





import contextlib
import csv
import json
import os
import sqlitea
import tarfile
import textwrap
import zipfile

import pyarrow as pa
import pyarrow.parquet as pq
import pytest

import datasets
import datasets.config





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						)						->  Dict:
				lowerCamelCase	 =10
				lowerCamelCase	 =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	 =datasets.Dataset.from_dict(
				    {
				        """tokens""": [["""foo"""] * 5] * n,
				        """labels""": [[1] * 5] * n,
				        """answers""": [{"""answer_start""": [97], """text""": ["""1976"""]}] * 10,
				        """id""": list(range(_UpperCamelCase				)				),
				    }			,      features=_UpperCamelCase			,      )
				return dataset





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase			,      _UpperCAmelCase				)						->  Tuple:
				lowerCamelCase	 =str(tmp_path_factory.mktemp("""data"""				) / """file.arrow"""				)
				dataset.map(cache_file_name=_UpperCamelCase				)
				return filename


# FILE_CONTENT + files


UpperCAmelCase__						:			Tuple									="\\n    Text data.\n    Second line of data."





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  List[Any]:
				lowerCamelCase	 =tmp_path_factory.mktemp("""data"""				) / """file.txt"""
				lowerCamelCase	 =FILE_CONTENT
				with open(_UpperCamelCase			,      """w"""				) as f:
								f.write(_UpperCamelCase				)
				return filename





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  Optional[int]:
				import bza

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





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  int:
				import gzip

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





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  Dict:


				if datasets.config.LZ4_AVAILABLE:
								import lza.frame

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





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


				if datasets.config.PY7ZR_AVAILABLE:
								import pyazr

								lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase			,      _UpperCAmelCase				)						->  Any:
				import tarfile

				lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase				)						->  int:
				import lzma

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





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase			,      _UpperCAmelCase				)						->  List[Any]:
				import zipfile

				lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase				)						->  Tuple:


				if datasets.config.ZSTANDARD_AVAILABLE:
								import zstandard as zstd

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





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  Any:
				lowerCamelCase	 =tmp_path_factory.mktemp("""data"""				) / """file.xml"""
				lowerCamelCase	 =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


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

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

UpperCAmelCase__						:			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      _lowercase					(						)						->  List[Any]:
				return DATA_DICT_OF_LISTS





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  List[str]:
				lowerCamelCase	 =datasets.Dataset.from_dict(_UpperCamelCase				)
				lowerCamelCase	 =str(tmp_path_factory.mktemp("""data"""				) / """dataset.arrow"""				)
				dataset.map(cache_file_name=_UpperCamelCase				)
				return path





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  Dict:
				lowerCamelCase	 =str(tmp_path_factory.mktemp("""data"""				) / """dataset.sqlite"""				)
				with contextlib.closing(sqlitea.connect(_UpperCamelCase				)				) as con:
								lowerCamelCase	 =con.cursor()
								cur.execute("""CREATE TABLE dataset(col_1 text, col_2 int, col_3 real)"""				)
								for item in DATA:
												cur.execute("""INSERT INTO dataset(col_1, col_2, col_3) VALUES (?, ?, ?)"""			,      tuple(item.values()				)				)
								con.commit()
				return path





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  Tuple:
				lowerCamelCase	 =str(tmp_path_factory.mktemp("""data"""				) / """dataset.csv"""				)
				with open(_UpperCamelCase			,      """w"""			,      newline=""""""				) as f:
								lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase				)						->  Optional[Any]:
				lowerCamelCase	 =str(tmp_path_factory.mktemp("""data"""				) / """dataset2.csv"""				)
				with open(_UpperCamelCase			,      """w"""			,      newline=""""""				) as f:
								lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase			,      _UpperCAmelCase				)						->  List[str]:
				import bza

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





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  Dict:
				lowerCamelCase	 =str(tmp_path_factory.mktemp("""data"""				) / """dataset.json"""				)
				lowerCamelCase	 ={"""data""": DATA_DICT_OF_LISTS}
				with open(_UpperCamelCase			,      """w"""				) as f:
								json.dump(_UpperCamelCase			,      _UpperCamelCase				)
				return path





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						_UpperCAmelCase				)						->  Any:
				lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase				)						->  str:
				lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase				)						->  Optional[int]:
				lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase				)						->  Optional[Any]:
				lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase			,      _UpperCAmelCase				)						->  Optional[int]:
				import gzip

				lowerCamelCase	 =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      _lowercase					(						_UpperCAmelCase			,      _UpperCAmelCase				)						->  Optional[Any]:
				import gzip

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





@pytest.fixture(scope="""session"""				)
def      _lowercase					(						)						->  Optional[Any]:
				return os.path.join("""tests"""			,      """features"""			,      """data"""			,      """test_audio_44100.wav"""				)





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













def      _lowercase					(						_UpperCAmelCase			,      _UpperCAmelCase				)						->  List[str]:
				lowerCamelCase	 =[0 for i in range(r + 1				)]
				# nc0 = 1
				lowerCamelCase	 =1
				for i in range(1			,      n + 1				):
								# to compute current row from previous row.
								lowerCamelCase	 =min(_UpperCAmelCase			,      _UpperCAmelCase				)
								while j > 0:
												c[j] += c[j - 1]
												j -= 1
				return c[r]




print(binomial_coefficient(n=10, r=5))





