

'''simple docstring'''






import inspect
import warnings
from typing import Any, Dict, Optional, Union

from packaging import version


def 		_A     (    *A__     ,				A__ = None     ,				A__=True     ,				A__=2      ):






 """simple docstring"""



 from .. import __version__

 __lowercase							  = take_from
 __lowercase							  = ()
 if not isinstance(args[0]     ,				A__      ):
  __lowercase							  = (args,)

 for attribute, version_name, message in args:
  if version.parse(version.parse(A__      ).base_version      ) >= version.parse(A__      ):
   raise ValueError(
       F"The deprecation tuple {(attribute, version_name, message)} should be removed since diffusers'"
       F" version {__version__} is >= {version_name}"      )

  __lowercase							  = None
  if isinstance(A__     ,				A__      ) and attribute in deprecated_kwargs:
   values += (deprecated_kwargs.pop(A__      ),)
   __lowercase							  = F"The `{attribute}` argument is deprecated and will be removed in version {version_name}."
  elif hasattr(A__     ,				A__      ):
   values += (getattr(A__     ,				A__      ),)
   __lowercase							  = F"The `{attribute}` attribute is deprecated and will be removed in version {version_name}."
  elif deprecated_kwargs is None:
   __lowercase							  = F"`{attribute}` is deprecated and will be removed in version {version_name}."

  if warning is not None:
   __lowercase							  = warning + ''' ''' if standard_warn else ''''''
   warnings.warn(warning + message     ,				A__     ,				stacklevel=A__      )

 if isinstance(A__     ,				A__      ) and len(A__      ) > 0:
  __lowercase							  = inspect.getouterframes(inspect.currentframe()      )[1]
  __lowercase							  = call_frame.filename
  __lowercase							  = call_frame.lineno
  __lowercase							  = call_frame.function
  __lowercase  ,	__lowercase							  = next(iter(deprecated_kwargs.items()      )      )
  raise TypeError(F"{function} in {filename} line {line_number-1} got an unexpected keyword argument `{key}`"      )

 if len(A__      ) == 0:
  return
 elif len(A__      ) == 1:
  return values[0]
 return values









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      lowercase__      (     ):


					'''simple docstring'''


					UpperCAmelCase_    :      Tuple            =						10
					UpperCAmelCase_    :      Tuple            =						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'  ),
					    }  )
					UpperCAmelCase_    :      Tuple            =						datasets.Dataset.from_dict(
					    {
					        'tokens': [['foo'] * 5] * n,
					        'labels': [[1] * 5] * n,
					        'answers': [{'answer_start': [97], 'text': ['1976']}] * 10,
					        'id': list(range(__snake_case  )  ),
					    }     ,       features=__snake_case     ,       )
					return dataset




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Optional[Any]     ,       __snake_case    :							List[str]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      str            =						str(tmp_path_factory.mktemp('data'  ) / 'file.arrow'  )
					dataset.map(cache_file_name=__snake_case  )
					return filename


# FILE_CONTENT + files


__UpperCAmelCase								=						'\\n    Text data.\n    Second line of data.'




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Optional[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Optional[int]            =						tmp_path_factory.mktemp('data'  ) / 'file.txt'
					UpperCAmelCase_    :      Tuple            =						FILE_CONTENT
					with open(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case  )
					return filename




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							List[str]  ):


					'''simple docstring'''


					import bza

					UpperCAmelCase_    :      Optional[int]            =						tmp_path_factory.mktemp('data'  ) / 'file.txt.bz2'
					UpperCAmelCase_    :      str            =						bytes(__snake_case     ,       'utf-8'  )
					with bza.open(__snake_case     ,       'wb'  ) as f:
										f.write(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Any  ):


					'''simple docstring'''


					import gzip

					UpperCAmelCase_    :      Optional[Any]            =						str(tmp_path_factory.mktemp('data'  ) / 'file.txt.gz'  )
					UpperCAmelCase_    :      Dict            =						bytes(__snake_case     ,       'utf-8'  )
					with gzip.open(__snake_case     ,       'wb'  ) as f:
										f.write(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Dict  ):


					'''simple docstring'''


					if datasets.config.LZ4_AVAILABLE:
										import lza.frame

										UpperCAmelCase_    :      Any            =						tmp_path_factory.mktemp('data'  ) / 'file.txt.lz4'
										UpperCAmelCase_    :      Any            =						bytes(__snake_case     ,       'utf-8'  )
										with lza.frame.open(__snake_case     ,       'wb'  ) as f:
															f.write(__snake_case  )
										return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Tuple     ,       __snake_case    :							List[Any]  ):


					'''simple docstring'''


					if datasets.config.PY7ZR_AVAILABLE:
										import pyazr

										UpperCAmelCase_    :      Optional[Any]            =						tmp_path_factory.mktemp('data'  ) / 'file.txt.7z'
										with pyazr.SevenZipFile(__snake_case     ,       'w'  ) as archive:
															archive.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
										return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							List[str]     ,       __snake_case    :							List[Any]  ):


					'''simple docstring'''


					import tarfile

					UpperCAmelCase_    :      Any            =						tmp_path_factory.mktemp('data'  ) / 'file.txt.tar'
					with tarfile.TarFile(__snake_case     ,       'w'  ) as f:
										f.add(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							str  ):


					'''simple docstring'''


					import lzma

					UpperCAmelCase_    :      Union[str, Any]            =						tmp_path_factory.mktemp('data'  ) / 'file.txt.xz'
					UpperCAmelCase_    :      Any            =						bytes(__snake_case     ,       'utf-8'  )
					with lzma.open(__snake_case     ,       'wb'  ) as f:
										f.write(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Optional[int]     ,       __snake_case    :							Optional[Any]  ):


					'''simple docstring'''


					import zipfile

					UpperCAmelCase_    :      int            =						tmp_path_factory.mktemp('data'  ) / 'file.txt.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Optional[Any]  ):


					'''simple docstring'''


					if datasets.config.ZSTANDARD_AVAILABLE:
										import zstandard as zstd

										UpperCAmelCase_    :      Tuple            =						tmp_path_factory.mktemp('data'  ) / 'file.txt.zst'
										UpperCAmelCase_    :      List[str]            =						bytes(__snake_case     ,       'utf-8'  )
										with zstd.open(__snake_case     ,       'wb'  ) as f:
															f.write(__snake_case  )
										return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Any  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Union[str, Any]            =						tmp_path_factory.mktemp('data'  ) / 'file.xml'
					UpperCAmelCase_    :      List[Any]            =						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(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case  )
					return filename


__UpperCAmelCase								=						[
    {'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},
]
__UpperCAmelCase								=						[
    {'col_1': '4', 'col_2': 4, 'col_3': 4.0},
    {'col_1': '5', 'col_2': 5, 'col_3': 5.0},
]
__UpperCAmelCase								=						{
    'col_1': ['0', '1', '2', '3'],
    'col_2': [0, 1, 2, 3],
    'col_3': [0.0, 1.0, 2.0, 3.0],
}

__UpperCAmelCase								=						[
    {'col_3': 0.0, 'col_1': '0', 'col_2': 0},
    {'col_3': 1.0, 'col_1': '1', 'col_2': 1},
]

__UpperCAmelCase								=						[
    {'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      lowercase__      (     ):


					'''simple docstring'''


					return DATA_DICT_OF_LISTS




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							int  ):


					'''simple docstring'''


					UpperCAmelCase_    :      List[Any]            =						datasets.Dataset.from_dict(__snake_case  )
					UpperCAmelCase_    :      Optional[Any]            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.arrow'  )
					dataset.map(cache_file_name=__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							List[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Optional[int]            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.sqlite'  )
					with contextlib.closing(sqlitea.connect(__snake_case  )  ) as con:
										UpperCAmelCase_    :      List[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      lowercase__      (     __snake_case    :							Union[str, Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Optional[Any]            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.csv'  )
					with open(__snake_case     ,       'w'     ,       newline=''  ) as f:
										UpperCAmelCase_    :      Tuple            =						csv.DictWriter(__snake_case     ,       fieldnames=['col_1', 'col_2', 'col_3']  )
										writer.writeheader()
										for item in DATA:
															writer.writerow(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Optional[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Tuple            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset2.csv'  )
					with open(__snake_case     ,       'w'     ,       newline=''  ) as f:
										UpperCAmelCase_    :      Optional[Any]            =						csv.DictWriter(__snake_case     ,       fieldnames=['col_1', 'col_2', 'col_3']  )
										writer.writeheader()
										for item in DATA:
															writer.writerow(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							str     ,       __snake_case    :							Any  ):


					'''simple docstring'''


					import bza

					UpperCAmelCase_    :      int            =						tmp_path_factory.mktemp('data'  ) / 'dataset.csv.bz2'
					with open(__snake_case     ,       'rb'  ) as f:
										UpperCAmelCase_    :      int            =						f.read()
					# data = bytes(FILE_CONTENT, "utf-8")
					with bza.open(__snake_case     ,       'wb'  ) as f:
										f.write(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							List[str]     ,       __snake_case    :							Tuple     ,       __snake_case    :							Optional[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      List[Any]            =						tmp_path_factory.mktemp('data'  ) / 'dataset.csv.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							str     ,       __snake_case    :							Optional[int]     ,       __snake_case    :							Tuple  ):


					'''simple docstring'''


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




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Tuple     ,       __snake_case    :							int     ,       __snake_case    :							str  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Optional[Any]            =						tmp_path_factory.mktemp('data'  ) / 'dataset_with_dir.csv.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.join('main_dir'     ,       os.path.basename(__snake_case  )  )  )
										f.write(__snake_case     ,       arcname=os.path.join('main_dir'     ,       os.path.basename(__snake_case  )  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Union[str, Any]  ):


					'''simple docstring'''


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




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Union[str, Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Tuple            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.json'  )
					UpperCAmelCase_    :      Optional[int]            =						{'data': DATA}
					with open(__snake_case     ,       'w'  ) as f:
										json.dump(__snake_case     ,       __snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							List[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Tuple            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.json'  )
					UpperCAmelCase_    :      Tuple            =						{'data': DATA_DICT_OF_LISTS}
					with open(__snake_case     ,       'w'  ) as f:
										json.dump(__snake_case     ,       __snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Optional[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Dict            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.jsonl'  )
					with open(__snake_case     ,       'w'  ) as f:
										for item in DATA:
															f.write(json.dumps(__snake_case  ) + '\n'  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							str  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Union[str, Any]            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset2.jsonl'  )
					with open(__snake_case     ,       'w'  ) as f:
										for item in DATA:
															f.write(json.dumps(__snake_case  ) + '\n'  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							int  ):


					'''simple docstring'''


					UpperCAmelCase_    :      int            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset_312.jsonl'  )
					with open(__snake_case     ,       'w'  ) as f:
										for item in DATA_312:
															f.write(json.dumps(__snake_case  ) + '\n'  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							str  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Optional[int]            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset-str.jsonl'  )
					with open(__snake_case     ,       'w'  ) as f:
										for item in DATA_STR:
															f.write(json.dumps(__snake_case  ) + '\n'  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Dict     ,       __snake_case    :							Dict  ):


					'''simple docstring'''


					import gzip

					UpperCAmelCase_    :      Union[str, Any]            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.txt.gz'  )
					with open(__snake_case     ,       'rb'  ) as orig_file:
										with gzip.open(__snake_case     ,       'wb'  ) as zipped_file:
															zipped_file.writelines(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							int     ,       __snake_case    :							Any  ):


					'''simple docstring'''


					import gzip

					UpperCAmelCase_    :      Dict            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.jsonl.gz'  )
					with open(__snake_case     ,       'rb'  ) as orig_file:
										with gzip.open(__snake_case     ,       'wb'  ) as zipped_file:
															zipped_file.writelines(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Optional[Any]     ,       __snake_case    :							Dict     ,       __snake_case    :							Optional[int]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      int            =						tmp_path_factory.mktemp('data'  ) / 'dataset.jsonl.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Optional[Any]     ,       __snake_case    :							str     ,       __snake_case    :							Dict     ,       __snake_case    :							Union[str, Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      str            =						tmp_path_factory.mktemp('data'  ) / 'dataset_nested.jsonl.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.join('nested'     ,       os.path.basename(__snake_case  )  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Dict     ,       __snake_case    :							Union[str, Any]     ,       __snake_case    :							Tuple  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Optional[int]            =						tmp_path_factory.mktemp('data'  ) / 'dataset_with_dir.jsonl.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.join('main_dir'     ,       os.path.basename(__snake_case  )  )  )
										f.write(__snake_case     ,       arcname=os.path.join('main_dir'     ,       os.path.basename(__snake_case  )  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Tuple     ,       __snake_case    :							str     ,       __snake_case    :							Union[str, Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      List[Any]            =						tmp_path_factory.mktemp('data'  ) / 'dataset.jsonl.tar'
					with tarfile.TarFile(__snake_case     ,       'w'  ) as f:
										f.add(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
										f.add(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							str     ,       __snake_case    :							Any     ,       __snake_case    :							Any     ,       __snake_case    :							List[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      List[Any]            =						tmp_path_factory.mktemp('data'  ) / 'dataset_nested.jsonl.tar'
					with tarfile.TarFile(__snake_case     ,       'w'  ) as f:
										f.add(__snake_case     ,       arcname=os.path.join('nested'     ,       os.path.basename(__snake_case  )  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							List[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Any            =						['0', '1', '2', '3']
					UpperCAmelCase_    :      Dict            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset.txt'  )
					with open(__snake_case     ,       'w'  ) as f:
										for item in data:
															f.write(item + '\n'  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							List[Any]  ):


					'''simple docstring'''


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




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Tuple  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Dict            =						['0', '1', '2', '3']
					UpperCAmelCase_    :      List[str]            =						tmp_path_factory.mktemp('data'  ) / 'dataset.abc'
					with open(__snake_case     ,       'w'  ) as f:
										for item in data:
															f.write(item + '\n'  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Any     ,       __snake_case    :							Union[str, Any]     ,       __snake_case    :							List[Any]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      List[Any]            =						tmp_path_factory.mktemp('data'  ) / 'dataset.text.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Dict     ,       __snake_case    :							str     ,       __snake_case    :							Any  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Union[str, Any]            =						tmp_path_factory.mktemp('data'  ) / 'dataset_with_dir.text.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.join('main_dir'     ,       os.path.basename(__snake_case  )  )  )
										f.write(__snake_case     ,       arcname=os.path.join('main_dir'     ,       os.path.basename(__snake_case  )  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Union[str, Any]     ,       __snake_case    :							str     ,       __snake_case    :							Optional[int]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Union[str, Any]            =						tmp_path_factory.mktemp('data'  ) / 'dataset.ext.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.basename('unsupported.ext'  )  )
										f.write(__snake_case     ,       arcname=os.path.basename('unsupported_2.ext'  )  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Dict  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Tuple            =						'\n'.join(['First', 'Second\u2029with Unicode new line', 'Third']  )
					UpperCAmelCase_    :      Dict            =						str(tmp_path_factory.mktemp('data'  ) / 'dataset_with_unicode_new_lines.txt'  )
					with open(__snake_case     ,       'w'     ,       encoding='utf-8'  ) as f:
										f.write(__snake_case  )
					return path




@pytest.fixture(scope='session'  )
def      lowercase__      (     ):


					'''simple docstring'''


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




@pytest.fixture(scope='session'  )
def      lowercase__      (     ):


					'''simple docstring'''


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




@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							str     ,       __snake_case    :							List[str]  ):


					'''simple docstring'''


					UpperCAmelCase_    :      Optional[Any]            =						tmp_path_factory.mktemp('data'  ) / 'dataset.img.zip'
					with zipfile.ZipFile(__snake_case     ,       'w'  ) as f:
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  )  )
										f.write(__snake_case     ,       arcname=os.path.basename(__snake_case  ).replace('.jpg'     ,       '2.jpg'  )  )
					return path






@pytest.fixture(scope='session'  )
def      lowercase__      (     __snake_case    :							Any  ):


					'''simple docstring'''


					UpperCAmelCase_    :      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






