





'''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    a__							(							)						->						Any:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Dict,   lowercase   :	Any )						->						Dict:





     """simple docstring"""

     _UpperCamelCase							       =			str(tmp_path_factory.mktemp('''data''' ) / '''file.arrow''' )
     dataset.map(cache_file_name=lowercase )
     return filename


# FILE_CONTENT + files


lowercase__		:     List[Any]			=							'\\n    Text data.\n    Second line of data.'







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	List[str] )						->						Dict:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''file.txt'''
     _UpperCamelCase							       =			FILE_CONTENT
     with open(lowercase,   '''w''' ) as f:
          f.write(lowercase )
     return filename







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Union[str, Any] )						->						Dict:





     """simple docstring"""

     import bza

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''file.txt.bz2'''
     _UpperCamelCase							       =			bytes(lowercase,   '''utf-8''' )
     with bza.open(lowercase,   '''wb''' ) as f:
          f.write(lowercase )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Dict )						->						Any:





     """simple docstring"""

     import gzip

     _UpperCamelCase							       =			str(tmp_path_factory.mktemp('''data''' ) / '''file.txt.gz''' )
     _UpperCamelCase							       =			bytes(lowercase,   '''utf-8''' )
     with gzip.open(lowercase,   '''wb''' ) as f:
          f.write(lowercase )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	List[Any] )						->						List[Any]:





     """simple docstring"""

     if datasets.config.LZ4_AVAILABLE:
          import lza.frame

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	List[Any],   lowercase   :	str )						->						Optional[int]:





     """simple docstring"""

     if datasets.config.PY7ZR_AVAILABLE:
          import pyazr

          _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''file.txt.7z'''
          with pyazr.SevenZipFile(lowercase,   '''w''' ) as archive:
               archive.write(lowercase,   arcname=os.path.basename(lowercase ) )
          return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	int,   lowercase   :	Tuple )						->						Dict:





     """simple docstring"""

     import tarfile

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	int )						->						Tuple:





     """simple docstring"""

     import lzma

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''file.txt.xz'''
     _UpperCamelCase							       =			bytes(lowercase,   '''utf-8''' )
     with lzma.open(lowercase,   '''wb''' ) as f:
          f.write(lowercase )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Tuple,   lowercase   :	List[Any] )						->						Dict:





     """simple docstring"""

     import zipfile

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Dict )						->						Optional[int]:





     """simple docstring"""

     if datasets.config.ZSTANDARD_AVAILABLE:
          import zstandard as zstd

          _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''file.txt.zst'''
          _UpperCamelCase							       =			bytes(lowercase,   '''utf-8''' )
          with zstd.open(lowercase,   '''wb''' ) as f:
               f.write(lowercase )
          return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Optional[int] )						->						Dict:





     """simple docstring"""

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


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

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

lowercase__		:     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    a__							(							)						->						Optional[int]:





     """simple docstring"""

     return DATA_DICT_OF_LISTS







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Optional[Any] )						->						Optional[Any]:





     """simple docstring"""

     _UpperCamelCase							       =			datasets.Dataset.from_dict(lowercase )
     _UpperCamelCase							       =			str(tmp_path_factory.mktemp('''data''' ) / '''dataset.arrow''' )
     dataset.map(cache_file_name=lowercase )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Optional[int] )						->						List[str]:





     """simple docstring"""

     _UpperCamelCase							       =			str(tmp_path_factory.mktemp('''data''' ) / '''dataset.sqlite''' )
     with contextlib.closing(sqlitea.connect(lowercase ) ) as con:
          _UpperCamelCase							       =			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    a__							(							lowercase   :	Union[str, Any] )						->						Optional[Any]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Union[str, Any] )						->						List[Any]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Optional[int],   lowercase   :	Any )						->						List[str]:





     """simple docstring"""

     import bza

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Union[str, Any],   lowercase   :	List[Any],   lowercase   :	Tuple )						->						List[str]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset.csv.zip'''
     with zipfile.ZipFile(lowercase,   '''w''' ) as f:
          f.write(lowercase,   arcname=os.path.basename(lowercase ) )
          f.write(lowercase,   arcname=os.path.basename(lowercase ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Any,   lowercase   :	int,   lowercase   :	int )						->						Optional[Any]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset.csv.zip'''
     with zipfile.ZipFile(lowercase,   '''w''' ) as f:
          f.write(lowercase,   arcname=os.path.basename(csv_path.replace('''.csv''',   '''.CSV''' ) ) )
          f.write(lowercase,   arcname=os.path.basename(csva_path.replace('''.csv''',   '''.CSV''' ) ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Tuple,   lowercase   :	Union[str, Any],   lowercase   :	Any )						->						List[Any]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset_with_dir.csv.zip'''
     with zipfile.ZipFile(lowercase,   '''w''' ) as f:
          f.write(lowercase,   arcname=os.path.join('''main_dir''',   os.path.basename(lowercase ) ) )
          f.write(lowercase,   arcname=os.path.join('''main_dir''',   os.path.basename(lowercase ) ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Dict )						->						List[str]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	List[Any] )						->						Any:





     """simple docstring"""

     _UpperCamelCase							       =			str(tmp_path_factory.mktemp('''data''' ) / '''dataset.json''' )
     _UpperCamelCase							       =			{'''data''': DATA}
     with open(lowercase,   '''w''' ) as f:
          json.dump(lowercase,   lowercase )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Union[str, Any] )						->						Dict:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Any )						->						str:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Union[str, Any] )						->						Optional[Any]:





     """simple docstring"""

     _UpperCamelCase							       =			str(tmp_path_factory.mktemp('''data''' ) / '''dataset2.jsonl''' )
     with open(lowercase,   '''w''' ) as f:
          for item in DATA:
               f.write(json.dumps(lowercase ) + '''\n''' )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Optional[Any] )						->						List[str]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	List[str] )						->						str:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Tuple,   lowercase   :	Union[str, Any] )						->						Dict:





     """simple docstring"""

     import gzip

     _UpperCamelCase							       =			str(tmp_path_factory.mktemp('''data''' ) / '''dataset.txt.gz''' )
     with open(lowercase,   '''rb''' ) as orig_file:
          with gzip.open(lowercase,   '''wb''' ) as zipped_file:
               zipped_file.writelines(lowercase )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Tuple,   lowercase   :	Dict )						->						Union[str, Any]:





     """simple docstring"""

     import gzip

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	List[Any],   lowercase   :	Dict,   lowercase   :	Optional[Any] )						->						Union[str, Any]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	int,   lowercase   :	Union[str, Any],   lowercase   :	List[str],   lowercase   :	Optional[Any] )						->						int:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	str,   lowercase   :	List[str],   lowercase   :	Optional[Any] )						->						Optional[int]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset_with_dir.jsonl.zip'''
     with zipfile.ZipFile(lowercase,   '''w''' ) as f:
          f.write(lowercase,   arcname=os.path.join('''main_dir''',   os.path.basename(lowercase ) ) )
          f.write(lowercase,   arcname=os.path.join('''main_dir''',   os.path.basename(lowercase ) ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Tuple,   lowercase   :	Optional[int],   lowercase   :	List[str] )						->						Optional[int]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset.jsonl.tar'''
     with tarfile.TarFile(lowercase,   '''w''' ) as f:
          f.add(lowercase,   arcname=os.path.basename(lowercase ) )
          f.add(lowercase,   arcname=os.path.basename(lowercase ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Union[str, Any],   lowercase   :	Tuple,   lowercase   :	str,   lowercase   :	Optional[Any] )						->						Optional[Any]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset_nested.jsonl.tar'''
     with tarfile.TarFile(lowercase,   '''w''' ) as f:
          f.add(lowercase,   arcname=os.path.join('''nested''',   os.path.basename(lowercase ) ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	List[str] )						->						List[str]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Optional[Any] )						->						Dict:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Optional[int] )						->						Optional[Any]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Optional[Any],   lowercase   :	Any,   lowercase   :	int )						->						Optional[int]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset.text.zip'''
     with zipfile.ZipFile(lowercase,   '''w''' ) as f:
          f.write(lowercase,   arcname=os.path.basename(lowercase ) )
          f.write(lowercase,   arcname=os.path.basename(lowercase ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Tuple,   lowercase   :	Any,   lowercase   :	Union[str, Any] )						->						Optional[Any]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset_with_dir.text.zip'''
     with zipfile.ZipFile(lowercase,   '''w''' ) as f:
          f.write(lowercase,   arcname=os.path.join('''main_dir''',   os.path.basename(lowercase ) ) )
          f.write(lowercase,   arcname=os.path.join('''main_dir''',   os.path.basename(lowercase ) ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Union[str, Any],   lowercase   :	List[str],   lowercase   :	Dict )						->						List[Any]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset.ext.zip'''
     with zipfile.ZipFile(lowercase,   '''w''' ) as f:
          f.write(lowercase,   arcname=os.path.basename('''unsupported.ext''' ) )
          f.write(lowercase,   arcname=os.path.basename('''unsupported_2.ext''' ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Tuple )						->						Optional[Any]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							)						->						Optional[Any]:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							)						->						Dict:





     """simple docstring"""

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







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	int,   lowercase   :	List[Any] )						->						List[str]:





     """simple docstring"""

     _UpperCamelCase							       =			tmp_path_factory.mktemp('''data''' ) / '''dataset.img.zip'''
     with zipfile.ZipFile(lowercase,   '''w''' ) as f:
          f.write(lowercase,   arcname=os.path.basename(lowercase ) )
          f.write(lowercase,   arcname=os.path.basename(lowercase ).replace('''.jpg''',   '''2.jpg''' ) )
     return path







@pytest.fixture(scope='''session''' )
def    a__							(							lowercase   :	Union[str, Any] )						->						str:





     """simple docstring"""

     _UpperCamelCase							       =			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'''
import numpy as np







def 		A_(     A						:		str		,     A						:		Optional[Any]		,     A						:		Tuple		,     A						:		Optional[int]		,     A						:		str):
							UpperCamelCase   			=     int(np.ceil((x_end - xa) / h))
							UpperCamelCase   			=     np.zeros((n + 1,))
							UpperCamelCase   			=     ya
							UpperCamelCase   			=     xa

							for k in range(A):
														UpperCamelCase   			=     f(A		,     y[k])
														UpperCamelCase   			=     f(x + 0.5 * h		,     y[k] + 0.5 * h * ka)
														UpperCamelCase   			=     f(x + 0.5 * h		,     y[k] + 0.5 * h * ka)
														UpperCamelCase   			=     f(x + h		,     y[k] + h * ka)
														UpperCamelCase   			=     y[k] + (1 / 6) * h * (ka + 2 * ka + 2 * ka + ka)
														x += h

							return y


if __name__ == "__main__":
						import doctest

						doctest.testmod()




