3%	36.3%	182
`datasets.utils.hub`	0.0%	0.0%	1
`datasets.utils.info_utils`	53.8%	53.8%	13
`datasets.utils.json`	72.0%	64.0%	25
`datasets.utils.logging`	63.6%	63.6%	11
`datasets.utils.metadata`	84.6%	84.6%	13
`datasets.utils.patching`	5.9%	5.9%	17
`datasets.utils.py_utils`	37.5%	34.7%	72
`datasets.utils.stratify`	0.0%	0.0%	10
`datasets.utils.tf_utils`	0.0%	0.0%	96
`datasets.utils.tqdm`	55.6%	55.6%	9
`datasets.utils.track`	31.6%	31.6%	19
`datasets.utils.typing`	100.0%	100.0%	3
`datasets.utils.version`	7.7%	7.7%	13

Incomplete Annotations

datasets.arrow_dataset (76 missing, 1 any)

	Symbol	Typable	Typed	Any
`attr`	`logger`	1	0	0
`func`	`transmit_format`	2	0	0
`func`	`async_get_indices_from_mask_function`	9	6	0
`meth`	`Dataset.init`	6	5	0
`meth`	`Dataset.from_csv`	8	7	0
`meth`	`Dataset.from_generator`	10	9	0
`meth`	`Dataset.from_json`	9	8	0
`meth`	`Dataset.from_parquet`	12	11	0
`meth`	`Dataset.from_text`	10	9	0
`meth`	`Dataset.from_spark`	9	8	0
`meth`	`Dataset.from_sql`	7	6	0
`meth`	`Dataset.setstate`	2	0	0
`meth`	`Dataset.del`	1	0	0
`meth`	`Dataset.enter`	1	0	0
`meth`	`Dataset.exit`	4	0	0
`meth`	`Dataset.save_to_disk`	6	5	0
`meth`	`Dataset._save_to_disk_single`	5	4	0
`meth`	`Dataset.flatten`	3	2	0
`meth`	`Dataset.len`	1	0	0
`meth`	`Dataset.iter`	1	0	0
`meth`	`Dataset.iter`	3	2	0
`meth`	`Dataset.repr`	1	0	0
`meth`	`Dataset.formatted_as`	5	3	0
`meth`	`Dataset.set_format`	5	3	0
`meth`	`Dataset.reset_format`	1	0	0
`meth`	`Dataset.set_transform`	4	3	0
`meth`	`Dataset.with_format`	5	3	0
`meth`	`Dataset.with_transform`	4	3	0
`meth`	`Dataset._getitem`	3	2	0
`meth`	`Dataset._get_cache_file_path`	2	0	0
`meth`	`Dataset.to_csv`	6	5	0
`meth`	`Dataset.to_json`	6	5	0
`meth`	`Dataset.to_parquet`	5	4	0
`meth`	`Dataset.to_sql`	5	4	0
`meth`	`Dataset._generate_tables_from_shards`	3	2	0
`meth`	`Dataset._generate_tables_from_cache_file`	2	1	0
`meth`	`Dataset._push_parquet_shards_to_hub_single`	11	10	0
`meth`	`Dataset.add_column`	5	4	0
`meth`	`Dataset.add_faiss_index`	11	9	0
`meth`	`Dataset.add_faiss_index_from_external_arrays`	11	9	0
`meth`	`Dataset.add_elasticsearch_index`	8	7	0
`meth`	`Dataset.add_item`	3	2	0
`prop`	`Dataset.format`	1	0	0
`meth`	`Column.init`	3	2	0
`meth`	`Column.getitem`	2	2	1
`meth`	`Column.repr`	1	0	0
`meth`	`Column.str`	1	0	0
`meth`	`Column.eq`	2	0	0
`attr`	`Column.source`	1	0	0
`attr`	`Column.column_name`	1	0	0
`attr`	`Column.features`	1	0	0
`func`	`get_indices_from_mask_function`	9	6	0
`meth`	`DatasetInfoMixin.init`	3	2	0
`prop`	`DatasetInfoMixin.info`	1	0	0
`prop`	`DatasetInfoMixin.split`	1	0	0
`prop`	`DatasetInfoMixin.supervised_keys`	1	0	0
`prop`	`DatasetInfoMixin.version`	1	0	0
`meth`	`TensorflowDatasetMixin._get_output_signature`	7	6	0
`meth`	`TensorflowDatasetMixin.to_tf_dataset`	11	10	0
`attr`	`TensorflowDatasetMixin._TF_DATASET_REFS`	1	0	0
`func`	`update_metadata_with_features`	3	2	0

datasets.arrow_reader (45 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`BaseReader.init`	3	2
`meth`	`BaseReader._get_table_from_filename`	3	1
`meth`	`BaseReader._read_files`	3	1
`meth`	`BaseReader.get_file_instructions`	4	0
`meth`	`BaseReader.read`	5	0
`meth`	`BaseReader.read_files`	4	2
`attr`	`logger`	1	0
`meth`	`ArrowReader.init`	3	2
`meth`	`ArrowReader._get_table_from_filename`	3	1
`meth`	`ArrowReader.read_table`	3	1
`meth`	`ReadInstruction._init`	2	0
`meth`	`ReadInstruction._read_instruction_from_relative_instructions`	2	0
`meth`	`ReadInstruction.init`	6	0
`meth`	`ReadInstruction.from_spec`	2	0
`meth`	`ReadInstruction.to_spec`	1	0
`meth`	`ReadInstruction.add`	2	0
`meth`	`ReadInstruction.str`	1	0
`meth`	`ReadInstruction.repr`	1	0
`meth`	`ReadInstruction.to_absolute`	2	0
`meth`	`ParquetReader.init`	3	2
`meth`	`ParquetReader._get_table_from_filename`	3	0

datasets.arrow_writer (50 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`TypedSequence.init`	6	5
`meth`	`TypedSequence.arrow_array`	2	1
`meth`	`TypedSequence._arrow_array`	2	1
`attr`	`TypedSequence.data`	1	0
`attr`	`TypedSequence.type`	1	0
`attr`	`TypedSequence.try_type`	1	0
`attr`	`TypedSequence.optimized_int_type`	1	0
`attr`	`TypedSequence.on_mixed_types`	1	0
`attr`	`TypedSequence.trying_type`	1	0
`attr`	`TypedSequence.trying_int_optimization`	1	0
`attr`	`logger`	1	0
`meth`	`ParquetWriter.init`	5	0
`meth`	`ParquetWriter._build_writer`	2	1
`attr`	`ParquetWriter.use_content_defined_chunking`	1	0
`attr`	`ParquetWriter.write_page_index`	1	0
`meth`	`OptimizedTypedSequence.init`	7	5
`meth`	`ArrowWriter.init`	14	13
`meth`	`ArrowWriter.len`	1	0
`meth`	`ArrowWriter.enter`	1	0
`meth`	`ArrowWriter.exit`	4	0
`meth`	`ArrowWriter.close`	1	0
`meth`	`ArrowWriter._build_schema`	2	1
`meth`	`ArrowWriter._build_writer`	2	1
`meth`	`ArrowWriter.write_examples_on_file`	1	0
`meth`	`ArrowWriter.write_rows_on_file`	1	0
`meth`	`ArrowWriter.write`	3	2
`meth`	`ArrowWriter.write_row`	3	2
`meth`	`ArrowWriter.write_batch`	4	3
`meth`	`ArrowWriter.write_table`	3	2
`meth`	`ArrowWriter.finalize`	2	0
`prop`	`ArrowWriter.schema`	1	0
`attr`	`ArrowWriter.fingerprint`	1	0
`attr`	`ArrowWriter.disable_nullable`	1	0
`attr`	`ArrowWriter.writer_batch_size`	1	0
`attr`	`ArrowWriter.update_features`	1	0
`attr`	`ArrowWriter.on_mixed_types`	1	0
`attr`	`ArrowWriter.with_metadata`	1	0
`attr`	`ArrowWriter.unit`	1	0
`attr`	`ArrowWriter.embed_local_files`	1	0
`attr`	`ArrowWriter.hkey_record`	1	0
`attr`	`ArrowWriter.stream`	1	0

datasets.builder (58 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`BuilderConfig.post_init`	1	0
`meth`	`BuilderConfig.eq`	2	0
`attr`	`logger`	1	0
`meth`	`DatasetBuilder.init`	16	14
`meth`	`DatasetBuilder.getstate`	1	0
`meth`	`DatasetBuilder.setstate`	2	0
`meth`	`DatasetBuilder._create_builder_config`	5	1
`meth`	`DatasetBuilder._use_legacy_cache_dir_if_possible`	2	1
`meth`	`DatasetBuilder._relative_data_dir`	3	1
`meth`	`DatasetBuilder._build_cache_dir`	1	0
`meth`	`DatasetBuilder.get_imported_module_dir`	1	0
`meth`	`DatasetBuilder._rename`	3	2
`meth`	`DatasetBuilder.download_and_prepare`	12	10
`meth`	`DatasetBuilder._download_and_prepare`	4	0
`meth`	`DatasetBuilder.download_post_processing_resources`	2	0
`meth`	`DatasetBuilder._save_info`	1	0
`meth`	`DatasetBuilder._make_split_generators_kwargs`	2	0
`meth`	`DatasetBuilder.as_dataset`	5	3
`meth`	`DatasetBuilder._build_single_dataset`	5	4
`meth`	`DatasetBuilder._as_streaming_dataset_single`	2	1
`meth`	`DatasetBuilder._split_generators`	2	1
`meth`	`DatasetBuilder._prepare_split`	6	4
`prop`	`DatasetBuilder.cache_dir`	1	0
`attr`	`DatasetBuilder.base_path`	1	0
`attr`	`DatasetBuilder.token`	1	0
`attr`	`DatasetBuilder.repo_id`	1	0
`attr`	`DatasetBuilder.storage_options`	1	0
`attr`	`DatasetBuilder.dataset_name`	1	0
`attr`	`DatasetBuilder.config_kwargs`	1	0
`attr`	`DatasetBuilder.info`	1	0
`attr`	`DatasetBuilder.dl_manager`	1	0
`meth`	`GeneratorBasedBuilder._generate_shards`	2	1
`meth`	`GeneratorBasedBuilder._generate_examples`	2	1
`meth`	`GeneratorBasedBuilder._prepare_split`	5	3
`meth`	`GeneratorBasedBuilder._download_and_prepare`	4	0
`meth`	`Key.str`	1	0
`meth`	`ArrowBasedBuilder._generate_shards`	2	1
`meth`	`ArrowBasedBuilder._generate_tables`	2	1
`meth`	`ArrowBasedBuilder._prepare_split`	5	4

datasets.combine (1 missing, 0 any)

	Symbol	Typable	Typed	Any
`attr`	`logger`	1	0	0

datasets.commands (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`BaseDatasetsCLICommand.register_subcommand`	2	1	0
`meth`	`BaseDatasetsCLICommand.run`	1	0	0

datasets.commands.datasets_cli (3 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`main`	1	0	0
`func`	`parse_unknown_args`	2	0	0

datasets.commands.delete_from_hub (3 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`DeleteFromHubCommand.register_subcommand`	2	0	0
`meth`	`DeleteFromHubCommand.init`	5	4	0

datasets.commands.env (6 missing, 0 any)

	Symbol	Typable	Typed
`func`	`info_command_factory`	2	0
`meth`	`EnvironmentCommand.register_subcommand`	2	1
`meth`	`EnvironmentCommand.run`	1	0
`meth`	`EnvironmentCommand.format_dict`	2	0

datasets.commands.test (4 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`TestCommand.register_subcommand`	2	1
`meth`	`TestCommand.init`	11	10
`meth`	`TestCommand.run`	1	0
`attr`	`logger`	1	0

datasets.config (39 missing, 0 any)

	Symbol	Typable
`attr`	`FSSPEC_VERSION`	1
`attr`	`HF_CACHE_HOME`	1
`attr`	`PYARROW_VERSION`	1
`attr`	`ENV_VARS_TRUE_AND_AUTO_VALUES`	1
`attr`	`DEFAULT_EXTRACTED_DATASETS_PATH`	1
`attr`	`TORCHCODEC_AVAILABLE`	1
`attr`	`DUCKDB_AVAILABLE`	1
`attr`	`HF_ENDPOINT`	1
`attr`	`EXTRACTED_DATASETS_PATH`	1
`attr`	`HF_DATASETS_CACHE`	1
`attr`	`USE_JAX`	1
`attr`	`logger`	1
`attr`	`PDFPLUMBER_AVAILABLE`	1
`attr`	`RARFILE_AVAILABLE`	1
`attr`	`PY_VERSION`	1
`attr`	`TORCHVISION_AVAILABLE`	1
`attr`	`PANDAS_VERSION`	1
`attr`	`ZSTANDARD_AVAILABLE`	1
`attr`	`SQLALCHEMY_AVAILABLE`	1
`attr`	`USE_TF`	1
`attr`	`HF_HUB_OFFLINE`	1
`attr`	`XDG_CACHE_HOME`	1
`attr`	`HF_MODULES_CACHE`	1
`attr`	`IN_MEMORY_MAX_SIZE`	1
`attr`	`PY7ZR_AVAILABLE`	1
`attr`	`DEFAULT_HF_DATASETS_CACHE`	1
`attr`	`HF_UPDATE_DOWNLOAD_COUNTS`	1
`attr`	`DEFAULT_HF_MODULES_CACHE`	1
`attr`	`LZ4_AVAILABLE`	1
`attr`	`HF_HUB_VERSION`	1
`attr`	`PIL_AVAILABLE`	1
`attr`	`ENV_VARS_FALSE_AND_AUTO_VALUES`	1
`attr`	`DILL_VERSION`	1
`attr`	`DEFAULT_DOWNLOADED_DATASETS_PATH`	1
`attr`	`USE_TORCH`	1
`attr`	`POLARS_AVAILABLE`	1
`attr`	`NIBABEL_AVAILABLE`	1
`attr`	`DEFAULT_HF_CACHE_HOME`	1
`attr`	`DOWNLOADED_DATASETS_PATH`	1

datasets.data_files (9 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`SANITIZED_DEFAULT_SPLIT`	1	0
`attr`	`DataFilesList.origin_metadata`	1	0
`attr`	`DEFAULT_PATTERNS_SPLIT_IN_FILENAME`	1	0
`attr`	`logger`	1	0
`attr`	`DEFAULT_PATTERNS_SPLIT_IN_DIR_NAME`	1	0
`meth`	`DataFilesPatternsList.init`	3	2
`meth`	`DataFilesPatternsList.add`	2	0
`attr`	`DataFilesPatternsList.allowed_extensions`	1	0

datasets.dataset_dict (32 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`IterableDatasetDict._check_values_type`	1	0
`meth`	`IterableDatasetDict._check_values_features`	1	0
`meth`	`IterableDatasetDict.repr`	1	0
`meth`	`IterableDatasetDict.filter`	7	6
`meth`	`IterableDatasetDict.shuffle`	4	3
`attr`	`logger`	1	0
`meth`	`bind.call`	3	0
`meth`	`DatasetDict._check_values_type`	1	0
`meth`	`DatasetDict._check_values_features`	1	0
`meth`	`DatasetDict.enter`	1	0
`meth`	`DatasetDict.exit`	4	0
`meth`	`DatasetDict.getitem`	2	1
`meth`	`DatasetDict.flatten`	2	1
`meth`	`DatasetDict.repr`	1	0
`meth`	`DatasetDict.cast_column`	3	2
`meth`	`DatasetDict.formatted_as`	5	3
`meth`	`DatasetDict.set_format`	5	3
`meth`	`DatasetDict.reset_format`	1	0
`meth`	`DatasetDict.set_transform`	4	3
`meth`	`DatasetDict.with_format`	5	4
`meth`	`DatasetDict.save_to_disk`	6	5
`meth`	`DatasetDict.from_csv`	6	5
`meth`	`DatasetDict.from_json`	6	5
`meth`	`DatasetDict.from_parquet`	7	6
`meth`	`DatasetDict.from_text`	6	5

datasets.download.download_config (3 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`DownloadConfig.setattr`	3	0	0

datasets.download.download_manager (21 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`DownloadManager.init`	6	4
`meth`	`DownloadManager._record_sizes_checksums`	3	2
`meth`	`DownloadManager.download`	2	0
`meth`	`DownloadManager.iter_archive`	2	1
`meth`	`DownloadManager.iter_files`	2	1
`meth`	`DownloadManager.extract`	2	0
`meth`	`DownloadManager.download_and_extract`	2	0
`meth`	`DownloadManager.get_recorded_sizes_checksums`	1	0
`meth`	`DownloadManager.delete_extracted_files`	1	0
`meth`	`DownloadManager.manage_extracted_files`	1	0
`prop`	`DownloadManager.manual_dir`	1	0
`prop`	`DownloadManager.downloaded_size`	1	0
`attr`	`DownloadManager.record_checksums`	1	0
`attr`	`DownloadManager.download_config`	1	0
`attr`	`DownloadManager.downloaded_paths`	1	0
`attr`	`DownloadManager.extracted_paths`	1	0
`attr`	`logger`	1	0

datasets.download.streaming_download_manager (14 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`StreamingDownloadManager.init`	5	4
`meth`	`StreamingDownloadManager.download`	2	0
`meth`	`StreamingDownloadManager.extract`	2	0
`meth`	`StreamingDownloadManager.download_and_extract`	2	0
`meth`	`StreamingDownloadManager.manage_extracted_files`	1	0
`meth`	`StreamingDownloadManager.get_recorded_sizes_checksums`	1	0
`prop`	`StreamingDownloadManager.manual_dir`	1	0
`attr`	`StreamingDownloadManager.download_config`	1	0
`attr`	`StreamingDownloadManager.downloaded_size`	1	0
`attr`	`StreamingDownloadManager.record_checksums`	1	0
`attr`	`logger`	1	0

datasets.features.audio (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`Audio.call`	1	0	0
`meth`	`Audio.embed_storage`	3	2	0

datasets.features.features (80 missing, 6 any)

	Symbol	Typable	Typed	Any
`meth`	`LargeList.repr`	1	0	0
`meth`	`Sequence.new`	4	0	0
`meth`	`Json.call`	1	0	0
`meth`	`Json.encode_example`	2	0	0
`meth`	`Json.decode_example`	3	1	0
`meth`	`Value.post_init`	1	0	0
`meth`	`Value.call`	1	0	0
`meth`	`Value.encode_example`	2	0	0
`meth`	`Value.repr`	1	0	0
`meth`	`List.repr`	1	0	0
`meth`	`ClassLabel.post_init`	3	0	0
`meth`	`ClassLabel.call`	1	0	0
`meth`	`ClassLabel.encode_example`	2	0	0
`meth`	`ClassLabel._load_names_from_file`	2	0	0
`meth`	`Features.init`	3	0	0
`meth`	`Features.reduce`	1	0	0
`meth`	`Features.from_dict`	2	1	0
`meth`	`Features.to_dict`	1	0	0
`meth`	`Features.encode_example`	2	0	0
`meth`	`Features.encode_column`	3	1	0
`meth`	`Features.encode_batch`	2	0	0
`meth`	`Features.decode_example`	3	2	0
`meth`	`Features.decode_column`	4	3	0
`meth`	`Features.decode_batch`	3	2	0
`meth`	`Features.flatten`	2	1	0
`prop`	`Features.type`	1	0	0
`prop`	`Features.arrow_schema`	1	0	0
`attr`	`Features.setitem`	1	0	0
`attr`	`Features.delitem`	1	0	0
`attr`	`Features.update`	1	0	0
`attr`	`Features.setdefault`	1	0	0
`attr`	`Features.pop`	1	0	0
`attr`	`Features.popitem`	1	0	0
`attr`	`Features.clear`	1	0	0
`func`	`keep_features_dicts_synced`	2	0	0
`func`	`decode_nested_example`	4	1	0
`func`	`to_pyarrow_listarray`	3	3	1
`func`	`generate_from_dict`	2	1	1
`func`	`pandas_types_mapper`	2	0	0
`func`	`encode_nested_example`	4	0	0
`func`	`contains_any_np_array`	2	1	1
`func`	`register_feature`	3	2	0
`attr`	`logger`	1	0	0
`meth`	`PandasArrayExtensionDtype.init`	2	1	0
`meth`	`PandasArrayExtensionDtype.from_arrow`	2	1	0
`meth`	`PandasArrayExtensionDtype.construct_array_type`	1	0	0
`meth`	`ArrayExtensionArray.array`	1	0	0
`meth`	`ArrayExtensionArray.getitem`	2	0	0
`meth`	`ArrayExtensionArray.to_numpy`	2	0	0
`meth`	`ArrayExtensionArray.to_pylist`	2	1	0
`func`	`cast_to_python_objects`	4	2	2
`meth`	`PandasArrayExtensionArray.init`	3	2	0
`meth`	`PandasArrayExtensionArray.array`	2	0	0
`meth`	`PandasArrayExtensionArray._from_sequence`	4	3	0
`meth`	`PandasArrayExtensionArray.setitem`	3	3	1
`meth`	`PandasArrayExtensionArray.eq`	2	1	0

datasets.features.image (3 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`Image.call`	1	0
`meth`	`Image.decode_example`	3	2
`meth`	`Image.embed_storage`	3	2

datasets.features.nifti (6 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`Nifti.call`	1	0
`meth`	`Nifti.decode_example`	3	2
`meth`	`Nifti.embed_storage`	3	2
`meth`	`Nifti1ImageWrapper.init`	2	1
`meth`	`Nifti1ImageWrapper.repr_html`	1	0
`attr`	`Nifti1ImageWrapper.nifti_image`	1	0

datasets.features.pdf (3 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`Pdf.call`	1	0
`meth`	`Pdf.decode_example`	3	2
`meth`	`Pdf.embed_storage`	3	2

datasets.features.translation (5 missing, 0 any)

	Symbol	Typable
`meth`	`Translation.call`	1
`meth`	`TranslationVariableLanguages.post_init`	1
`meth`	`TranslationVariableLanguages.call`	1
`meth`	`TranslationVariableLanguages.encode_example`	2

datasets.features.video (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`Video.call`	1	0	0
`meth`	`Video.embed_storage`	3	2	0

datasets.filesystems (1 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`rename`	4	3	0

datasets.filesystems.compression (15 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`BaseCompressedFileFileSystem.init`	5	3
`meth`	`BaseCompressedFileFileSystem._strip_protocol`	2	0
`meth`	`BaseCompressedFileFileSystem._get_dirs`	1	0
`meth`	`BaseCompressedFileFileSystem.cat`	2	1
`meth`	`BaseCompressedFileFileSystem._open`	7	2
`attr`	`BaseCompressedFileFileSystem.fo`	1	0
`attr`	`BaseCompressedFileFileSystem.compressed_name`	1	0
`attr`	`BaseCompressedFileFileSystem.uncompressed_name`	1	0
`attr`	`BaseCompressedFileFileSystem.dir_cache`	1	0

datasets.fingerprint (16 missing, 2 any)

	Symbol	Typable	Typed	Any
`func`	`maybe_register_dataset_for_temp_dir_deletion`	2	0	0
`func`	`update_fingerprint`	4	0	0
`attr`	`logger`	1	0	0
`func`	`fingerprint_transform`	7	6	0
`func`	`get_datasets_with_cache_file_in_temp_dir`	1	0	0
`func`	`enable_caching`	1	0	0
`func`	`validate_fingerprint`	3	1	0
`attr`	`fingerprint_rng`	1	0	0
`meth`	`Hasher.init`	1	0	0
`meth`	`Hasher.hash`	2	2	1
`meth`	`Hasher.update`	2	2	1
`attr`	`Hasher.m`	1	0	0
`func`	`disable_caching`	1	0	0

datasets.formatting (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`attr`	`logger`	1	0	0
`func`	`get_formatter`	3	2	0

datasets.formatting.formatting (60 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`LazyRow.format`	2	0
`meth`	`LazyBatch.format`	2	0
`func`	`format_table`	6	4
`meth`	`LazyDict.init`	3	2
`meth`	`LazyDict.len`	1	0
`meth`	`LazyDict.getitem`	2	0
`meth`	`LazyDict.setitem`	3	0
`meth`	`LazyDict.delitem`	2	1
`meth`	`LazyDict.iter`	1	0
`meth`	`LazyDict.contains`	2	0
`meth`	`LazyDict.repr`	1	0
`meth`	`LazyDict.or`	2	0
`meth`	`LazyDict.ror`	2	0
`meth`	`LazyDict.ior`	2	0
`meth`	`LazyDict.copy`	1	0
`meth`	`LazyDict.copy`	1	0
`meth`	`LazyDict.fromkeys`	3	0
`meth`	`LazyDict.format`	2	0
`meth`	`LazyDict._format_all`	1	0
`attr`	`LazyDict.pa_table`	1	0
`attr`	`LazyDict.formatter`	1	0
`attr`	`LazyDict.data`	1	0
`attr`	`LazyDict.keys_to_format`	1	0
`meth`	`NumpyArrowExtractor.init`	2	0
`attr`	`NumpyArrowExtractor.np_array_kwargs`	1	0
`meth`	`Formatter.init`	3	2
`attr`	`Formatter.features`	1	0
`attr`	`Formatter.token_per_repo_id`	1	0
`attr`	`Formatter.python_features_decoder`	1	0
`attr`	`Formatter.pandas_features_decoder`	1	0
`meth`	`CustomFormatter.init`	5	1
`attr`	`CustomFormatter.transform`	1	0
`meth`	`PythonFormatter.init`	4	0
`attr`	`PythonFormatter.lazy`	1	0
`meth`	`PythonFeaturesDecoder.init`	3	2
`attr`	`PythonFeaturesDecoder.features`	1	0
`attr`	`PythonFeaturesDecoder.token_per_repo_id`	1	0
`meth`	`TensorFormatter.recursive_tensorize`	2	1
`meth`	`PandasFeaturesDecoder.init`	2	1
`attr`	`PandasFeaturesDecoder.features`	1	0

datasets.formatting.jax_formatter (15 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`JaxFormatter.init`	5	0
`meth`	`JaxFormatter._consolidate`	2	0
`meth`	`JaxFormatter._tensorize`	2	0
`meth`	`JaxFormatter._recursive_tensorize`	2	0
`meth`	`JaxFormatter.recursive_tensorize`	2	1
`attr`	`JaxFormatter.device`	1	0
`attr`	`JaxFormatter.jnp_array_kwargs`	1	0
`attr`	`logger`	1	0

datasets.formatting.np_formatter (12 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`NumpyFormatter.init`	4	0
`meth`	`NumpyFormatter._consolidate`	2	0
`meth`	`NumpyFormatter._tensorize`	2	0
`meth`	`NumpyFormatter._recursive_tensorize`	2	0
`meth`	`NumpyFormatter.recursive_tensorize`	2	1
`attr`	`NumpyFormatter.np_array_kwargs`	1	0

datasets.formatting.polars_formatter (8 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`PolarsFormatter.init`	3	0
`attr`	`PolarsFormatter.np_array_kwargs`	1	0
`attr`	`PolarsFormatter.polars_arrow_extractor`	1	0
`attr`	`PolarsFormatter.polars_features_decoder`	1	0
`meth`	`PolarsFeaturesDecoder.init`	2	1
`attr`	`PolarsFeaturesDecoder.features`	1	0

datasets.formatting.tf_formatter (12 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`TFFormatter.init`	4	0
`meth`	`TFFormatter._consolidate`	2	0
`meth`	`TFFormatter._tensorize`	2	0
`meth`	`TFFormatter._recursive_tensorize`	2	0
`meth`	`TFFormatter.recursive_tensorize`	2	1
`attr`	`TFFormatter.tf_tensor_kwargs`	1	0

datasets.formatting.torch_formatter (12 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`TorchFormatter.init`	4	0
`meth`	`TorchFormatter._consolidate`	2	0
`meth`	`TorchFormatter._tensorize`	2	0
`meth`	`TorchFormatter._recursive_tensorize`	2	0
`meth`	`TorchFormatter.recursive_tensorize`	2	1
`attr`	`TorchFormatter.torch_tensor_kwargs`	1	0

datasets.info (18 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`meth`	`DatasetInfosDict.write_to_directory`	4	1
`meth`	`DatasetInfosDict.from_directory`	2	1
`meth`	`DatasetInfo.post_init`	1	0
`meth`	`DatasetInfo.write_to_directory`	4	1
`meth`	`DatasetInfo._dump_info`	3	0
`meth`	`DatasetInfo._dump_license`	2	0
`meth`	`DatasetInfo.from_merge`	2	1
`meth`	`DatasetInfo.update`	3	1
`meth`	`PostProcessedInfo.post_init`	1	0

datasets.inspect (9 missing, 0 any)

	Symbol	Typable	Typed
`func`	`get_dataset_config_info`	9	8
`attr`	`logger`	1	0
`func`	`get_dataset_split_names`	9	7
`func`	`get_dataset_default_config_name`	7	6
`func`	`get_dataset_config_names`	7	5
`func`	`get_dataset_infos`	8	6

datasets.io.abc (18 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`AbstractDatasetReader.init`	9	7
`attr`	`AbstractDatasetReader.path_or_paths`	1	0
`attr`	`AbstractDatasetReader.split`	1	0
`attr`	`AbstractDatasetReader.features`	1	0
`attr`	`AbstractDatasetReader.cache_dir`	1	0
`attr`	`AbstractDatasetReader.keep_in_memory`	1	0
`attr`	`AbstractDatasetReader.streaming`	1	0
`attr`	`AbstractDatasetReader.num_proc`	1	0
`attr`	`AbstractDatasetReader.kwargs`	1	0
`meth`	`AbstractDatasetInputStream.init`	7	5
`attr`	`AbstractDatasetInputStream.features`	1	0
`attr`	`AbstractDatasetInputStream.cache_dir`	1	0
`attr`	`AbstractDatasetInputStream.keep_in_memory`	1	0
`attr`	`AbstractDatasetInputStream.streaming`	1	0
`attr`	`AbstractDatasetInputStream.num_proc`	1	0
`attr`	`AbstractDatasetInputStream.kwargs`	1	0

datasets.io.csv (18 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`CsvDatasetReader.init`	9	7
`meth`	`CsvDatasetReader.read`	1	0
`attr`	`CsvDatasetReader.builder`	1	0
`meth`	`CsvDatasetWriter.init`	7	5
`meth`	`CsvDatasetWriter._batch_csv`	2	0
`meth`	`CsvDatasetWriter._write`	5	2
`attr`	`CsvDatasetWriter.dataset`	1	0
`attr`	`CsvDatasetWriter.path_or_buf`	1	0
`attr`	`CsvDatasetWriter.batch_size`	1	0
`attr`	`CsvDatasetWriter.num_proc`	1	0
`attr`	`CsvDatasetWriter.encoding`	1	0
`attr`	`CsvDatasetWriter.storage_options`	1	0
`attr`	`CsvDatasetWriter.to_csv_kwargs`	1	0

datasets.io.generator (5 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`GeneratorDatasetInputStream.init`	11	9
`meth`	`GeneratorDatasetInputStream.read`	1	0
`attr`	`GeneratorDatasetInputStream.builder`	1	0
`attr`	`GeneratorDatasetInputStream.fingerprint`	1	0

datasets.io.json (19 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`JsonDatasetReader.init`	10	8
`meth`	`JsonDatasetReader.read`	1	0
`attr`	`JsonDatasetReader.field`	1	0
`attr`	`JsonDatasetReader.builder`	1	0
`meth`	`JsonDatasetWriter.init`	7	5
`meth`	`JsonDatasetWriter._batch_json`	2	0
`meth`	`JsonDatasetWriter._write`	5	2
`attr`	`JsonDatasetWriter.dataset`	1	0
`attr`	`JsonDatasetWriter.path_or_buf`	1	0
`attr`	`JsonDatasetWriter.batch_size`	1	0
`attr`	`JsonDatasetWriter.num_proc`	1	0
`attr`	`JsonDatasetWriter.encoding`	1	0
`attr`	`JsonDatasetWriter.storage_options`	1	0
`attr`	`JsonDatasetWriter.to_json_kwargs`	1	0

datasets.io.parquet (14 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`ParquetDatasetWriter.init`	8	6
`meth`	`ParquetDatasetWriter._write`	4	3
`attr`	`ParquetDatasetWriter.dataset`	1	0
`attr`	`ParquetDatasetWriter.path_or_buf`	1	0
`attr`	`ParquetDatasetWriter.batch_size`	1	0
`attr`	`ParquetDatasetWriter.storage_options`	1	0
`attr`	`ParquetDatasetWriter.parquet_writer_kwargs`	1	0
`attr`	`ParquetDatasetWriter.use_content_defined_chunking`	1	0
`attr`	`ParquetDatasetWriter.write_page_index`	1	0
`meth`	`ParquetDatasetReader.init`	9	7
`meth`	`ParquetDatasetReader.read`	1	0
`attr`	`ParquetDatasetReader.builder`	1	0

datasets.io.spark (4 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`SparkDatasetReader.init`	11	9
`meth`	`SparkDatasetReader.read`	1	0
`attr`	`SparkDatasetReader.builder`	1	0

datasets.io.sql (16 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`SqlDatasetReader.init`	7	5
`meth`	`SqlDatasetReader.read`	1	0
`attr`	`SqlDatasetReader.builder`	1	0
`meth`	`SqlDatasetWriter.init`	7	5
`meth`	`SqlDatasetWriter._batch_sql`	2	0
`meth`	`SqlDatasetWriter._write`	3	1
`attr`	`SqlDatasetWriter.dataset`	1	0
`attr`	`SqlDatasetWriter.name`	1	0
`attr`	`SqlDatasetWriter.con`	1	0
`attr`	`SqlDatasetWriter.batch_size`	1	0
`attr`	`SqlDatasetWriter.num_proc`	1	0
`attr`	`SqlDatasetWriter.to_sql_kwargs`	1	0

datasets.io.text (4 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`TextDatasetReader.init`	9	7
`meth`	`TextDatasetReader.read`	1	0
`attr`	`TextDatasetReader.builder`	1	0

datasets.iterable_dataset (188 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`TakeExamplesIterable.init`	5	4
`meth`	`TakeExamplesIterable.iter`	1	0
`meth`	`TakeExamplesIterable._iter_arrow`	1	0
`meth`	`TakeExamplesIterable.split_number`	3	0
`meth`	`TakeExamplesIterable.shard_data_sources`	4	3
`prop`	`TakeExamplesIterable.iter_arrow`	1	0
`prop`	`TakeExamplesIterable.is_typed`	1	0
`prop`	`TakeExamplesIterable.features`	1	0
`attr`	`TakeExamplesIterable.ex_iterable`	1	0
`attr`	`TakeExamplesIterable.n`	1	0
`attr`	`TakeExamplesIterable.block_sources_order_when_shuffling`	1	0
`attr`	`TakeExamplesIterable.split_when_sharding`	1	0
`meth`	`ExamplesIterable.init`	4	3
`meth`	`ExamplesIterable.iter`	1	0
`meth`	`ExamplesIterable.shard_data_sources`	4	3
`attr`	`ExamplesIterable.generate_examples_fn`	1	0
`attr`	`ExamplesIterable.kwargs`	1	0
`attr`	`ExamplesIterable.generate_more_kwargs_fn`	1	0
`meth`	`HorizontallyConcatenatedMultiSourcesExamplesIterable.init`	2	1
`meth`	`HorizontallyConcatenatedMultiSourcesExamplesIterable.iter`	1	0
`meth`	`HorizontallyConcatenatedMultiSourcesExamplesIterable._iter_arrow`	1	0
`meth`	`HorizontallyConcatenatedMultiSourcesExamplesIterable.shard_data_sources`	4	3
`prop`	`HorizontallyConcatenatedMultiSourcesExamplesIterable.iter_arrow`	1	0
`prop`	`HorizontallyConcatenatedMultiSourcesExamplesIterable.is_typed`	1	0
`prop`	`HorizontallyConcatenatedMultiSourcesExamplesIterable.features`	1	0
`attr`	`HorizontallyConcatenatedMultiSourcesExamplesIterable.ex_iterables`	1	0
`meth`	`VerticallyConcatenatedMultiSourcesExamplesIterable.init`	2	1
`meth`	`VerticallyConcatenatedMultiSourcesExamplesIterable.iter`	1	0
`meth`	`VerticallyConcatenatedMultiSourcesExamplesIterable._iter_arrow`	1	0
`meth`	`VerticallyConcatenatedMultiSourcesExamplesIterable.shard_data_sources`	4	3
`prop`	`VerticallyConcatenatedMultiSourcesExamplesIterable.is_typed`	1	0
`prop`	`VerticallyConcatenatedMultiSourcesExamplesIterable.features`	1	0
`prop`	`VerticallyConcatenatedMultiSourcesExamplesIterable.iter_arrow`	1	0
`attr`	`VerticallyConcatenatedMultiSourcesExamplesIterable.ex_iterables`	1	0
`func`	`identity_func`	2	0
`meth`	`RebatchedArrowExamplesIterable.init`	4	3
`meth`	`RebatchedArrowExamplesIterable.iter`	1	0
`meth`	`RebatchedArrowExamplesIterable.shard_data_sources`	4	3
`prop`	`RebatchedArrowExamplesIterable.iter_arrow`	1	0
`prop`	`RebatchedArrowExamplesIterable.is_typed`	1	0
`prop`	`RebatchedArrowExamplesIterable.features`	1	0
`attr`	`RebatchedArrowExamplesIterable.ex_iterable`	1	0
`attr`	`RebatchedArrowExamplesIterable.batch_size`	1	0
`attr`	`RebatchedArrowExamplesIterable.drop_last_batch`	1	0
`meth`	`FormattedExamplesIterable.init`	5	4
`meth`	`FormattedExamplesIterable.iter`	1	0
`meth`	`FormattedExamplesIterable.shard_data_sources`	4	3
`prop`	`FormattedExamplesIterable.iter_arrow`	1	0
`prop`	`FormattedExamplesIterable.is_typed`	1	0
`prop`	`FormattedExamplesIterable.features`	1	0
`attr`	`FormattedExamplesIterable.ex_iterable`	1	0
`attr`	`FormattedExamplesIterable.formatting`	1	0
`attr`	`FormattedExamplesIterable.token_per_repo_id`	1	0
`meth`	`IterableDataset.init`	7	6
`meth`	`IterableDataset.repr`	1	0
`meth`	`IterableDataset.getstate`	1	0
`meth`	`IterableDataset.setstate`	2	0
`meth`	`IterableDataset._head`	2	0
`meth`	`IterableDataset._iter_pytorch`	1	0
`meth`	`IterableDataset._is_main_process`	1	0
`meth`	`IterableDataset.iter`	1	0
`meth`	`IterableDataset.iter`	3	2
`meth`	`IterableDataset.from_spark`	5	4
`meth`	`IterableDataset.from_csv`	6	5
`meth`	`IterableDataset.from_json`	7	6
`meth`	`IterableDataset.from_parquet`	10	9
`meth`	`IterableDataset.from_text`	8	7
`meth`	`IterableDataset.filter`	7	6
`meth`	`IterableDataset.shuffle`	4	3
`meth`	`IterableDataset.set_epoch`	2	1
`meth`	`IterableDataset._resolve_features`	1	0
`meth`	`IterableDataset.to_csv`	5	4
`meth`	`IterableDataset.to_json`	5	4
`meth`	`IterableDataset.to_sql`	5	4
`meth`	`IterableDataset.to_parquet`	5	4
`meth`	`RandomlyCyclingMultiSourcesExamplesIterable.init`	5	4
`meth`	`RandomlyCyclingMultiSourcesExamplesIterable._get_indices_iterator`	1	0
`meth`	`RandomlyCyclingMultiSourcesExamplesIterable.shard_data_sources`	4	3
`prop`	`RandomlyCyclingMultiSourcesExamplesIterable.is_typed`	1	0
`prop`	`RandomlyCyclingMultiSourcesExamplesIterable.features`	1	0
`attr`	`RandomlyCyclingMultiSourcesExamplesIterable.generator`	1	0
`attr`	`RandomlyCyclingMultiSourcesExamplesIterable.probabilities`	1	0
`func`	`async_add_mask`	6	3
`meth`	`MappedExamplesIterable.init`	13	12
`meth`	`MappedExamplesIterable.iter`	1	0
`meth`	`MappedExamplesIterable._iter`	1	0
`meth`	`MappedExamplesIterable.shard_data_sources`	4	3
`prop`	`MappedExamplesIterable.iter_arrow`	1	0
`prop`	`MappedExamplesIterable.is_typed`	1	0
`prop`	`MappedExamplesIterable.features`	1	0
`attr`	`MappedExamplesIterable.ex_iterable`	1	0
`attr`	`MappedExamplesIterable.function`	1	0
`attr`	`MappedExamplesIterable.batched`	1	0
`attr`	`MappedExamplesIterable.batch_size`	1	0
`attr`	`MappedExamplesIterable.drop_last_batch`	1	0
`attr`	`MappedExamplesIterable.remove_columns`	1	0
`attr`	`MappedExamplesIterable.with_indices`	1	0
`attr`	`MappedExamplesIterable.input_columns`	1	0
`attr`	`MappedExamplesIterable.fn_kwargs`	1	0
`attr`	`MappedExamplesIterable.formatting`	1	0
`attr`	`MappedExamplesIterable.max_num_running_async_map_functions_in_parallel`	1	0
`attr`	`logger`	1	0
`meth`	`BufferShuffledExamplesIterable.init`	4	3
`meth`	`BufferShuffledExamplesIterable._iter_random_indices`	4	3
`meth`	`BufferShuffledExamplesIterable.iter`	1	0
`meth`	`BufferShuffledExamplesIterable._iter_arrow`	1	0
`meth`	`BufferShuffledExamplesIterable.shard_data_sources`	4	3
`prop`	`BufferShuffledExamplesIterable.is_typed`	1	0
`prop`	`BufferShuffledExamplesIterable.features`	1	0
`prop`	`BufferShuffledExamplesIterable.iter_arrow`	1	0
`attr`	`BufferShuffledExamplesIterable.ex_iterable`	1	0
`attr`	`BufferShuffledExamplesIterable.buffer_size`	1	0
`attr`	`BufferShuffledExamplesIterable.generator`	1	0
`meth`	`IterableColumn.init`	3	2
`attr`	`IterableColumn.source`	1	0
`attr`	`IterableColumn.column_name`	1	0
`func`	`add_column_fn`	5	4
`meth`	`SkipExamplesIterable.init`	5	4
`meth`	`SkipExamplesIterable.iter`	1	0
`meth`	`SkipExamplesIterable._iter_arrow`	1	0
`meth`	`SkipExamplesIterable.split_number`	3	0
`meth`	`SkipExamplesIterable.shard_data_sources`	4	3
`prop`	`SkipExamplesIterable.iter_arrow`	1	0
`prop`	`SkipExamplesIterable.is_typed`	1	0
`prop`	`SkipExamplesIterable.features`	1	0
`attr`	`SkipExamplesIterable.ex_iterable`	1	0
`attr`	`SkipExamplesIterable.n`	1	0
`attr`	`SkipExamplesIterable.block_sources_order_when_shuffling`	1	0
`attr`	`SkipExamplesIterable.split_when_sharding`	1	0
`meth`	`CyclingMultiSourcesExamplesIterable.init`	3	2
`meth`	`CyclingMultiSourcesExamplesIterable._get_indices_iterator`	1	0
`meth`	`CyclingMultiSourcesExamplesIterable._iter_arrow`	1	0
`meth`	`CyclingMultiSourcesExamplesIterable.iter`	1	0
`meth`	`CyclingMultiSourcesExamplesIterable.shard_data_sources`	4	3
`prop`	`CyclingMultiSourcesExamplesIterable.is_typed`	1	0
`prop`	`CyclingMultiSourcesExamplesIterable.features`	1	0
`prop`	`CyclingMultiSourcesExamplesIterable.iter_arrow`	1	0
`attr`	`CyclingMultiSourcesExamplesIterable.ex_iterables`	1	0
`attr`	`CyclingMultiSourcesExamplesIterable.stopping_strategy`	1	0
`attr`	`CyclingMultiSourcesExamplesIterable.bool_strategy_func`	1	0
`meth`	`SelectColumnsIterable.init`	3	2
`meth`	`SelectColumnsIterable.iter`	1	0
`meth`	`SelectColumnsIterable.shard_data_sources`	4	3
`prop`	`SelectColumnsIterable.iter_arrow`	1	0
`prop`	`SelectColumnsIterable.is_typed`	1	0
`prop`	`SelectColumnsIterable.features`	1	0
`attr`	`SelectColumnsIterable.ex_iterable`	1	0
`attr`	`SelectColumnsIterable.column_names`	1	0
`func`	`add_mask`	6	3
`meth`	`ArrowExamplesIterable.init`	4	3
`meth`	`ArrowExamplesIterable.iter`	1	0
`meth`	`ArrowExamplesIterable._iter_arrow`	1	0
`meth`	`ArrowExamplesIterable.shard_data_sources`	4	3
`prop`	`ArrowExamplesIterable.iter_arrow`	1	0
`attr`	`ArrowExamplesIterable.generate_tables_fn`	1	0
`attr`	`ArrowExamplesIterable.kwargs`	1	0
`attr`	`ArrowExamplesIterable.generate_more_kwargs_fn`	1	0
`meth`	`FilteredExamplesIterable.init`	9	8
`meth`	`FilteredExamplesIterable._iter`	1	0
`meth`	`FilteredExamplesIterable._iter_arrow`	2	1
`meth`	`FilteredExamplesIterable.shard_data_sources`	4	3
`attr`	`FilteredExamplesIterable.mask_function`	1	0
`meth`	`StepExamplesIterable.init`	4	3
`meth`	`StepExamplesIterable.iter`	1	0
`meth`	`StepExamplesIterable._iter_arrow`	1	0
`meth`	`StepExamplesIterable.shard_data_sources`	4	3
`prop`	`StepExamplesIterable.iter_arrow`	1	0
`prop`	`StepExamplesIterable.is_typed`	1	0
`prop`	`StepExamplesIterable.features`	1	0
`attr`	`StepExamplesIterable.ex_iterable`	1	0
`attr`	`StepExamplesIterable.step`	1	0
`attr`	`StepExamplesIterable.offset`	1	0
`meth`	`RepeatExamplesIterable.init`	3	2
`meth`	`RepeatExamplesIterable.iter`	1	0
`meth`	`RepeatExamplesIterable.shard_data_sources`	4	3
`attr`	`RepeatExamplesIterable.ex_iterable`	1	0
`attr`	`RepeatExamplesIterable.num_times`	1	0

datasets.load (39 missing, 1 any)

	Symbol	Typable	Typed	Any
`func`	`increase_load_count`	2	1	0
`func`	`load_dataset`	19	19	1
`meth`	`HubBucketDatasetModuleFactory.init`	6	5	0
`attr`	`HubBucketDatasetModuleFactory.path`	1	0	0
`attr`	`HubBucketDatasetModuleFactory.name`	1	0	0
`attr`	`HubBucketDatasetModuleFactory.data_files`	1	0	0
`attr`	`HubBucketDatasetModuleFactory.data_dir`	1	0	0
`attr`	`HubBucketDatasetModuleFactory.download_config`	1	0	0
`attr`	`HubBucketDatasetModuleFactory.download_mode`	1	0	0
`meth`	`CachedDatasetModuleFactory.init`	3	2	0
`attr`	`CachedDatasetModuleFactory.name`	1	0	0
`attr`	`CachedDatasetModuleFactory.cache_dir`	1	0	0
`meth`	`LocalDatasetModuleFactory.init`	5	4	0
`attr`	`LocalDatasetModuleFactory.path`	1	0	0
`attr`	`LocalDatasetModuleFactory.name`	1	0	0
`attr`	`LocalDatasetModuleFactory.data_files`	1	0	0
`attr`	`LocalDatasetModuleFactory.data_dir`	1	0	0
`attr`	`LocalDatasetModuleFactory.download_mode`	1	0	0
`func`	`import_main_class`	2	1	0
`meth`	`HubDatasetModuleFactory.init`	8	7	0
`attr`	`HubDatasetModuleFactory.name`	1	0	0
`attr`	`HubDatasetModuleFactory.commit_hash`	1	0	0
`attr`	`HubDatasetModuleFactory.data_files`	1	0	0
`attr`	`HubDatasetModuleFactory.data_dir`	1	0	0
`attr`	`HubDatasetModuleFactory.download_config`	1	0	0
`attr`	`HubDatasetModuleFactory.download_mode`	1	0	0
`attr`	`HubDatasetModuleFactory.use_exported_dataset_infos`	1	0	0
`attr`	`logger`	1	0	0
`meth`	`HubDatasetModuleFactoryWithParquetExport.init`	4	3	0
`attr`	`HubDatasetModuleFactoryWithParquetExport.name`	1	0	0
`attr`	`HubDatasetModuleFactoryWithParquetExport.commit_hash`	1	0	0
`attr`	`HubDatasetModuleFactoryWithParquetExport.download_config`	1	0	0
`func`	`dataset_module_factory`	9	8	0
`func`	`load_dataset_builder`	13	12	0
`meth`	`PackagedDatasetModuleFactory.init`	6	5	0
`attr`	`PackagedDatasetModuleFactory.name`	1	0	0
`attr`	`PackagedDatasetModuleFactory.data_files`	1	0	0
`attr`	`PackagedDatasetModuleFactory.data_dir`	1	0	0
`attr`	`PackagedDatasetModuleFactory.download_config`	1	0	0
`attr`	`PackagedDatasetModuleFactory.download_mode`	1	0	0

datasets.naming (20 missing, 0 any)

	Symbol	Typable
`func`	`filenames_for_dataset_split`	6
`func`	`camelcase_to_snakecase`	2
`func`	`filepattern_for_dataset_split`	5
`func`	`filename_prefix_for_split`	3
`func`	`snakecase_to_camelcase`	2
`func`	`filename_prefix_for_name`	2

datasets.packaged_modules.arrow.arrow (9 missing, 0 any)

	Symbol	Typable
`attr`	`logger`	1
`meth`	`Arrow._info`	1
`meth`	`Arrow._split_generators`	2
`meth`	`Arrow._generate_shards`	2
`meth`	`Arrow._generate_tables`	2
`meth`	`ArrowConfig.post_init`	1

datasets.packaged_modules.audiofolder.audiofolder (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`AudioFolderConfig.post_init`	1	0	0
`attr`	`logger`	1	0	0

datasets.packaged_modules.cache.cache (12 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`Cache.init`	16	14
`meth`	`Cache.download_and_prepare`	4	1
`meth`	`Cache._split_generators`	2	0
`meth`	`Cache._generate_shards`	2	0
`meth`	`Cache._generate_tables`	2	0
`attr`	`logger`	1	0

datasets.packaged_modules.csv.csv (12 missing, 0 any)

	Symbol	Typable
`meth`	`CsvConfig.post_init`	1
`prop`	`CsvConfig.pd_read_csv_kwargs`	1
`attr`	`logger`	1
`meth`	`Csv._info`	1
`meth`	`Csv._split_generators`	2
`meth`	`Csv._generate_shards`	3
`meth`	`Csv._generate_tables`	3

datasets.packaged_modules.eval.eval (12 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`meth`	`Eval._info`	1	0
`meth`	`Eval._split_generators`	2	0
`meth`	`Eval._sort_samples_key`	2	1
`meth`	`Eval._iter_samples_from_log_files`	2	1
`meth`	`Eval._generate_shards`	3	0
`meth`	`Eval._generate_examples`	3	0

datasets.packaged_modules.folder_based_builder.folder_based_builder (19 missing, 0 any)

	Symbol	Typable
`meth`	`FolderBasedBuilder._info`	1
`meth`	`FolderBasedBuilder._split_generators`	2
`meth`	`FolderBasedBuilder._split_files_and_metadata_and_archives`	2
`meth`	`FolderBasedBuilder._generate_shards`	5
`meth`	`FolderBasedBuilder._generate_examples`	5
`attr`	`logger`	1
`func`	`count_path_segments`	2
`meth`	`FolderBasedBuilderConfig.post_init`	1

datasets.packaged_modules.generator.generator (6 missing, 0 any)

	Symbol	Typable
`meth`	`GeneratorConfig.post_init`	1
`meth`	`Generator._info`	1
`meth`	`Generator._split_generators`	2
`meth`	`Generator._generate_examples`	2

datasets.packaged_modules.hdf5.hdf5 (8 missing, 0 any)

	Symbol	Typable
`attr`	`logger`	1
`meth`	`HDF5._info`	1
`meth`	`HDF5._split_generators`	2
`meth`	`HDF5._generate_shards`	2
`meth`	`HDF5._generate_tables`	2

datasets.packaged_modules.imagefolder.imagefolder (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`ImageFolderConfig.post_init`	1	0	0
`attr`	`logger`	1	0	0

datasets.packaged_modules.json.json (16 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`func`	`pandas_read_json`	3	0
`meth`	`JsonConfig.post_init`	1	0
`meth`	`Json._info`	1	0
`meth`	`Json._split_generators`	2	0
`meth`	`Json._cast_table`	3	2
`meth`	`Json._generate_shards`	3	0
`meth`	`Json._generate_tables`	4	0

datasets.packaged_modules.lance.lance (8 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`attr`	`MAGIC_BYTES_EXTENSION_AND_FEATURE_TYPES`	1	0
`meth`	`Lance._info`	1	0
`meth`	`Lance._split_generators`	2	0
`meth`	`Lance._generate_shards`	4	3
`meth`	`Lance._generate_num_examples`	4	3
`meth`	`Lance._generate_tables`	4	3

datasets.packaged_modules.niftifolder.niftifolder (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`NiftiFolderConfig.post_init`	1	0	0
`attr`	`logger`	1	0	0

datasets.packaged_modules.pandas.pandas (8 missing, 0 any)

	Symbol	Typable
`meth`	`PandasConfig.post_init`	1
`meth`	`Pandas._info`	1
`meth`	`Pandas._split_generators`	2
`meth`	`Pandas._generate_shards`	2
`meth`	`Pandas._generate_tables`	2

datasets.packaged_modules.parquet.parquet (14 missing, 0 any)

	Symbol	Typable
`meth`	`ParquetConfig.post_init`	1
`attr`	`logger`	1
`meth`	`Parquet._info`	1
`meth`	`Parquet._split_generators`	2
`meth`	`Parquet._generate_shards`	3
`meth`	`Parquet._generate_more_gen_kwargs`	3
`meth`	`Parquet._generate_tables`	3

datasets.packaged_modules.pdffolder.pdffolder (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`PdfFolderConfig.post_init`	1	0	0
`attr`	`logger`	1	0	0

datasets.packaged_modules.spark.spark (18 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`SparkExamplesIterable.init`	3	1
`meth`	`SparkExamplesIterable.iter`	1	0
`meth`	`SparkExamplesIterable.shard_data_sources`	4	3
`attr`	`SparkExamplesIterable.df`	1	0
`attr`	`SparkExamplesIterable.partition_order`	1	0
`attr`	`logger`	1	0
`meth`	`Spark.init`	5	3
`meth`	`Spark._validate_cache_dir`	1	0
`meth`	`Spark._info`	1	0
`meth`	`Spark._split_generators`	2	1
`meth`	`Spark._repartition_df_if_needed`	2	0
`meth`	`Spark._prepare_split`	6	4
`attr`	`Spark.df`	1	0
`meth`	`SparkConfig.post_init`	1	0

datasets.packaged_modules.sql.sql (7 missing, 0 any)

	Symbol	Typable
`meth`	`Sql._info`	1
`meth`	`Sql._split_generators`	2
`meth`	`Sql._generate_tables`	1
`attr`	`logger`	1
`meth`	`SqlConfig.post_init`	1
`prop`	`SqlConfig.pd_read_sql_kwargs`	1

datasets.packaged_modules.text.text (10 missing, 0 any)

	Symbol	Typable
`meth`	`Text._info`	1
`meth`	`Text._split_generators`	2
`meth`	`Text._generate_shards`	3
`meth`	`Text._generate_tables`	3
`attr`	`logger`	1

datasets.packaged_modules.videofolder.videofolder (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`attr`	`logger`	1	0	0
`meth`	`VideoFolderConfig.post_init`	1	0	0

datasets.packaged_modules.webdataset.webdataset (21 missing, 0 any)

	Symbol	Typable	Typed
`func`	`cbor_loads`	2	1
`attr`	`logger`	1	0
`func`	`npy_loads`	2	1
`func`	`text_loads`	2	1
`func`	`torch_loads`	2	1
`meth`	`WebDataset._get_pipeline_from_tar`	3	0
`meth`	`WebDataset._split_generators`	2	0
`meth`	`WebDataset._generate_shards`	3	0
`meth`	`WebDataset._generate_examples`	3	0
`func`	`npz_loads`	2	1
`func`	`base_plus_ext`	2	0
`func`	`msgpack_loads`	2	1
`func`	`tenbin_loads`	2	1

datasets.packaged_modules.xml.xml (8 missing, 0 any)

	Symbol	Typable
`attr`	`logger`	1
`meth`	`Xml._info`	1
`meth`	`Xml._split_generators`	2
`meth`	`Xml._generate_shards`	2
`meth`	`Xml._generate_tables`	2

datasets.parallel.parallel (12 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`func`	`parallel_map`	10	0
`func`	`parallel_backend`	2	1

datasets.search (43 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`meth`	`IndexableMixin.init`	1	0
`meth`	`IndexableMixin.len`	1	0
`meth`	`IndexableMixin.getitem`	2	0
`meth`	`IndexableMixin._check_index_is_initialized`	2	1
`meth`	`IndexableMixin.add_faiss_index`	10	9
`meth`	`IndexableMixin.add_faiss_index_from_external_arrays`	10	9
`meth`	`IndexableMixin.save_faiss_index`	4	3
`meth`	`IndexableMixin.load_faiss_index`	5	4
`meth`	`IndexableMixin.add_elasticsearch_index`	8	7
`meth`	`IndexableMixin.load_elasticsearch_index`	7	6
`meth`	`IndexableMixin.drop_index`	2	1
`meth`	`IndexableMixin.search`	5	4
`meth`	`IndexableMixin.search_batch`	5	4
`meth`	`IndexableMixin.get_nearest_examples`	5	4
`meth`	`IndexableMixin.get_nearest_examples_batch`	5	4
`meth`	`FaissIndex.init`	5	4
`meth`	`FaissIndex.add_vectors`	6	5
`meth`	`FaissIndex.search`	4	2
`meth`	`FaissIndex.search_batch`	4	2
`meth`	`FaissIndex.save`	3	2
`attr`	`FaissIndex.device`	1	0
`attr`	`FaissIndex.string_factory`	1	0
`attr`	`FaissIndex.metric_type`	1	0
`attr`	`FaissIndex.faiss_index`	1	0
`meth`	`BaseIndex.search`	4	2
`meth`	`BaseIndex.search_batch`	4	2
`meth`	`BaseIndex.save`	2	1
`meth`	`ElasticSearchIndex.init`	6	5
`meth`	`ElasticSearchIndex.add_documents`	3	2
`meth`	`ElasticSearchIndex.search`	4	2
`meth`	`ElasticSearchIndex.search_batch`	5	2
`attr`	`ElasticSearchIndex.es_client`	1	0
`attr`	`ElasticSearchIndex.es_index_name`	1	0
`attr`	`ElasticSearchIndex.es_index_config`	1	0

datasets.splits (60 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`PercentSliceMeta.getitem`	2	0
`prop`	`SplitInfo.file_instructions`	1	0
`meth`	`SplitGenerator.post_init`	1	0
`meth`	`SplitDict.init`	4	0
`meth`	`SplitDict.getitem`	2	1
`meth`	`SplitDict.setitem`	3	2
`meth`	`SplitDict.add`	2	1
`meth`	`SplitDict.from_split_dict`	3	2
`meth`	`SplitDict.to_split_dict`	1	0
`meth`	`SplitDict.copy`	1	0
`prop`	`SplitDict.total_num_examples`	1	0
`attr`	`SplitDict.dataset_name`	1	0
`meth`	`Split.new`	2	0
`attr`	`Split.TRAIN`	1	0
`attr`	`Split.TEST`	1	0
`attr`	`Split.VALIDATION`	1	0
`attr`	`Split.ALL`	1	0
`prop`	`SubSplitInfo.num_examples`	1	0
`prop`	`SubSplitInfo.file_instructions`	1	0
`meth`	`SplitReadInstruction.init`	2	0
`meth`	`SplitReadInstruction.add`	2	0
`meth`	`SplitReadInstruction.add`	2	0
`meth`	`SplitReadInstruction.getitem`	2	0
`meth`	`SplitReadInstruction.get_list_sliced_split_info`	1	0
`meth`	`NamedSplitAll.init`	1	0
`meth`	`NamedSplitAll.repr`	1	0
`meth`	`NamedSplitAll.get_read_instruction`	2	0
`meth`	`SplitBase.get_read_instruction`	2	0
`meth`	`SplitBase.eq`	2	0
`meth`	`SplitBase.ne`	2	0
`meth`	`SplitBase.add`	2	0
`meth`	`SplitBase.subsplit`	5	0
`meth`	`NamedSplit.init`	2	1
`meth`	`NamedSplit.str`	1	0
`meth`	`NamedSplit.repr`	1	0
`meth`	`NamedSplit.eq`	2	0
`meth`	`NamedSplit.lt`	2	0
`meth`	`NamedSplit.hash`	1	0
`meth`	`NamedSplit.get_read_instruction`	2	0

datasets.streaming (4 missing, 0 any)

	Symbol	Typable	Typed
`func`	`extend_module_for_streaming`	3	1
`func`	`extend_dataset_builder_for_streaming`	2	1
`attr`	`logger`	1	0

datasets.table (262 missing, 0 any)

	Symbol	Typable	Typed
`func`	`embed_array_storage`	4	2
`func`	`inject_arrow_table_documentation`	2	0
`func`	`cast_table_to_schema`	3	2
`meth`	`ConcatenationTable.init`	3	2
`meth`	`ConcatenationTable.getstate`	1	0
`meth`	`ConcatenationTable.setstate`	2	0
`meth`	`ConcatenationTable.slice`	3	0
`meth`	`ConcatenationTable.filter`	4	0
`meth`	`ConcatenationTable.flatten`	3	0
`meth`	`ConcatenationTable.combine_chunks`	3	0
`meth`	`ConcatenationTable.cast`	4	0
`meth`	`ConcatenationTable.replace_schema_metadata`	3	0
`meth`	`ConcatenationTable.add_column`	3	0
`meth`	`ConcatenationTable.append_column`	3	0
`meth`	`ConcatenationTable.remove_column`	4	0
`meth`	`ConcatenationTable.set_column`	3	0
`meth`	`ConcatenationTable.rename_columns`	4	0
`meth`	`ConcatenationTable.drop`	4	0
`meth`	`ConcatenationTable.select`	4	0
`prop`	`ConcatenationTable._slices`	1	0
`attr`	`ConcatenationTable.blocks`	1	0
`func`	`embed_table_storage`	3	1
`meth`	`IndexedTableMixin.init`	2	1
`meth`	`IndexedTableMixin.fast_slice`	3	1
`meth`	`MemoryMappedTable.init`	4	3
`meth`	`MemoryMappedTable.from_file`	3	1
`meth`	`MemoryMappedTable.getstate`	1	0
`meth`	`MemoryMappedTable.setstate`	2	0
`meth`	`MemoryMappedTable.slice`	3	0
`meth`	`MemoryMappedTable.filter`	3	0
`meth`	`MemoryMappedTable.flatten`	3	0
`meth`	`MemoryMappedTable.combine_chunks`	3	0
`meth`	`MemoryMappedTable.cast`	3	0
`meth`	`MemoryMappedTable.replace_schema_metadata`	3	0
`meth`	`MemoryMappedTable.add_column`	3	0
`meth`	`MemoryMappedTable.append_column`	3	0
`meth`	`MemoryMappedTable.remove_column`	3	0
`meth`	`MemoryMappedTable.set_column`	3	0
`meth`	`MemoryMappedTable.rename_columns`	3	0
`meth`	`MemoryMappedTable.drop`	3	0
`meth`	`MemoryMappedTable.select`	3	0
`attr`	`MemoryMappedTable.path`	1	0
`func`	`table_iter`	4	3
`func`	`table_flatten`	2	1
`attr`	`logger`	1	0
`meth`	`InMemoryTable.from_file`	2	1
`meth`	`InMemoryTable.from_buffer`	2	1
`meth`	`InMemoryTable.from_pandas`	3	0
`meth`	`InMemoryTable.from_arrays`	3	0
`meth`	`InMemoryTable.from_pydict`	3	0
`meth`	`InMemoryTable.from_pylist`	4	0
`meth`	`InMemoryTable.from_batches`	3	0
`meth`	`InMemoryTable.slice`	3	0
`meth`	`InMemoryTable.filter`	3	0
`meth`	`InMemoryTable.flatten`	3	0
`meth`	`InMemoryTable.combine_chunks`	3	0
`meth`	`InMemoryTable.cast`	3	0
`meth`	`InMemoryTable.replace_schema_metadata`	3	0
`meth`	`InMemoryTable.add_column`	3	0
`meth`	`InMemoryTable.append_column`	3	0
`meth`	`InMemoryTable.remove_column`	3	0
`meth`	`InMemoryTable.set_column`	3	0
`meth`	`InMemoryTable.rename_columns`	3	0
`meth`	`InMemoryTable.drop`	3	0
`meth`	`InMemoryTable.select`	3	0
`func`	`table_visitor`	3	2
`meth`	`Table.init`	2	1
`meth`	`Table.deepcopy`	2	1
`meth`	`Table.validate`	3	0
`meth`	`Table.equals`	3	0
`meth`	`Table.to_batches`	3	0
`meth`	`Table.to_pydict`	3	0
`meth`	`Table.to_pylist`	3	0
`meth`	`Table.to_pandas`	3	0
`meth`	`Table.to_string`	3	0
`meth`	`Table.to_reader`	2	1
`meth`	`Table.field`	3	0
`meth`	`Table.column`	3	0
`meth`	`Table.itercolumns`	3	0
`meth`	`Table.eq`	2	0
`meth`	`Table.getitem`	2	0
`meth`	`Table.len`	1	0
`meth`	`Table.repr`	1	0
`meth`	`Table.str`	1	0
`meth`	`Table.slice`	3	0
`meth`	`Table.filter`	3	0
`meth`	`Table.flatten`	3	0
`meth`	`Table.combine_chunks`	3	0
`meth`	`Table.cast`	3	0
`meth`	`Table.replace_schema_metadata`	3	0
`meth`	`Table.add_column`	3	0
`meth`	`Table.append_column`	3	0
`meth`	`Table.remove_column`	3	0
`meth`	`Table.set_column`	3	0
`meth`	`Table.rename_columns`	3	0
`meth`	`Table.drop`	3	0
`meth`	`Table.select`	3	0
`prop`	`Table.schema`	1	0
`prop`	`Table.columns`	1	0
`prop`	`Table.num_columns`	1	0
`prop`	`Table.num_rows`	1	0
`prop`	`Table.shape`	1	0
`prop`	`Table.nbytes`	1	0
`prop`	`Table.column_names`	1	0
`attr`	`Table.table`	1	0
`func`	`cast_table_to_features`	3	2
`func`	`table_cast`	3	2
`meth`	`CastError.init`	4	3
`meth`	`CastError.reduce`	1	0
`meth`	`CastError.details`	1	0
`attr`	`CastError.table_column_names`	1	0
`attr`	`CastError.requested_column_names`	1	0

datasets.utils.deprecation_utils (17 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`meth`	`OnAccess.getattribute`	2	0
`meth`	`OnAccess.getitem`	2	0
`meth`	`OnAccess.call`	7	0
`meth`	`DeprecatedEnum.new`	2	0
`meth`	`DeprecatedEnum.deprecate`	1	0
`prop`	`DeprecatedEnum.help_message`	1	0
`func`	`deprecated`	2	1

datasets.utils.doc_utils (1 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`is_documented_by`	2	1	0

datasets.utils.extract (13 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`BaseExtractor.is_extractable`	3	2
`attr`	`logger`	1	0
`meth`	`MagicNumberBaseExtractor.read_magic_number`	3	2
`meth`	`TarExtractor.is_extractable`	3	2
`meth`	`TarExtractor.safemembers`	3	2
`meth`	`ZipExtractor.safemembers`	3	2
`meth`	`SevenZipExtractor.safemembers`	3	2
`meth`	`ExtractManager.init`	2	1
`attr`	`ExtractManager.extract_dir`	1	0
`attr`	`ExtractManager.extractor`	1	0
`meth`	`RarExtractor.safemembers`	3	2
`meth`	`Extractor._get_magic_number_max_length`	1	0
`meth`	`Extractor._read_magic_number`	3	2

datasets.utils.file_utils (116 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`SINGLE_SLASH_AFTER_PROTOCOL_PATTERN`	1	0
`func`	`estimate_dataset_size`	2	0
`func`	`xopen`	6	2
`func`	`get_from_cache`	10	1
`func`	`xsio_loadmat`	4	1
`func`	`xxml_dom_minidom_parse`	4	1
`func`	`xgzip_open`	5	1
`func`	`xpandas_read_csv`	4	1
`func`	`xsplit`	2	0
`meth`	`xPath.str`	1	0
`meth`	`xPath.exists`	2	1
`meth`	`xPath.glob`	3	1
`meth`	`xPath.rglob`	3	0
`meth`	`xPath.open`	3	0
`meth`	`xPath.with_suffix`	2	0
`func`	`xgetsize`	3	2
`func`	`xrelpath`	3	0
`func`	`cached_path`	4	1
`func`	`xwalk`	4	1
`meth`	`TqdmCallback.init`	4	0
`func`	`xdirname`	2	0
`func`	`xbasename`	2	0
`attr`	`MAGIC_NUMBER_TO_COMPRESSION_PROTOCOL`	1	0
`func`	`xexists`	3	2
`func`	`hash_url_to_filename`	3	0
`func`	`fsspec_head`	3	0
`func`	`xisfile`	3	2
`func`	`xnumpy_load`	5	1
`func`	`xet_parse`	4	1
`meth`	`ArchiveIterable._iter_tar`	2	0
`meth`	`ArchiveIterable._iter_zip`	2	0
`meth`	`ArchiveIterable._iter_from_fileobj`	2	1
`meth`	`ArchiveIterable.from_buf`	2	1
`meth`	`ArchiveIterable.from_urlpath`	3	2
`func`	`stack_multiprocessing_download_progress_bars`	1	0
`func`	`xisdir`	3	2
`func`	`readline`	2	1
`meth`	`FilesIterable.from_urlpaths`	3	2
`func`	`xpyarrow_parquet_read_table`	4	1
`attr`	`logger`	1	0
`func`	`add_end_docstrings`	2	0
`attr`	`MAGIC_NUMBER_MAX_LENGTH`	1	0
`func`	`xpandas_read_excel`	4	1
`attr`	`COMPRESSION_EXTENSION_TO_PROTOCOL`	1	0
`func`	`xsplitext`	2	0
`attr`	`SINGLE_FILE_COMPRESSION_EXTENSION_TO_PROTOCOL`	1	0
`func`	`fsspec_get`	6	0
`func`	`xjoin`	3	0
`func`	`xglob`	4	1
`func`	`add_start_docstrings`	2	0

datasets.utils.hub (1 missing, 0 any)

	Symbol	Typable	Typed	Any
`attr`	`hf_dataset_url`	1	0	0

datasets.utils.info_utils (6 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`func`	`is_small_dataset`	2	0
`func`	`verify_splits`	3	2
`func`	`verify_checksums`	4	2

datasets.utils.json (7 missing, 2 any)

	Symbol	Typable	Typed	Any
`func`	`ujson_loads`	3	0	0
`func`	`json_encode_field`	3	3	2
`func`	`find_mixed_struct_types_field_paths`	3	2	0
`func`	`ujson_dumps`	3	0	0

datasets.utils.logging (4 missing, 0 any)

	Symbol	Typable
`func`	`set_verbosity_error`	1
`func`	`set_verbosity_warning`	1
`func`	`set_verbosity_info`	1
`func`	`set_verbosity_debug`	1

datasets.utils.metadata (2 missing, 0 any)

	Symbol	Typable	Typed	Any
`attr`	`logger`	1	0	0
`meth`	`MetadataConfigs._raise_if_data_files_field_not_valid`	2	1	0

datasets.utils.patching (16 missing, 0 any)

	Symbol	Typable	Typed
`attr`	`logger`	1	0
`meth`	`patch_submodule.init`	5	1
`meth`	`patch_submodule.enter`	1	0
`meth`	`patch_submodule.exit`	2	0
`meth`	`patch_submodule.start`	1	0
`meth`	`patch_submodule.stop`	1	0
`attr`	`patch_submodule.obj`	1	0
`attr`	`patch_submodule.target`	1	0
`attr`	`patch_submodule.new`	1	0
`attr`	`patch_submodule.key`	1	0
`attr`	`patch_submodule.original`	1	0
`attr`	`patch_submodule.attrs`	1	0

datasets.utils.py_utils (45 missing, 2 any)

	Symbol	Typable	Typed	Any
`func`	`first_non_null_value`	2	0	0
`func`	`size_str`	2	0	0
`func`	`zip_dict`	2	0	0
`func`	`no_op_if_value_is_null`	2	0	0
`meth`	`classproperty.get`	3	0	0
`func`	`asdict`	2	0	0
`func`	`unique_values`	2	0	0
`func`	`glob_pattern_to_regex`	2	0	0
`func`	`map_nested`	14	14	2
`meth`	`NonMutableDict.init`	3	0	0
`meth`	`NonMutableDict.setitem`	3	0	0
`meth`	`NonMutableDict.update`	2	0	0
`func`	`copyfunc`	2	0	0
`func`	`temporary_assignment`	4	0	0
`func`	`first_non_null_non_empty_value`	2	0	0
`attr`	`logger`	1	0	0
`meth`	`NestedDataStructure.init`	2	0	0
`meth`	`NestedDataStructure.flatten`	2	0	0
`attr`	`NestedDataStructure.data`	1	0	0
`func`	`temp_seed`	4	1	0
`func`	`has_sufficient_disk_space`	3	0	0

datasets.utils.stratify (10 missing, 0 any)

	Symbol	Typable	Typed	Any
`func`	`stratified_shuffle_split_generate_indices`	6	0	0
`func`	`approximate_mode`	4	0	0

datasets.utils.tf_utils (96 missing, 0 any)

	Symbol	Typable
`func`	`is_numeric_pa_type`	2
`meth`	`SharedMemoryContext.init`	1
`meth`	`SharedMemoryContext.get_shm`	4
`meth`	`SharedMemoryContext.get_array`	5
`meth`	`SharedMemoryContext.enter`	1
`meth`	`SharedMemoryContext.exit`	4
`attr`	`SharedMemoryContext.created_shms`	1
`attr`	`SharedMemoryContext.opened_shms`	1
`func`	`multiprocess_dataset_to_tf`	11
`func`	`minimal_tf_collate_fn`	2
`func`	`minimal_tf_collate_fn_with_renaming`	2
`func`	`dataset_to_tf`	10
`func`	`np_get_batch`	8
`meth`	`NumpyMultiprocessingGenerator.init`	11
`meth`	`NumpyMultiprocessingGenerator.iter`	1
`meth`	`NumpyMultiprocessingGenerator.call`	1
`meth`	`NumpyMultiprocessingGenerator.worker_loop`	13
`meth`	`NumpyMultiprocessingGenerator.distribute_batches`	6
`attr`	`NumpyMultiprocessingGenerator.dataset`	1
`attr`	`NumpyMultiprocessingGenerator.cols_to_retain`	1
`attr`	`NumpyMultiprocessingGenerator.collate_fn`	1
`attr`	`NumpyMultiprocessingGenerator.collate_fn_args`	1
`attr`	`NumpyMultiprocessingGenerator.string_columns`	1
`attr`	`NumpyMultiprocessingGenerator.columns_to_np_types`	1
`attr`	`NumpyMultiprocessingGenerator.output_signature`	1
`attr`	`NumpyMultiprocessingGenerator.shuffle`	1
`attr`	`NumpyMultiprocessingGenerator.batch_size`	1
`attr`	`NumpyMultiprocessingGenerator.drop_remainder`	1
`attr`	`NumpyMultiprocessingGenerator.num_workers`	1
`attr`	`NumpyMultiprocessingGenerator.columns_to_ranks`	1

datasets.utils.tqdm (4 missing, 0 any)

	Symbol	Typable	Typed	Any
`meth`	`tqdm.init`	3	0	0
`func`	`is_progress_bar_enabled`	1	0	0

datasets.utils.track (13 missing, 0 any)

	Symbol	Typable	Typed
`meth`	`tracked_str.set_origin`	2	1
`meth`	`tracked_str.get_origin`	1	0
`meth`	`tracked_list.init`	3	1
`attr`	`tracked_list.last_item`	1	0
`meth`	`TrackedIterableFromGenerator.init`	3	0
`meth`	`TrackedIterableFromGenerator.iter`	1	0
`meth`	`TrackedIterableFromGenerator.reduce`	1	0
`attr`	`TrackedIterableFromGenerator.generator`	1	0
`attr`	`TrackedIterableFromGenerator.args`	1	0
`attr`	`TrackedIterableFromGenerator.last_item`	1	0

datasets.utils.version (12 missing, 0 any)

	Symbol	Typable
`meth`	`Version.post_init`	1
`meth`	`Version.repr`	1
`meth`	`Version._validate_operand`	2
`meth`	`Version.eq`	2
`meth`	`Version.lt`	2
`meth`	`Version.hash`	1
`meth`	`Version.from_dict`	2
`prop`	`Version.tuple`	1

Type-Ignore Comments

No type-ignore comments.

PyPI	https://pypi.org/project/datasets/
Repository	https://github.com/huggingface/datasets