



from __future__ import annotations



def 		lowerCAmelCase__    (					UpperCamelCase_				:       list[int] ,       UpperCamelCase_				:       list[int] ,       UpperCamelCase_				:       int	)->  tuple[float, list[float]]:
    A__		 =					list(range(len(UpperCamelCase_	)	)	)
    A__		 =					[v / w for v, w in zip(UpperCamelCase_ ,       UpperCamelCase_	)]
    index.sort(key=lambda UpperCamelCase_	: ratio[i] ,       reverse=UpperCamelCase_	)

    A__		 =					0
    A__		 =					[0] * len(UpperCamelCase_	)
    for i in index:
        if weight[i] <= capacity:
            A__		 =					1
            max_value += value[i]
            capacity -= weight[i]
        else:
            A__		 =					capacity / weight[i]
            max_value += value[i] * capacity / weight[i]
            break

    return max_value, fractions


if __name__ == "__main__":
   import doctest

   doctest.testmod()





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 		lowerCAmelCase__    (					)->  str:
    A__		 =					1_0
    A__		 =					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'''	),
        }	)
    A__		 =					datasets.Dataset.from_dict(
        {
            '''tokens''': [['''foo'''] * 5] * n,
            '''labels''': [[1] * 5] * n,
            '''answers''': [{'''answer_start''': [9_7], '''text''': ['''1976''']}] * 1_0,
            '''id''': list(range(UpperCamelCase_	)	),
        } ,       features=UpperCamelCase_ ,       )
    return dataset



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[Any] ,       UpperCamelCase_				:       int	)->  Optional[Any]:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''file.arrow'''	)
    dataset.map(cache_file_name=UpperCamelCase_	)
    return filename


# FILE_CONTENT + files


_lowercase						  =		"\\n    Text data.\n    Second line of data."



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       str	)->  List[Any]:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''file.txt'''
    A__		 =					FILE_CONTENT
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_	)
    return filename



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[int]	)->  Optional[Any]:
    import bza

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[Any]	)->  int:
    import gzip

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       str	)->  Any:
    if datasets.config.LZ4_AVAILABLE:
        import lza.frame

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       List[Any] ,       UpperCamelCase_				:       Tuple	)->  int:
    if datasets.config.PY7ZR_AVAILABLE:
        import pyazr

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Tuple ,       UpperCamelCase_				:       int	)->  Optional[Any]:
    import tarfile

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[int]	)->  str:
    import lzma

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[int] ,       UpperCamelCase_				:       List[str]	)->  List[str]:
    import zipfile

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Tuple	)->  str:
    if datasets.config.ZSTANDARD_AVAILABLE:
        import zstandard as zstd

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[int]	)->  int:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''file.xml'''
    A__		 =					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(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_	)
    return filename


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

_lowercase						  =		[
    {"col_3": 0.0, "col_1": "0", "col_2": 0},
    {"col_3": 1.0, "col_1": "1", "col_2": 1},
]

_lowercase						  =		[
    {"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 		lowerCAmelCase__    (					)->  str:
    return DATA_DICT_OF_LISTS



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       List[Any]	)->  List[str]:
    A__		 =					datasets.Dataset.from_dict(UpperCamelCase_	)
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset.arrow'''	)
    dataset.map(cache_file_name=UpperCamelCase_	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Dict	)->  List[str]:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset.sqlite'''	)
    with contextlib.closing(sqlitea.connect(UpperCamelCase_	)	) as con:
        A__		 =					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 		lowerCAmelCase__    (					UpperCamelCase_				:       Union[str, Any]	)->  Tuple:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset.csv'''	)
    with open(UpperCamelCase_ ,       '''w''' ,       newline=''''''	) as f:
        A__		 =					csv.DictWriter(UpperCamelCase_ ,       fieldnames=['''col_1''', '''col_2''', '''col_3''']	)
        writer.writeheader()
        for item in DATA:
            writer.writerow(UpperCamelCase_	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Dict	)->  List[Any]:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset2.csv'''	)
    with open(UpperCamelCase_ ,       '''w''' ,       newline=''''''	) as f:
        A__		 =					csv.DictWriter(UpperCamelCase_ ,       fieldnames=['''col_1''', '''col_2''', '''col_3''']	)
        writer.writeheader()
        for item in DATA:
            writer.writerow(UpperCamelCase_	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       int ,       UpperCamelCase_				:       Optional[int]	)->  List[str]:
    import bza

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       str ,       UpperCamelCase_				:       Optional[Any] ,       UpperCamelCase_				:       Optional[int]	)->  str:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset.csv.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       int ,       UpperCamelCase_				:       str ,       UpperCamelCase_				:       Any	)->  List[Any]:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset.csv.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(csv_path.replace('''.csv''' ,       '''.CSV'''	)	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(csva_path.replace('''.csv''' ,       '''.CSV'''	)	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       str ,       UpperCamelCase_				:       str ,       UpperCamelCase_				:       Optional[Any]	)->  Tuple:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset_with_dir.csv.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.join('''main_dir''' ,       os.path.basename(UpperCamelCase_	)	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.join('''main_dir''' ,       os.path.basename(UpperCamelCase_	)	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Dict	)->  Optional[int]:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset.parquet'''	)
    A__		 =					pa.schema(
        {
            '''col_1''': pa.string(),
            '''col_2''': pa.intaa(),
            '''col_3''': pa.floataa(),
        }	)
    with open(UpperCamelCase_ ,       '''wb'''	) as f:
        A__		 =					pq.ParquetWriter(UpperCamelCase_ ,       schema=UpperCamelCase_	)
        A__		 =					pa.Table.from_pydict({k: [DATA[i][k] for i in range(len(UpperCamelCase_	)	)] for k in DATA[0]} ,       schema=UpperCamelCase_	)
        writer.write_table(UpperCamelCase_	)
        writer.close()
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[int]	)->  str:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset.json'''	)
    A__		 =					{'''data''': DATA}
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        json.dump(UpperCamelCase_ ,       UpperCamelCase_	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[int]	)->  Optional[Any]:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset.json'''	)
    A__		 =					{'''data''': DATA_DICT_OF_LISTS}
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        json.dump(UpperCamelCase_ ,       UpperCamelCase_	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Dict	)->  List[Any]:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset.jsonl'''	)
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        for item in DATA:
            f.write(json.dumps(UpperCamelCase_	) + '''\n'''	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       str	)->  Tuple:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset2.jsonl'''	)
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        for item in DATA:
            f.write(json.dumps(UpperCamelCase_	) + '''\n'''	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       int	)->  Optional[int]:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset_312.jsonl'''	)
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        for item in DATA_312:
            f.write(json.dumps(UpperCamelCase_	) + '''\n'''	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       int	)->  Union[str, Any]:
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset-str.jsonl'''	)
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        for item in DATA_STR:
            f.write(json.dumps(UpperCamelCase_	) + '''\n'''	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Union[str, Any] ,       UpperCamelCase_				:       str	)->  List[str]:
    import gzip

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Any ,       UpperCamelCase_				:       Optional[Any]	)->  List[Any]:
    import gzip

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



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       int ,       UpperCamelCase_				:       List[str] ,       UpperCamelCase_				:       List[str]	)->  Optional[int]:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset.jsonl.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       List[str] ,       UpperCamelCase_				:       List[str] ,       UpperCamelCase_				:       Optional[Any] ,       UpperCamelCase_				:       Optional[int]	)->  Union[str, Any]:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset_nested.jsonl.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.join('''nested''' ,       os.path.basename(UpperCamelCase_	)	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       int ,       UpperCamelCase_				:       List[str] ,       UpperCamelCase_				:       Any	)->  Any:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset_with_dir.jsonl.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.join('''main_dir''' ,       os.path.basename(UpperCamelCase_	)	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.join('''main_dir''' ,       os.path.basename(UpperCamelCase_	)	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Dict ,       UpperCamelCase_				:       Any ,       UpperCamelCase_				:       str	)->  Tuple:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset.jsonl.tar'''
    with tarfile.TarFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.add(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
        f.add(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[int] ,       UpperCamelCase_				:       int ,       UpperCamelCase_				:       List[str] ,       UpperCamelCase_				:       List[str]	)->  str:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset_nested.jsonl.tar'''
    with tarfile.TarFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.add(UpperCamelCase_ ,       arcname=os.path.join('''nested''' ,       os.path.basename(UpperCamelCase_	)	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Any	)->  List[str]:
    A__		 =					['''0''', '''1''', '''2''', '''3''']
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset.txt'''	)
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        for item in data:
            f.write(item + '''\n'''	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       int	)->  Dict:
    A__		 =					['''0''', '''1''', '''2''', '''3''']
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset2.txt'''	)
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        for item in data:
            f.write(item + '''\n'''	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Union[str, Any]	)->  Union[str, Any]:
    A__		 =					['''0''', '''1''', '''2''', '''3''']
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset.abc'''
    with open(UpperCamelCase_ ,       '''w'''	) as f:
        for item in data:
            f.write(item + '''\n'''	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       List[str] ,       UpperCamelCase_				:       Any ,       UpperCamelCase_				:       Optional[Any]	)->  List[str]:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset.text.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Any ,       UpperCamelCase_				:       List[Any] ,       UpperCamelCase_				:       Optional[int]	)->  Tuple:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset_with_dir.text.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.join('''main_dir''' ,       os.path.basename(UpperCamelCase_	)	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.join('''main_dir''' ,       os.path.basename(UpperCamelCase_	)	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[Any] ,       UpperCamelCase_				:       Tuple ,       UpperCamelCase_				:       Tuple	)->  Any:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset.ext.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.basename('''unsupported.ext'''	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.basename('''unsupported_2.ext'''	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Dict	)->  Any:
    A__		 =					'''\n'''.join(['''First''', '''Second\u2029with Unicode new line''', '''Third''']	)
    A__		 =					str(tmp_path_factory.mktemp('''data'''	) / '''dataset_with_unicode_new_lines.txt'''	)
    with open(UpperCamelCase_ ,       '''w''' ,       encoding='''utf-8'''	) as f:
        f.write(UpperCamelCase_	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					)->  Tuple:
    return os.path.join('''tests''' ,       '''features''' ,       '''data''' ,       '''test_image_rgb.jpg'''	)



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					)->  Dict:
    return os.path.join('''tests''' ,       '''features''' ,       '''data''' ,       '''test_audio_44100.wav'''	)



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Union[str, Any] ,       UpperCamelCase_				:       Union[str, Any]	)->  List[Any]:
    A__		 =					tmp_path_factory.mktemp('''data'''	) / '''dataset.img.zip'''
    with zipfile.ZipFile(UpperCamelCase_ ,       '''w'''	) as f:
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	)	)
        f.write(UpperCamelCase_ ,       arcname=os.path.basename(UpperCamelCase_	).replace('''.jpg''' ,       '''2.jpg'''	)	)
    return path



@pytest.fixture(scope='''session'''	)
def 		lowerCAmelCase__    (					UpperCamelCase_				:       Optional[Any]	)->  str:
    A__		 =					tmp_path_factory.mktemp('''data_dir'''	)

    (data_dir / "subdir").mkdir()
    with open(data_dir / '''subdir''' / '''train.txt''' ,       '''w'''	) as f:
        f.write('''foo\n''' * 1_0	)
    with open(data_dir / '''subdir''' / '''test.txt''' ,       '''w'''	) as f:
        f.write('''bar\n''' * 1_0	)
    # hidden file
    with open(data_dir / '''subdir''' / '''.test.txt''' ,       '''w'''	) as f:
        f.write('''bar\n''' * 1_0	)

    # hidden directory
    (data_dir / ".subdir").mkdir()
    with open(data_dir / '''.subdir''' / '''train.txt''' ,       '''w'''	) as f:
        f.write('''foo\n''' * 1_0	)
    with open(data_dir / '''.subdir''' / '''test.txt''' ,       '''w'''	) as f:
        f.write('''bar\n''' * 1_0	)

    return data_dir
