






"""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      _lowerCAmelCase		(							)		->int:
      A__						:  Dict		  =  1_0
      A__						:  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"""      ),
          }      )
      A__						:  Optional[Any]		  =  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__       :					List[Any],						UpperCAmelCase__       :					Dict      )		->List[str]:
      A__						:  str		  =  str(tmp_path_factory.mktemp("""data"""      ) / """file.arrow"""      )
      dataset.map(cache_file_name=UpperCAmelCase__      )
      return filename


# FILE_CONTENT + files


A_    =							'''\
    Text data.
    Second line of data.'''




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					str      )		->str:
      A__						:  int		  =  tmp_path_factory.mktemp("""data"""      ) / """file.txt"""
      A__						:  str		  =  FILE_CONTENT
      with open(UpperCAmelCase__,						"""w"""      ) as f:
            f.write(UpperCAmelCase__      )
      return filename




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					Optional[Any]      )		->List[str]:
      import bza

      A__						:  Dict		  =  tmp_path_factory.mktemp("""data"""      ) / """file.txt.bz2"""
      A__						:  List[str]		  =  bytes(UpperCAmelCase__,						"""utf-8"""      )
      with bza.open(UpperCAmelCase__,						"""wb"""      ) as f:
            f.write(UpperCAmelCase__      )
      return path




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					str      )		->Optional[Any]:
      import gzip

      A__						:  Tuple		  =  str(tmp_path_factory.mktemp("""data"""      ) / """file.txt.gz"""      )
      A__						:  Optional[Any]		  =  bytes(UpperCAmelCase__,						"""utf-8"""      )
      with gzip.open(UpperCAmelCase__,						"""wb"""      ) as f:
            f.write(UpperCAmelCase__      )
      return path




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					int      )		->Optional[int]:
      if datasets.config.LZ4_AVAILABLE:
            import lza.frame

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




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					Dict,						UpperCAmelCase__       :					Optional[Any]      )		->Any:
      if datasets.config.PY7ZR_AVAILABLE:
            import pyazr

            A__						:  Dict		  =  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__       :					List[Any]      )		->Dict:
      import tarfile

      A__						:  int		  =  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__       :					List[Any]      )		->int:
      import lzma

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




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					str,						UpperCAmelCase__       :					Dict      )		->int:
      import zipfile

      A__						:  Any		  =  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      )		->int:
      if datasets.config.ZSTANDARD_AVAILABLE:
            import zstandard as zstd

            A__						:  Optional[Any]		  =  tmp_path_factory.mktemp("""data"""      ) / """file.txt.zst"""
            A__						:  List[Any]		  =  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]      )		->List[Any]:
      A__						:  Dict		  =  tmp_path_factory.mktemp("""data"""      ) / """file.xml"""
      A__						:  Dict		  =  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


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

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

A_    =							[
    {'''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		(							)		->List[str]:
      return DATA_DICT_OF_LISTS




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					List[Any]      )		->Union[str, Any]:
      A__						:  int		  =  datasets.Dataset.from_dict(UpperCAmelCase__      )
      A__						:  Any		  =  str(tmp_path_factory.mktemp("""data"""      ) / """dataset.arrow"""      )
      dataset.map(cache_file_name=UpperCAmelCase__      )
      return path




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					Tuple      )		->Optional[Any]:
      A__						:  Optional[int]		  =  str(tmp_path_factory.mktemp("""data"""      ) / """dataset.sqlite"""      )
      with contextlib.closing(sqlitea.connect(UpperCAmelCase__      )      ) as con:
            A__						:  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      _lowerCAmelCase		(							UpperCAmelCase__       :					Optional[int]      )		->Dict:
      A__						:  List[str]		  =  str(tmp_path_factory.mktemp("""data"""      ) / """dataset.csv"""      )
      with open(UpperCAmelCase__,						"""w""",						newline=""""""      ) as f:
            A__						:  Optional[int]		  =  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__       :					List[str]      )		->Optional[int]:
      A__						:  Union[str, Any]		  =  str(tmp_path_factory.mktemp("""data"""      ) / """dataset2.csv"""      )
      with open(UpperCAmelCase__,						"""w""",						newline=""""""      ) as f:
            A__						:  Optional[Any]		  =  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__       :					Optional[Any],						UpperCAmelCase__       :					List[Any]      )		->Any:
      import bza

      A__						:  Any		  =  tmp_path_factory.mktemp("""data"""      ) / """dataset.csv.bz2"""
      with open(UpperCAmelCase__,						"""rb"""      ) as f:
            A__						:  Any		  =  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__       :					List[str],						UpperCAmelCase__       :					Dict,						UpperCAmelCase__       :					Tuple      )		->Optional[Any]:
      A__						:  str		  =  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__       :					Tuple,						UpperCAmelCase__       :					Dict,						UpperCAmelCase__       :					Tuple      )		->Dict:
      A__						:  Tuple		  =  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__       :					int,						UpperCAmelCase__       :					Optional[Any],						UpperCAmelCase__       :					Any      )		->int:
      A__						:  Any		  =  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__       :					List[Any]      )		->List[str]:
      A__						:  Dict		  =  str(tmp_path_factory.mktemp("""data"""      ) / """dataset.parquet"""      )
      A__						:  int		  =  pa.schema(
          {
              """col_1""": pa.string(),
              """col_2""": pa.intaa(),
              """col_3""": pa.floataa(),
          }      )
      with open(UpperCAmelCase__,						"""wb"""      ) as f:
            A__						:  List[Any]		  =  pq.ParquetWriter(UpperCAmelCase__,						schema=UpperCAmelCase__      )
            A__						:  Dict		  =  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[Any]      )		->List[Any]:
      A__						:  Dict		  =  str(tmp_path_factory.mktemp("""data"""      ) / """dataset.json"""      )
      A__						:  Dict		  =  {"""data""": DATA}
      with open(UpperCAmelCase__,						"""w"""      ) as f:
            json.dump(UpperCAmelCase__,						UpperCAmelCase__      )
      return path




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					Dict      )		->Any:
      A__						:  str		  =  str(tmp_path_factory.mktemp("""data"""      ) / """dataset.json"""      )
      A__						:  Dict		  =  {"""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      )		->Tuple:
      A__						:  Tuple		  =  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__       :					Any      )		->Tuple:
      A__						:  Union[str, Any]		  =  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__       :					Tuple      )		->Union[str, Any]:
      A__						:  Tuple		  =  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__       :					str      )		->Optional[Any]:
      A__						:  Optional[int]		  =  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__       :					str,						UpperCAmelCase__       :					Any      )		->Union[str, Any]:
      import gzip

      A__						:  List[Any]		  =  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__       :					List[Any]      )		->List[Any]:
      import gzip

      A__						:  Dict		  =  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__       :					Any,						UpperCAmelCase__       :					List[Any],						UpperCAmelCase__       :					str      )		->Optional[int]:
      A__						:  str		  =  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__       :					Any,						UpperCAmelCase__       :					Optional[Any],						UpperCAmelCase__       :					List[Any],						UpperCAmelCase__       :					Optional[int]      )		->Dict:
      A__						:  Optional[int]		  =  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__       :					Dict,						UpperCAmelCase__       :					str      )		->Union[str, Any]:
      A__						:  Optional[Any]		  =  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__       :					List[str],						UpperCAmelCase__       :					int,						UpperCAmelCase__       :					Tuple      )		->Union[str, Any]:
      A__						:  str		  =  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__       :					Dict,						UpperCAmelCase__       :					Optional[Any],						UpperCAmelCase__       :					List[Any],						UpperCAmelCase__       :					Optional[int]      )		->str:
      A__						:  List[str]		  =  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      )		->Any:
      A__						:  List[str]		  =  ["""0""", """1""", """2""", """3"""]
      A__						:  int		  =  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__       :					Tuple      )		->List[Any]:
      A__						:  Any		  =  ["""0""", """1""", """2""", """3"""]
      A__						:  Tuple		  =  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__       :					List[Any]      )		->List[str]:
      A__						:  Dict		  =  ["""0""", """1""", """2""", """3"""]
      A__						:  int		  =  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__       :					int,						UpperCAmelCase__       :					Optional[int],						UpperCAmelCase__       :					List[Any]      )		->str:
      A__						:  Any		  =  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__       :					Dict      )		->Union[str, Any]:
      A__						:  int		  =  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__       :					List[Any],						UpperCAmelCase__       :					str,						UpperCAmelCase__       :					Union[str, Any]      )		->str:
      A__						:  Optional[int]		  =  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__       :					Tuple      )		->Union[str, Any]:
      A__						:  Dict		  =  """\n""".join(["""First""", """Second\u2029with Unicode new line""", """Third"""]      )
      A__						:  List[Any]		  =  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		(							)		->List[Any]:
      return os.path.join("""tests""",						"""features""",						"""data""",						"""test_image_rgb.jpg"""      )




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							)		->str:
      return os.path.join("""tests""",						"""features""",						"""data""",						"""test_audio_44100.wav"""      )




@pytest.fixture(scope="""session"""      )
def      _lowerCAmelCase		(							UpperCAmelCase__       :					int,						UpperCAmelCase__       :					int      )		->List[Any]:
      A__						:  List[Any]		  =  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[int]      )		->Tuple:
      A__						:  List[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""" * 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














"""simple docstring"""



from __future__ import annotations

A_    =							10




def      _lowerCAmelCase		(							UpperCAmelCase__       :					list[int]      )		->list[int]:
						A__						:  Any		  =  1
						A__						:  Optional[int]		  =  max(UpperCAmelCase__      )
						while placement <= max_digit:
												# declare and initialize empty buckets
												A__						:  list[list]		  =  [[] for _ in range(UpperCAmelCase__      )]
												# split list_of_ints between the buckets
												for i in list_of_ints:
																		A__						:  List[Any]		  =  int((i / placement) % RADIX      )
																		buckets[tmp].append(UpperCAmelCase__      )
												# put each buckets' contents into list_of_ints
												A__						:  Union[str, Any]		  =  0
												for b in range(UpperCAmelCase__      ):
																		for i in buckets[b]:
																								A__						:  str		  =  i
																								a += 1
        # move to next
												placement *= RADIX
						return list_of_ints


if __name__ == "__main__":
						import doctest

						doctest.testmod()






