



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







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      int ,  lowercase_    :      List[str]						):
						lowercase        =							str(tmp_path_factory.mktemp("""data"""						) / """file.arrow"""						)
						dataset.map(cache_file_name=lowercase_						)
						return filename


# FILE_CONTENT + files


lowercase_      :				Dict   					=    '''\
    Text data.
    Second line of data.'''







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      Union[str, Any]						):
						lowercase        =							tmp_path_factory.mktemp("""data"""						) / """file.txt"""
						lowercase        =							FILE_CONTENT
						with open(lowercase_ ,  """w"""						) as f:
												f.write(lowercase_						)
						return filename







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      int						):
						import bza

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







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      int						):
						import gzip

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







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      Optional[int]						):
						if datasets.config.LZ4_AVAILABLE:
												import lza.frame

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







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      List[Any] ,  lowercase_    :      int						):
						if datasets.config.PY7ZR_AVAILABLE:
												import pyazr

												lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      List[str] ,  lowercase_    :      Optional[Any]						):
						import tarfile

						lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      Tuple						):
						import lzma

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







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      Dict ,  lowercase_    :      Dict						):
						import zipfile

						lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      Dict						):
						if datasets.config.ZSTANDARD_AVAILABLE:
												import zstandard as zstd

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







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      List[str]						):
						lowercase        =							tmp_path_factory.mktemp("""data"""						) / """file.xml"""
						lowercase        =							textwrap.dedent(
						    """\
    <?xml version=\"1.0\" encoding=\"UTF-8\" ?>
    <tmx version=\"1.4\">
      <header segtype=\"sentence\" srclang=\"ca\" />
      <body>
        <tu>
          <tuv xml:lang=\"ca\"><seg>Contingut 1</seg></tuv>
          <tuv xml:lang=\"en\"><seg>Content 1</seg></tuv>
        </tu>
        <tu>
          <tuv xml:lang=\"ca\"><seg>Contingut 2</seg></tuv>
          <tuv xml:lang=\"en\"><seg>Content 2</seg></tuv>
        </tu>
        <tu>
          <tuv xml:lang=\"ca\"><seg>Contingut 3</seg></tuv>
          <tuv xml:lang=\"en\"><seg>Content 3</seg></tuv>
        </tu>
        <tu>
          <tuv xml:lang=\"ca\"><seg>Contingut 4</seg></tuv>
          <tuv xml:lang=\"en\"><seg>Content 4</seg></tuv>
        </tu>
        <tu>
          <tuv xml:lang=\"ca\"><seg>Contingut 5</seg></tuv>
          <tuv xml:lang=\"en\"><seg>Content 5</seg></tuv>
        </tu>
      </body>
    </tmx>"""						)
						with open(lowercase_ ,  """w"""						) as f:
												f.write(lowercase_						)
						return filename


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

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

lowercase_      :				int   					=    [
    {'''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      SCREAMING_SNAKE_CASE				(				):
						return DATA_DICT_OF_LISTS







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      Optional[Any]						):
						lowercase        =							datasets.Dataset.from_dict(lowercase_						)
						lowercase        =							str(tmp_path_factory.mktemp("""data"""						) / """dataset.arrow"""						)
						dataset.map(cache_file_name=lowercase_						)
						return path







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      Any						):
						lowercase        =							str(tmp_path_factory.mktemp("""data"""						) / """dataset.sqlite"""						)
						with contextlib.closing(sqlitea.connect(lowercase_						)						) as con:
												lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      List[str]						):
						lowercase        =							str(tmp_path_factory.mktemp("""data"""						) / """dataset.csv"""						)
						with open(lowercase_ ,  """w""" ,  newline=""""""						) as f:
												lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      List[str]						):
						lowercase        =							str(tmp_path_factory.mktemp("""data"""						) / """dataset2.csv"""						)
						with open(lowercase_ ,  """w""" ,  newline=""""""						) as f:
												lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      List[Any] ,  lowercase_    :      Optional[Any]						):
						import bza

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







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      List[Any]						):
						lowercase        =							str(tmp_path_factory.mktemp("""data"""						) / """dataset.json"""						)
						lowercase        =							{"""data""": DATA_DICT_OF_LISTS}
						with open(lowercase_ ,  """w"""						) as f:
												json.dump(lowercase_ ,  lowercase_						)
						return path







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      Tuple						):
						lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      str						):
						lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      int						):
						lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      Union[str, Any]						):
						lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      int ,  lowercase_    :      Any						):
						import gzip

						lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      Dict ,  lowercase_    :      List[Any]						):
						import gzip

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







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







@pytest.fixture(scope="""session"""						)
def      SCREAMING_SNAKE_CASE				(				lowercase_    :      Optional[Any] ,  lowercase_    :      List[str]						):
						lowercase        =							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      SCREAMING_SNAKE_CASE				(				lowercase_    :      Optional[Any]						):
						lowercase        =							tmp_path_factory.mktemp("""data_dir"""						)

						(data_dir / "subdir").mkdir()
						with open(data_dir / """subdir""" / """train.txt""" ,  """w"""						) as f:
												f.write("""foo\n""" * 10						)
						with open(data_dir / """subdir""" / """test.txt""" ,  """w"""						) as f:
												f.write("""bar\n""" * 10						)
						# hidden file
						with open(data_dir / """subdir""" / """.test.txt""" ,  """w"""						) as f:
												f.write("""bar\n""" * 10						)

						# hidden directory
						(data_dir / ".subdir").mkdir()
						with open(data_dir / """.subdir""" / """train.txt""" ,  """w"""						) as f:
												f.write("""foo\n""" * 10						)
						with open(data_dir / """.subdir""" / """test.txt""" ,  """w"""						) as f:
												f.write("""bar\n""" * 10						)

						return data_dir







'''simple docstring'''


from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowercase_      :				Any   					=    logging.get_logger(__name__)

lowercase_      :				str   					=    {
    '''sayakpaul/vit-msn-base''': '''https://huggingface.co/sayakpaul/vit-msn-base/resolve/main/config.json''',
    # See all ViT MSN models at https://huggingface.co/models?filter=vit_msn
}




class      __UpperCamelCase       (_UpperCAmelCase			):
	__A			  =					'''vit_msn'''







	def __init__(    self ,				_lowerCAmelCase=768 ,				_lowerCAmelCase=12 ,				_lowerCAmelCase=12 ,				_lowerCAmelCase=3072 ,				_lowerCAmelCase="gelu" ,				_lowerCAmelCase=0.0 ,				_lowerCAmelCase=0.0 ,				_lowerCAmelCase=0.02 ,				_lowerCAmelCase=1E-06 ,				_lowerCAmelCase=224 ,				_lowerCAmelCase=16 ,				_lowerCAmelCase=3 ,				_lowerCAmelCase=True ,				**_lowerCAmelCase ,				)    ->    List[Any]:
							'''simple docstring'''






							super().__init__(**_lowerCAmelCase						)

							lowercase        =							hidden_size
							lowercase        =							num_hidden_layers
							lowercase        =							num_attention_heads
							lowercase        =							intermediate_size
							lowercase        =							hidden_act
							lowercase        =							hidden_dropout_prob
							lowercase        =							attention_probs_dropout_prob
							lowercase        =							initializer_range
							lowercase        =							layer_norm_eps
							lowercase        =							image_size
							lowercase        =							patch_size
							lowercase        =							num_channels
							lowercase        =							qkv_bias


