






'''simple docstring'''






import contextlib
import csv
import json
import os
import sqlitea
import tarfile
import textwrap
import zipfile

import pyarrow as pa
import pyarrow.parquet as pq
import pytest

import datasets
import datasets.config





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		):







		'''simple docstring'''
		snake_case_		:							str			       =						10
		snake_case_		:							Union[str, Any]			       =						datasets.Features(
		    {
		        """tokens""": datasets.Sequence(datasets.Value("""string""" ) ),
		        """labels""": datasets.Sequence(datasets.ClassLabel(names=["""negative""", """positive"""] ) ),
		        """answers""": datasets.Sequence(
		            {
		                """text""": datasets.Value("""string""" ),
		                """answer_start""": datasets.Value("""int32""" ),
		            } ),
		        """id""": datasets.Value("""int64""" ),
		    } )
		snake_case_		:							List[str]			       =						datasets.Dataset.from_dict(
		    {
		        """tokens""": [["""foo"""] * 5] * n,
		        """labels""": [[1] * 5] * n,
		        """answers""": [{"""answer_start""": [97], """text""": ["""1976"""]}] * 10,
		        """id""": list(range(lowerCamelCase__ ) ),
		    }				,      features=lowerCamelCase__				,      )
		return dataset





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[Any]				,      lowerCamelCase_  :List[Any] ):







		'''simple docstring'''
		snake_case_		:							str			       =						str(tmp_path_factory.mktemp("""data""" ) / """file.arrow""" )
		dataset.map(cache_file_name=lowerCamelCase__ )
		return filename


# FILE_CONTENT + files


__A	:	Union[str, Any]     =     '\\n    Text data.\n    Second line of data.'





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[Any] ):







		'''simple docstring'''
		snake_case_		:							Any			       =						tmp_path_factory.mktemp("""data""" ) / "file.txt"
		snake_case_		:							List[str]			       =						FILE_CONTENT
		with open(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__ )
		return filename





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Optional[int] ):







		'''simple docstring'''
		import bza

		snake_case_		:							Dict			       =						tmp_path_factory.mktemp("""data""" ) / "file.txt.bz2"
		snake_case_		:							Tuple			       =						bytes(lowerCamelCase__				,      """utf-8""" )
		with bza.open(lowerCamelCase__				,      """wb""" ) as f:
				f.write(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Optional[int] ):







		'''simple docstring'''
		import gzip

		snake_case_		:							List[str]			       =						str(tmp_path_factory.mktemp("""data""" ) / """file.txt.gz""" )
		snake_case_		:							List[str]			       =						bytes(lowerCamelCase__				,      """utf-8""" )
		with gzip.open(lowerCamelCase__				,      """wb""" ) as f:
				f.write(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Optional[Any] ):







		'''simple docstring'''


		if datasets.config.LZ4_AVAILABLE:
				import lza.frame

				snake_case_		:							Dict			       =						tmp_path_factory.mktemp("""data""" ) / "file.txt.lz4"
				snake_case_		:							Optional[Any]			       =						bytes(lowerCamelCase__				,      """utf-8""" )
				with lza.frame.open(lowerCamelCase__				,      """wb""" ) as f:
						f.write(lowerCamelCase__ )
				return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :str				,      lowerCamelCase_  :Tuple ):







		'''simple docstring'''


		if datasets.config.PY7ZR_AVAILABLE:
				import pyazr

				snake_case_		:							int			       =						tmp_path_factory.mktemp("""data""" ) / "file.txt.7z"
				with pyazr.SevenZipFile(lowerCamelCase__				,      """w""" ) as archive:
						archive.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
				return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :str				,      lowerCamelCase_  :Any ):







		'''simple docstring'''
		import tarfile

		snake_case_		:							str			       =						tmp_path_factory.mktemp("""data""" ) / "file.txt.tar"
		with tarfile.TarFile(lowerCamelCase__				,      """w""" ) as f:
				f.add(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[str] ):







		'''simple docstring'''
		import lzma

		snake_case_		:							Optional[Any]			       =						tmp_path_factory.mktemp("""data""" ) / "file.txt.xz"
		snake_case_		:							List[str]			       =						bytes(lowerCamelCase__				,      """utf-8""" )
		with lzma.open(lowerCamelCase__				,      """wb""" ) as f:
				f.write(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :str				,      lowerCamelCase_  :str ):







		'''simple docstring'''
		import zipfile

		snake_case_		:							Optional[int]			       =						tmp_path_factory.mktemp("""data""" ) / "file.txt.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Any ):







		'''simple docstring'''


		if datasets.config.ZSTANDARD_AVAILABLE:
				import zstandard as zstd

				snake_case_		:							Any			       =						tmp_path_factory.mktemp("""data""" ) / "file.txt.zst"
				snake_case_		:							Optional[Any]			       =						bytes(lowerCamelCase__				,      """utf-8""" )
				with zstd.open(lowerCamelCase__				,      """wb""" ) as f:
						f.write(lowerCamelCase__ )
				return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Dict ):







		'''simple docstring'''
		snake_case_		:							Tuple			       =						tmp_path_factory.mktemp("""data""" ) / "file.xml"
		snake_case_		:							Optional[int]			       =						textwrap.dedent(
		    """\\n    <?xml version=\"1.0\" encoding=\"UTF-8\" ?>\n    <tmx version=\"1.4\">\n      <header segtype=\"sentence\" srclang=\"ca\" />\n      <body>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 1</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 1</seg></tuv>\n        </tu>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 2</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 2</seg></tuv>\n        </tu>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 3</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 3</seg></tuv>\n        </tu>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 4</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 4</seg></tuv>\n        </tu>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 5</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 5</seg></tuv>\n        </tu>\n      </body>\n    </tmx>""" )
		with open(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__ )
		return filename


__A	:	Optional[int]     =     [
    {'col_1': '0', 'col_2': 0, 'col_3': 0.0},
    {'col_1': '1', 'col_2': 1, 'col_3': 1.0},
    {'col_1': '2', 'col_2': 2, 'col_3': 2.0},
    {'col_1': '3', 'col_2': 3, 'col_3': 3.0},
]
__A	:	Union[str, Any]     =     [
    {'col_1': '4', 'col_2': 4, 'col_3': 4.0},
    {'col_1': '5', 'col_2': 5, 'col_3': 5.0},
]
__A	:	Optional[int]     =     {
    'col_1': ['0', '1', '2', '3'],
    'col_2': [0, 1, 2, 3],
    'col_3': [0.0, 1.0, 2.0, 3.0],
}

__A	:	Optional[Any]     =     [
    {'col_3': 0.0, 'col_1': '0', 'col_2': 0},
    {'col_3': 1.0, 'col_1': '1', 'col_2': 1},
]

__A	:	List[str]     =     [
    {'col_1': 's0', 'col_2': 0, 'col_3': 0.0},
    {'col_1': 's1', 'col_2': 1, 'col_3': 1.0},
    {'col_1': 's2', 'col_2': 2, 'col_3': 2.0},
    {'col_1': 's3', 'col_2': 3, 'col_3': 3.0},
]





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		):







		'''simple docstring'''
		return DATA_DICT_OF_LISTS





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Union[str, Any] ):







		'''simple docstring'''
		snake_case_		:							Optional[int]			       =						datasets.Dataset.from_dict(lowerCamelCase__ )
		snake_case_		:							Any			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.arrow""" )
		dataset.map(cache_file_name=lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Optional[Any] ):







		'''simple docstring'''
		snake_case_		:							List[Any]			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.sqlite""" )
		with contextlib.closing(sqlitea.connect(lowerCamelCase__ ) ) as con:
				snake_case_		:							Union[str, Any]			       =						con.cursor()
				cur.execute("""CREATE TABLE dataset(col_1 text, col_2 int, col_3 real)""" )
				for item in DATA:
						cur.execute("""INSERT INTO dataset(col_1, col_2, col_3) VALUES (?, ?, ?)"""				,      tuple(item.values() ) )
				con.commit()
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[Any] ):







		'''simple docstring'''
		snake_case_		:							Dict			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.csv""" )
		with open(lowerCamelCase__				,      """w"""				,      newline="""""" ) as f:
				snake_case_		:							Optional[int]			       =						csv.DictWriter(lowerCamelCase__				,      fieldnames=["""col_1""", """col_2""", """col_3"""] )
				writer.writeheader()
				for item in DATA:
						writer.writerow(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Tuple ):







		'''simple docstring'''
		snake_case_		:							int			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset2.csv""" )
		with open(lowerCamelCase__				,      """w"""				,      newline="""""" ) as f:
				snake_case_		:							Union[str, Any]			       =						csv.DictWriter(lowerCamelCase__				,      fieldnames=["""col_1""", """col_2""", """col_3"""] )
				writer.writeheader()
				for item in DATA:
						writer.writerow(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Union[str, Any]				,      lowerCamelCase_  :Any ):







		'''simple docstring'''
		import bza

		snake_case_		:							Any			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.csv.bz2"
		with open(lowerCamelCase__				,      """rb""" ) as f:
				snake_case_		:							Optional[Any]			       =						f.read()
		# data = bytes(FILE_CONTENT, "utf-8")
		with bza.open(lowerCamelCase__				,      """wb""" ) as f:
				f.write(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Tuple				,      lowerCamelCase_  :Any				,      lowerCamelCase_  :int ):







		'''simple docstring'''
		snake_case_		:							Optional[int]			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.csv.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Tuple				,      lowerCamelCase_  :Union[str, Any]				,      lowerCamelCase_  :str ):







		'''simple docstring'''
		snake_case_		:							List[Any]			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.csv.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.basename(csv_path.replace(""".csv"""				,      """.CSV""" ) ) )
				f.write(lowerCamelCase__				,      arcname=os.path.basename(csva_path.replace(""".csv"""				,      """.CSV""" ) ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[str]				,      lowerCamelCase_  :List[str]				,      lowerCamelCase_  :List[Any] ):







		'''simple docstring'''
		snake_case_		:							Dict			       =						tmp_path_factory.mktemp("""data""" ) / "dataset_with_dir.csv.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.join("""main_dir"""				,      os.path.basename(lowerCamelCase__ ) ) )
				f.write(lowerCamelCase__				,      arcname=os.path.join("""main_dir"""				,      os.path.basename(lowerCamelCase__ ) ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[str] ):







		'''simple docstring'''
		snake_case_		:							Union[str, Any]			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.parquet""" )
		snake_case_		:							str			       =						pa.schema(
		    {
		        """col_1""": pa.string(),
		        """col_2""": pa.intaa(),
		        """col_3""": pa.floataa(),
		    } )
		with open(lowerCamelCase__				,      """wb""" ) as f:
				snake_case_		:							Union[str, Any]			       =						pq.ParquetWriter(lowerCamelCase__				,      schema=lowerCamelCase__ )
				snake_case_		:							Optional[Any]			       =						pa.Table.from_pydict({k: [DATA[i][k] for i in range(len(lowerCamelCase__ ) )] for k in DATA[0]}				,      schema=lowerCamelCase__ )
				writer.write_table(lowerCamelCase__ )
				writer.close()
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Any ):







		'''simple docstring'''
		snake_case_		:							Tuple			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.json""" )
		snake_case_		:							int			       =						{"data": DATA}
		with open(lowerCamelCase__				,      """w""" ) as f:
				json.dump(lowerCamelCase__				,      lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Any ):







		'''simple docstring'''
		snake_case_		:							List[str]			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.json""" )
		snake_case_		:							int			       =						{"data": DATA_DICT_OF_LISTS}
		with open(lowerCamelCase__				,      """w""" ) as f:
				json.dump(lowerCamelCase__				,      lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :str ):







		'''simple docstring'''
		snake_case_		:							List[str]			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.jsonl""" )
		with open(lowerCamelCase__				,      """w""" ) as f:
				for item in DATA:
						f.write(json.dumps(lowerCamelCase__ ) + """\n""" )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :int ):







		'''simple docstring'''
		snake_case_		:							Dict			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset2.jsonl""" )
		with open(lowerCamelCase__				,      """w""" ) as f:
				for item in DATA:
						f.write(json.dumps(lowerCamelCase__ ) + """\n""" )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :str ):







		'''simple docstring'''
		snake_case_		:							Any			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset_312.jsonl""" )
		with open(lowerCamelCase__				,      """w""" ) as f:
				for item in DATA_312:
						f.write(json.dumps(lowerCamelCase__ ) + """\n""" )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Tuple ):







		'''simple docstring'''
		snake_case_		:							Dict			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset-str.jsonl""" )
		with open(lowerCamelCase__				,      """w""" ) as f:
				for item in DATA_STR:
						f.write(json.dumps(lowerCamelCase__ ) + """\n""" )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Tuple				,      lowerCamelCase_  :Union[str, Any] ):







		'''simple docstring'''
		import gzip

		snake_case_		:							int			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.txt.gz""" )
		with open(lowerCamelCase__				,      """rb""" ) as orig_file:
				with gzip.open(lowerCamelCase__				,      """wb""" ) as zipped_file:
						zipped_file.writelines(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Optional[int]				,      lowerCamelCase_  :List[str] ):







		'''simple docstring'''
		import gzip

		snake_case_		:							Optional[Any]			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.jsonl.gz""" )
		with open(lowerCamelCase__				,      """rb""" ) as orig_file:
				with gzip.open(lowerCamelCase__				,      """wb""" ) as zipped_file:
						zipped_file.writelines(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Any				,      lowerCamelCase_  :Tuple				,      lowerCamelCase_  :List[str] ):







		'''simple docstring'''
		snake_case_		:							List[Any]			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.jsonl.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[str]				,      lowerCamelCase_  :Union[str, Any]				,      lowerCamelCase_  :Union[str, Any]				,      lowerCamelCase_  :int ):







		'''simple docstring'''
		snake_case_		:							List[Any]			       =						tmp_path_factory.mktemp("""data""" ) / "dataset_nested.jsonl.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.join("""nested"""				,      os.path.basename(lowerCamelCase__ ) ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Tuple				,      lowerCamelCase_  :Union[str, Any]				,      lowerCamelCase_  :Any ):







		'''simple docstring'''
		snake_case_		:							Any			       =						tmp_path_factory.mktemp("""data""" ) / "dataset_with_dir.jsonl.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.join("""main_dir"""				,      os.path.basename(lowerCamelCase__ ) ) )
				f.write(lowerCamelCase__				,      arcname=os.path.join("""main_dir"""				,      os.path.basename(lowerCamelCase__ ) ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Dict				,      lowerCamelCase_  :Dict				,      lowerCamelCase_  :List[Any] ):







		'''simple docstring'''
		snake_case_		:							Dict			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.jsonl.tar"
		with tarfile.TarFile(lowerCamelCase__				,      """w""" ) as f:
				f.add(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
				f.add(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Optional[Any]				,      lowerCamelCase_  :List[str]				,      lowerCamelCase_  :int				,      lowerCamelCase_  :Optional[Any] ):







		'''simple docstring'''
		snake_case_		:							Dict			       =						tmp_path_factory.mktemp("""data""" ) / "dataset_nested.jsonl.tar"
		with tarfile.TarFile(lowerCamelCase__				,      """w""" ) as f:
				f.add(lowerCamelCase__				,      arcname=os.path.join("""nested"""				,      os.path.basename(lowerCamelCase__ ) ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[str] ):







		'''simple docstring'''
		snake_case_		:							List[Any]			       =						["0", "1", "2", "3"]
		snake_case_		:							Union[str, Any]			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset.txt""" )
		with open(lowerCamelCase__				,      """w""" ) as f:
				for item in data:
						f.write(item + """\n""" )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Dict ):







		'''simple docstring'''
		snake_case_		:							Union[str, Any]			       =						["0", "1", "2", "3"]
		snake_case_		:							Optional[Any]			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset2.txt""" )
		with open(lowerCamelCase__				,      """w""" ) as f:
				for item in data:
						f.write(item + """\n""" )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Any ):







		'''simple docstring'''
		snake_case_		:							List[str]			       =						["0", "1", "2", "3"]
		snake_case_		:							Optional[Any]			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.abc"
		with open(lowerCamelCase__				,      """w""" ) as f:
				for item in data:
						f.write(item + """\n""" )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Union[str, Any]				,      lowerCamelCase_  :int				,      lowerCamelCase_  :Optional[int] ):







		'''simple docstring'''
		snake_case_		:							Tuple			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.text.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :List[str]				,      lowerCamelCase_  :str				,      lowerCamelCase_  :Tuple ):







		'''simple docstring'''
		snake_case_		:							Any			       =						tmp_path_factory.mktemp("""data""" ) / "dataset_with_dir.text.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.join("""main_dir"""				,      os.path.basename(lowerCamelCase__ ) ) )
				f.write(lowerCamelCase__				,      arcname=os.path.join("""main_dir"""				,      os.path.basename(lowerCamelCase__ ) ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Any				,      lowerCamelCase_  :str				,      lowerCamelCase_  :Optional[Any] ):







		'''simple docstring'''
		snake_case_		:							Any			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.ext.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.basename("""unsupported.ext""" ) )
				f.write(lowerCamelCase__				,      arcname=os.path.basename("""unsupported_2.ext""" ) )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Optional[int] ):







		'''simple docstring'''
		snake_case_		:							Union[str, Any]			       =						"\n".join(["""First""", """Second\u2029with Unicode new line""", """Third"""] )
		snake_case_		:							List[str]			       =						str(tmp_path_factory.mktemp("""data""" ) / """dataset_with_unicode_new_lines.txt""" )
		with open(lowerCamelCase__				,      """w"""				,      encoding="""utf-8""" ) as f:
				f.write(lowerCamelCase__ )
		return path





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		):







		'''simple docstring'''
		return os.path.join("""tests"""				,      """features"""				,      """data"""				,      """test_image_rgb.jpg""" )





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		):







		'''simple docstring'''
		return os.path.join("""tests"""				,      """features"""				,      """data"""				,      """test_audio_44100.wav""" )





@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :Optional[int]				,      lowerCamelCase_  :Any ):







		'''simple docstring'''
		snake_case_		:							Union[str, Any]			       =						tmp_path_factory.mktemp("""data""" ) / "dataset.img.zip"
		with zipfile.ZipFile(lowerCamelCase__				,      """w""" ) as f:
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ) )
				f.write(lowerCamelCase__				,      arcname=os.path.basename(lowerCamelCase__ ).replace(""".jpg"""				,      """2.jpg""" ) )
		return path






@pytest.fixture(scope="""session""" )
def      UpperCAmelCase      (		lowerCamelCase_  :str ):







		'''simple docstring'''
		snake_case_		:							Optional[Any]			       =						tmp_path_factory.mktemp("""data_dir""" )

		(data_dir / "subdir").mkdir()
		with open(data_dir / """subdir""" / """train.txt"""				,      """w""" ) as f:
				f.write("""foo\n""" * 10 )
		with open(data_dir / """subdir""" / """test.txt"""				,      """w""" ) as f:
				f.write("""bar\n""" * 10 )
		# hidden file
		with open(data_dir / """subdir""" / """.test.txt"""				,      """w""" ) as f:
				f.write("""bar\n""" * 10 )

		# hidden directory
		(data_dir / ".subdir").mkdir()
		with open(data_dir / """.subdir""" / """train.txt"""				,      """w""" ) as f:
				f.write("""foo\n""" * 10 )
		with open(data_dir / """.subdir""" / """test.txt"""				,      """w""" ) as f:
				f.write("""bar\n""" * 10 )

		return data_dir



'''simple docstring'''






from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_speech_available, is_torch_available


__A	:	Tuple     =     {
    'configuration_audio_spectrogram_transformer': [
        'AUDIO_SPECTROGRAM_TRANSFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP',
        'ASTConfig',
    ]
}

try:
							if not is_torch_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							__A	:	Tuple     =     [
							    'AUDIO_SPECTROGRAM_TRANSFORMER_PRETRAINED_MODEL_ARCHIVE_LIST',
							    'ASTForAudioClassification',
							    'ASTModel',
							    'ASTPreTrainedModel',
							]

try:
							if not is_speech_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							__A	:	int     =     ['ASTFeatureExtractor']

if TYPE_CHECKING:
							from .configuration_audio_spectrogram_transformer import (
							    AUDIO_SPECTROGRAM_TRANSFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP,
							    ASTConfig,
							)

							try:
														if not is_torch_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .modeling_audio_spectrogram_transformer import (
														    AUDIO_SPECTROGRAM_TRANSFORMER_PRETRAINED_MODEL_ARCHIVE_LIST,
														    ASTForAudioClassification,
														    ASTModel,
														    ASTPreTrainedModel,
														)

							try:
														if not is_speech_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .feature_extraction_audio_spectrogram_transformer import ASTFeatureExtractor


else:
							import sys

							__A	:	Union[str, Any]     =     _LazyModule(__name__, globals()['__file__'], _import_structure, module_spec=__spec__)