
"""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 						_snake_case       (	)  ->				List[str]:


			'''simple docstring'''





			lowerCAmelCase_    :Union[str, Any]			     =  1_0
			lowerCAmelCase_    :Optional[int]			     =  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"""		),
			    }		)
			lowerCAmelCase_    :int			     =  datasets.Dataset.from_dict(
			    {
			        """tokens""": [["""foo"""] * 5] * n,
			        """labels""": [[1] * 5] * n,
			        """answers""": [{"""answer_start""": [9_7], """text""": ["""1976"""]}] * 1_0,
			        """id""": list(range(lowercase__		)		),
			    }      ,     features=lowercase__      ,     )
			return dataset






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  Tuple      ,     lowercase__		:  int		)  ->				List[str]:


			'''simple docstring'''





			lowerCAmelCase_    :List[str]			     =  str(tmp_path_factory.mktemp("""data"""		) / """file.arrow"""		)
			dataset.map(cache_file_name=lowercase__		)
			return filename


# FILE_CONTENT + files


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






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  str		)  ->				str:


			'''simple docstring'''





			lowerCAmelCase_    :Union[str, Any]			     =  tmp_path_factory.mktemp("""data"""		) / """file.txt"""
			lowerCAmelCase_    :List[Any]			     =  FILE_CONTENT
			with open(lowercase__      ,     """w"""		) as f:
						f.write(lowercase__		)
			return filename






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  List[Any]		)  ->				Tuple:


			'''simple docstring'''





			import bza

			lowerCAmelCase_    :Optional[int]			     =  tmp_path_factory.mktemp("""data"""		) / """file.txt.bz2"""
			lowerCAmelCase_    :Tuple			     =  bytes(lowercase__      ,     """utf-8"""		)
			with bza.open(lowercase__      ,     """wb"""		) as f:
						f.write(lowercase__		)
			return path






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  Optional[Any]		)  ->				Dict:


			'''simple docstring'''





			import gzip

			lowerCAmelCase_    :int			     =  str(tmp_path_factory.mktemp("""data"""		) / """file.txt.gz"""		)
			lowerCAmelCase_    :Tuple			     =  bytes(lowercase__      ,     """utf-8"""		)
			with gzip.open(lowercase__      ,     """wb"""		) as f:
						f.write(lowercase__		)
			return path






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  Dict		)  ->				Optional[int]:


			'''simple docstring'''





			if datasets.config.LZ4_AVAILABLE:
						import lza.frame

						lowerCAmelCase_    :List[Any]			     =  tmp_path_factory.mktemp("""data"""		) / """file.txt.lz4"""
						lowerCAmelCase_    :int			     =  bytes(lowercase__      ,     """utf-8"""		)
						with lza.frame.open(lowercase__      ,     """wb"""		) as f:
									f.write(lowercase__		)
						return path






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  Dict      ,     lowercase__		:  Optional[int]		)  ->				Any:


			'''simple docstring'''





			if datasets.config.PY7ZR_AVAILABLE:
						import pyazr

						lowerCAmelCase_    :Dict			     =  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 						_snake_case       (	lowercase__		:  Optional[Any]      ,     lowercase__		:  Union[str, Any]		)  ->				Union[str, Any]:


			'''simple docstring'''





			import tarfile

			lowerCAmelCase_    :Any			     =  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 						_snake_case       (	lowercase__		:  Tuple		)  ->				str:


			'''simple docstring'''





			import lzma

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






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  Union[str, Any]      ,     lowercase__		:  List[Any]		)  ->				Any:


			'''simple docstring'''





			import zipfile

			lowerCAmelCase_    :Dict			     =  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 						_snake_case       (	lowercase__		:  int		)  ->				Tuple:


			'''simple docstring'''





			if datasets.config.ZSTANDARD_AVAILABLE:
						import zstandard as zstd

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






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  List[str]		)  ->				str:


			'''simple docstring'''





			lowerCAmelCase_    :str			     =  tmp_path_factory.mktemp("""data"""		) / """file.xml"""
			lowerCAmelCase_    :Any			     =  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


__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 						_snake_case       (	)  ->				Union[str, Any]:


			'''simple docstring'''





			return DATA_DICT_OF_LISTS






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  int		)  ->				Any:


			'''simple docstring'''





			lowerCAmelCase_    :Tuple			     =  datasets.Dataset.from_dict(lowercase__		)
			lowerCAmelCase_    :List[Any]			     =  str(tmp_path_factory.mktemp("""data"""		) / """dataset.arrow"""		)
			dataset.map(cache_file_name=lowercase__		)
			return path






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  int		)  ->				str:


			'''simple docstring'''





			lowerCAmelCase_    :List[Any]			     =  str(tmp_path_factory.mktemp("""data"""		) / """dataset.sqlite"""		)
			with contextlib.closing(sqlitea.connect(lowercase__		)		) as con:
						lowerCAmelCase_    :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 						_snake_case       (	lowercase__		:  Tuple		)  ->				int:


			'''simple docstring'''





			lowerCAmelCase_    :List[str]			     =  str(tmp_path_factory.mktemp("""data"""		) / """dataset.csv"""		)
			with open(lowercase__      ,     """w"""      ,     newline=""""""		) as f:
						lowerCAmelCase_    :Optional[int]			     =  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 						_snake_case       (	lowercase__		:  Dict		)  ->				Any:


			'''simple docstring'''





			lowerCAmelCase_    :str			     =  str(tmp_path_factory.mktemp("""data"""		) / """dataset2.csv"""		)
			with open(lowercase__      ,     """w"""      ,     newline=""""""		) as f:
						lowerCAmelCase_    :Dict			     =  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 						_snake_case       (	lowercase__		:  str      ,     lowercase__		:  Dict		)  ->				Union[str, Any]:


			'''simple docstring'''





			import bza

			lowerCAmelCase_    :int			     =  tmp_path_factory.mktemp("""data"""		) / """dataset.csv.bz2"""
			with open(lowercase__      ,     """rb"""		) as f:
						lowerCAmelCase_    :Union[str, Any]			     =  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 						_snake_case       (	lowercase__		:  str      ,     lowercase__		:  Optional[Any]      ,     lowercase__		:  Any		)  ->				List[str]:


			'''simple docstring'''





			lowerCAmelCase_    :str			     =  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 						_snake_case       (	lowercase__		:  List[str]      ,     lowercase__		:  List[str]      ,     lowercase__		:  Union[str, Any]		)  ->				Optional[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :str			     =  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 						_snake_case       (	lowercase__		:  Optional[int]      ,     lowercase__		:  Tuple      ,     lowercase__		:  str		)  ->				Any:


			'''simple docstring'''





			lowerCAmelCase_    :int			     =  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 						_snake_case       (	lowercase__		:  Dict		)  ->				Optional[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :Optional[int]			     =  str(tmp_path_factory.mktemp("""data"""		) / """dataset.parquet"""		)
			lowerCAmelCase_    :Optional[Any]			     =  pa.schema(
			    {
			        """col_1""": pa.string(),
			        """col_2""": pa.intaa(),
			        """col_3""": pa.floataa(),
			    }		)
			with open(lowercase__      ,     """wb"""		) as f:
						lowerCAmelCase_    :Optional[int]			     =  pq.ParquetWriter(lowercase__      ,     schema=lowercase__		)
						lowerCAmelCase_    :List[str]			     =  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 						_snake_case       (	lowercase__		:  Tuple		)  ->				List[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :Dict			     =  str(tmp_path_factory.mktemp("""data"""		) / """dataset.json"""		)
			lowerCAmelCase_    :Union[str, Any]			     =  {"""data""": DATA}
			with open(lowercase__      ,     """w"""		) as f:
						json.dump(lowercase__      ,     lowercase__		)
			return path






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  str		)  ->				List[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :List[str]			     =  str(tmp_path_factory.mktemp("""data"""		) / """dataset.json"""		)
			lowerCAmelCase_    :Optional[Any]			     =  {"""data""": DATA_DICT_OF_LISTS}
			with open(lowercase__      ,     """w"""		) as f:
						json.dump(lowercase__      ,     lowercase__		)
			return path






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  Tuple		)  ->				List[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :Optional[int]			     =  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 						_snake_case       (	lowercase__		:  Any		)  ->				List[str]:


			'''simple docstring'''





			lowerCAmelCase_    :List[Any]			     =  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 						_snake_case       (	lowercase__		:  Optional[int]		)  ->				List[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :str			     =  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 						_snake_case       (	lowercase__		:  Any		)  ->				Optional[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :Tuple			     =  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 						_snake_case       (	lowercase__		:  int      ,     lowercase__		:  Dict		)  ->				Optional[int]:


			'''simple docstring'''





			import gzip

			lowerCAmelCase_    :Optional[Any]			     =  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 						_snake_case       (	lowercase__		:  List[str]      ,     lowercase__		:  List[Any]		)  ->				Any:


			'''simple docstring'''





			import gzip

			lowerCAmelCase_    :Optional[Any]			     =  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 						_snake_case       (	lowercase__		:  List[str]      ,     lowercase__		:  Optional[int]      ,     lowercase__		:  List[Any]		)  ->				Dict:


			'''simple docstring'''





			lowerCAmelCase_    :Optional[int]			     =  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 						_snake_case       (	lowercase__		:  Any      ,     lowercase__		:  str      ,     lowercase__		:  Optional[Any]      ,     lowercase__		:  Union[str, Any]		)  ->				Tuple:


			'''simple docstring'''





			lowerCAmelCase_    :Optional[int]			     =  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 						_snake_case       (	lowercase__		:  Any      ,     lowercase__		:  List[Any]      ,     lowercase__		:  List[str]		)  ->				int:


			'''simple docstring'''





			lowerCAmelCase_    :str			     =  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 						_snake_case       (	lowercase__		:  Any      ,     lowercase__		:  str      ,     lowercase__		:  List[str]		)  ->				List[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :Any			     =  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 						_snake_case       (	lowercase__		:  Dict      ,     lowercase__		:  str      ,     lowercase__		:  List[str]      ,     lowercase__		:  int		)  ->				Dict:


			'''simple docstring'''





			lowerCAmelCase_    :int			     =  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 						_snake_case       (	lowercase__		:  List[str]		)  ->				Tuple:


			'''simple docstring'''





			lowerCAmelCase_    :str			     =  ["""0""", """1""", """2""", """3"""]
			lowerCAmelCase_    :List[Any]			     =  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 						_snake_case       (	lowercase__		:  List[str]		)  ->				Dict:


			'''simple docstring'''





			lowerCAmelCase_    :int			     =  ["""0""", """1""", """2""", """3"""]
			lowerCAmelCase_    :List[str]			     =  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 						_snake_case       (	lowercase__		:  List[Any]		)  ->				List[str]:


			'''simple docstring'''





			lowerCAmelCase_    :Dict			     =  ["""0""", """1""", """2""", """3"""]
			lowerCAmelCase_    :Tuple			     =  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 						_snake_case       (	lowercase__		:  List[str]      ,     lowercase__		:  str      ,     lowercase__		:  int		)  ->				str:


			'''simple docstring'''





			lowerCAmelCase_    :Any			     =  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 						_snake_case       (	lowercase__		:  Tuple      ,     lowercase__		:  Tuple      ,     lowercase__		:  List[str]		)  ->				List[str]:


			'''simple docstring'''





			lowerCAmelCase_    :str			     =  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 						_snake_case       (	lowercase__		:  Optional[int]      ,     lowercase__		:  Any      ,     lowercase__		:  Tuple		)  ->				List[Any]:


			'''simple docstring'''





			lowerCAmelCase_    :Tuple			     =  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 						_snake_case       (	lowercase__		:  Tuple		)  ->				Dict:


			'''simple docstring'''





			lowerCAmelCase_    :Optional[Any]			     =  """\n""".join(["""First""", """Second\u2029with Unicode new line""", """Third"""]		)
			lowerCAmelCase_    :str			     =  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 						_snake_case       (	)  ->				int:


			'''simple docstring'''





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






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	)  ->				Tuple:


			'''simple docstring'''





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






@pytest.fixture(scope="""session"""		)
def 						_snake_case       (	lowercase__		:  Any      ,     lowercase__		:  Tuple		)  ->				Optional[int]:


			'''simple docstring'''





			lowerCAmelCase_    :Tuple			     =  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 						_snake_case       (	lowercase__		:  Tuple		)  ->				Dict:


			'''simple docstring'''





			lowerCAmelCase_    :int			     =  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








def   lowerCAmelCase_						(					_snake_case      :  list[list[int | float]]   )				->		int:







	'''simple docstring'''


	__magic_name__		:		Any	   =     len(_snake_case   )
	__magic_name__		:		Optional[Any]	   =     len(matrix[0]   )
	__magic_name__		:		Union[str, Any]	   =     min(_snake_case      ,   _snake_case   )

	for row in range(_snake_case   ):
		# Check if diagonal element is not zero
		if matrix[row][row] != 0:
			# Eliminate all the elements below the diagonal
			for col in range(row + 1      ,   _snake_case   ):
				__magic_name__		:		Optional[Any]	   =     matrix[col][row] / matrix[row][row]
				for i in range(_snake_case      ,   _snake_case   ):
					matrix[col][i] -= multiplier * matrix[row][i]
		else:
			# Find a non-zero diagonal element to swap rows
			__magic_name__		:		str	   =     True
			for i in range(row + 1      ,   _snake_case   ):
				if matrix[i][row] != 0:
					__magic_name__   ,    __magic_name__		:		List[str]	   =     matrix[i], matrix[row]
					__magic_name__		:		Union[str, Any]	   =     False
					break
			if reduce:
				rank -= 1
				for i in range(_snake_case   ):
					__magic_name__		:		Any	   =     matrix[i][rank]

            # Reduce the row pointer by one to stay on the same row
			row -= 1

	return rank


if __name__ == "__main__":
				import doctest

				doctest.testmod()
