
"""simple docstring"""







import importlib
import os

import fsspec
import pytest
from fsspec import register_implementation
from fsspec.registry import _registry as _fsspec_registry

from datasets.filesystems import COMPRESSION_FILESYSTEMS, HfFileSystem, extract_path_from_uri, is_remote_filesystem

from .utils import require_lza, require_zstandard




def       A_      (       lowercase   )  ->				Optional[Any]:


     """simple docstring"""







     assert "mock" in _fsspec_registry
     assert "bz2" in _fsspec_registry




def       A_      (       )  ->				Tuple:


     """simple docstring"""







     assert "mock" not in _fsspec_registry
     assert "bz2" in _fsspec_registry




def       A_      (       )  ->				int:


     """simple docstring"""







     UpperCAmelCase_    :     Optional[int]            =	"""mock-s3-bucket"""
     UpperCAmelCase_    :     int            =	f'''s3://{mock_bucket}'''
     UpperCAmelCase_    :     Any            =	extract_path_from_uri(lowercase   )
     assert dataset_path.startswith("""s3://"""   ) is False

     UpperCAmelCase_    :     List[str]            =	"""./local/path"""
     UpperCAmelCase_    :     Union[str, Any]            =	extract_path_from_uri(lowercase   )
     assert dataset_path == new_dataset_path




def       A_      (       lowercase   )  ->				Dict:


     """simple docstring"""







     UpperCAmelCase_    :     Any            =	is_remote_filesystem(lowercase   )
     assert is_remote is True

     UpperCAmelCase_    :     Optional[Any]            =	fsspec.filesystem("""file"""   )

     UpperCAmelCase_    :     Tuple            =	is_remote_filesystem(lowercase   )
     assert is_remote is False




@pytest.mark.parametrize("""compression_fs_class"""    ,			lowercase   )
def       A_      (       lowercase    ,			lowercase    ,			lowercase    ,			lowercase    ,			lowercase    ,			lowercase    ,			lowercase   )  ->				str:


     """simple docstring"""







     UpperCAmelCase_    :     Any            =	{"""gzip""": gz_file, """xz""": xz_file, """zstd""": zstd_file, """bz2""": bza_file, """lz4""": lza_file}
     UpperCAmelCase_    :     Optional[Any]            =	input_paths[compression_fs_class.protocol]
     if input_path is None:
          UpperCAmelCase_    :     Tuple            =	f'''for \'{compression_fs_class.protocol}\' compression protocol, '''
          if compression_fs_class.protocol == "lz4":
               reason += require_lza.kwargs["reason"]
          elif compression_fs_class.protocol == "zstd":
               reason += require_zstandard.kwargs["reason"]
          pytest.skip(lowercase   )
     UpperCAmelCase_    :     Optional[int]            =	fsspec.filesystem(compression_fs_class.protocol    ,			fo=lowercase   )
     assert isinstance(lowercase    ,			lowercase   )
     UpperCAmelCase_    :     Tuple            =	os.path.basename(lowercase   )
     UpperCAmelCase_    :     Optional[int]            =	expected_filename[: expected_filename.rindex("""."""   )]
     assert fs.glob("""*"""   ) == [expected_filename]
     with fs.open(lowercase    ,			"""r"""    ,			encoding="""utf-8"""   ) as f, open(lowercase    ,			encoding="""utf-8"""   ) as expected_file:
          assert f.read() == expected_file.read()




@pytest.mark.parametrize("""protocol"""    ,			["""zip""", """gzip"""]   )
def       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				Optional[int]:


     """simple docstring"""







     UpperCAmelCase_    :     Dict            =	{"""zip""": zip_jsonl_path, """gzip""": jsonl_gz_path}
     UpperCAmelCase_    :     Optional[int]            =	compressed_file_paths[protocol]
     UpperCAmelCase_    :     Union[str, Any]            =	"""dataset.jsonl"""
     UpperCAmelCase_    :     str            =	f'''{protocol}://{member_file_path}::{compressed_file_path}'''
     UpperCAmelCase_       ,*UpperCAmelCase_    :     List[Any]            =	fsspec.get_fs_token_paths(lowercase   )
     assert fs.isfile(lowercase   )
     assert not fs.isfile("""non_existing_""" + member_file_path   )




@pytest.mark.integration
def       A_      (       lowercase    ,			lowercase    ,			lowercase    ,			lowercase   )  ->				Dict:


     """simple docstring"""







     UpperCAmelCase_    :     str            =	hf_api.dataset_info(lowercase    ,			token=lowercase   )
     UpperCAmelCase_    :     Any            =	HfFileSystem(repo_info=lowercase    ,			token=lowercase   )
     assert sorted(hffs.glob("""*"""   )   ) == [".gitattributes", "data"]
     assert hffs.isdir("""data"""   )
     assert hffs.isfile(""".gitattributes"""   ) and hffs.isfile("""data/text_data.txt"""   )
     with open(lowercase   ) as f:
          assert hffs.open("""data/text_data.txt"""    ,			"""r"""   ).read() == f.read()




def       A_      (       )  ->				Union[str, Any]:


     """simple docstring"""







     UpperCAmelCase_    :     List[Any]            =	"""bz2"""

     # Import module
     import datasets.filesystems

     # Overwrite protocol and reload
     register_implementation(lowercase    ,			lowercase    ,			clobber=lowercase   )
     with pytest.warns(lowercase   ) as warning_info:
          importlib.reload(datasets.filesystems   )

     assert len(lowercase   ) == 1
     assert (
         str(warning_info[0].message   )
         == f'''A filesystem protocol was already set for {protocol} and will be overwritten.'''
     )



"""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       A_      (       )  ->				str:


     """simple docstring"""







     UpperCAmelCase_    :     int            =	10
     UpperCAmelCase_    :     Optional[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"""   ),
         }   )
     UpperCAmelCase_    :     List[Any]            =	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       A_      (       lowercase    ,			lowercase   )  ->				int:


     """simple docstring"""







     UpperCAmelCase_    :     Optional[Any]            =	str(tmp_path_factory.mktemp("""data"""   ) / """file.arrow"""   )
     dataset.map(cache_file_name=lowercase   )
     return filename


# FILE_CONTENT + files


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




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase   )  ->				Optional[Any]:


     """simple docstring"""







     UpperCAmelCase_    :     int            =	tmp_path_factory.mktemp("""data"""   ) / """file.txt"""
     UpperCAmelCase_    :     Tuple            =	FILE_CONTENT
     with open(lowercase    ,			"""w"""   ) as f:
          f.write(lowercase   )
     return filename




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase   )  ->				Dict:


     """simple docstring"""







     import bza

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




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


     """simple docstring"""







     import gzip

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




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


     """simple docstring"""







     if datasets.config.LZ4_AVAILABLE:
          import lza.frame

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




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase    ,			lowercase   )  ->				Optional[Any]:


     """simple docstring"""







     if datasets.config.PY7ZR_AVAILABLE:
          import pyazr

          UpperCAmelCase_    :     List[str]            =	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       A_      (       lowercase    ,			lowercase   )  ->				Union[str, Any]:


     """simple docstring"""







     import tarfile

     UpperCAmelCase_    :     Optional[int]            =	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       A_      (       lowercase   )  ->				int:


     """simple docstring"""







     import lzma

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




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase    ,			lowercase   )  ->				Any:


     """simple docstring"""







     import zipfile

     UpperCAmelCase_    :     Any            =	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       A_      (       lowercase   )  ->				Dict:


     """simple docstring"""







     if datasets.config.ZSTANDARD_AVAILABLE:
          import zstandard as zstd

          UpperCAmelCase_    :     List[str]            =	tmp_path_factory.mktemp("""data"""   ) / """file.txt.zst"""
          UpperCAmelCase_    :     Optional[int]            =	bytes(lowercase    ,			"""utf-8"""   )
          with zstd.open(lowercase    ,			"""wb"""   ) as f:
               f.write(lowercase   )
          return path




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase   )  ->				Dict:


     """simple docstring"""







     UpperCAmelCase_    :     int            =	tmp_path_factory.mktemp("""data"""   ) / """file.xml"""
     UpperCAmelCase_    :     int            =	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_         =       [
    {"col_1": "0", "col_2": 0, "col_3": 0.0},
    {"col_1": "1", "col_2": 1, "col_3": 1.0},
    {"col_1": "2", "col_2": 2, "col_3": 2.0},
    {"col_1": "3", "col_2": 3, "col_3": 3.0},
]
lowercase_         =       [
    {"col_1": "4", "col_2": 4, "col_3": 4.0},
    {"col_1": "5", "col_2": 5, "col_3": 5.0},
]
lowercase_         =       {
    "col_1": ["0", "1", "2", "3"],
    "col_2": [0, 1, 2, 3],
    "col_3": [0.0, 1.0, 2.0, 3.0],
}

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

lowercase_         =       [
    {"col_1": "s0", "col_2": 0, "col_3": 0.0},
    {"col_1": "s1", "col_2": 1, "col_3": 1.0},
    {"col_1": "s2", "col_2": 2, "col_3": 2.0},
    {"col_1": "s3", "col_2": 3, "col_3": 3.0},
]




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


     """simple docstring"""







     return DATA_DICT_OF_LISTS




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase   )  ->				int:


     """simple docstring"""







     UpperCAmelCase_    :     str            =	datasets.Dataset.from_dict(lowercase   )
     UpperCAmelCase_    :     List[str]            =	str(tmp_path_factory.mktemp("""data"""   ) / """dataset.arrow"""   )
     dataset.map(cache_file_name=lowercase   )
     return path




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase   )  ->				List[Any]:


     """simple docstring"""







     UpperCAmelCase_    :     Dict            =	str(tmp_path_factory.mktemp("""data"""   ) / """dataset.sqlite"""   )
     with contextlib.closing(sqlitea.connect(lowercase   )   ) as con:
          UpperCAmelCase_    :     Tuple            =	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       A_      (       lowercase   )  ->				Optional[int]:


     """simple docstring"""







     UpperCAmelCase_    :     Union[str, Any]            =	str(tmp_path_factory.mktemp("""data"""   ) / """dataset.csv"""   )
     with open(lowercase    ,			"""w"""    ,			newline=""""""   ) as f:
          UpperCAmelCase_    :     Tuple            =	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       A_      (       lowercase   )  ->				str:


     """simple docstring"""







     UpperCAmelCase_    :     Tuple            =	str(tmp_path_factory.mktemp("""data"""   ) / """dataset2.csv"""   )
     with open(lowercase    ,			"""w"""    ,			newline=""""""   ) as f:
          UpperCAmelCase_    :     List[Any]            =	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       A_      (       lowercase    ,			lowercase   )  ->				Optional[Any]:


     """simple docstring"""







     import bza

     UpperCAmelCase_    :     List[Any]            =	tmp_path_factory.mktemp("""data"""   ) / """dataset.csv.bz2"""
     with open(lowercase    ,			"""rb"""   ) as f:
          UpperCAmelCase_    :     Dict            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				List[Any]:


     """simple docstring"""







     UpperCAmelCase_    :     Optional[Any]            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				List[Any]:


     """simple docstring"""







     UpperCAmelCase_    :     Tuple            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				Optional[int]:


     """simple docstring"""







     UpperCAmelCase_    :     Union[str, Any]            =	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       A_      (       lowercase   )  ->				Any:


     """simple docstring"""







     UpperCAmelCase_    :     Union[str, Any]            =	str(tmp_path_factory.mktemp("""data"""   ) / """dataset.parquet"""   )
     UpperCAmelCase_    :     Dict            =	pa.schema(
         {
             """col_1""": pa.string(),
             """col_2""": pa.intaa(),
             """col_3""": pa.floataa(),
         }   )
     with open(lowercase    ,			"""wb"""   ) as f:
          UpperCAmelCase_    :     List[str]            =	pq.ParquetWriter(lowercase    ,			schema=lowercase   )
          UpperCAmelCase_    :     Any            =	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       A_      (       lowercase   )  ->				Tuple:


     """simple docstring"""







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




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase   )  ->				Optional[int]:


     """simple docstring"""







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




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase   )  ->				str:


     """simple docstring"""







     UpperCAmelCase_    :     List[str]            =	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       A_      (       lowercase   )  ->				Union[str, Any]:


     """simple docstring"""







     UpperCAmelCase_    :     str            =	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       A_      (       lowercase   )  ->				Optional[Any]:


     """simple docstring"""







     UpperCAmelCase_    :     int            =	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       A_      (       lowercase   )  ->				Optional[int]:


     """simple docstring"""







     UpperCAmelCase_    :     Dict            =	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       A_      (       lowercase    ,			lowercase   )  ->				Dict:


     """simple docstring"""







     import gzip

     UpperCAmelCase_    :     Dict            =	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       A_      (       lowercase    ,			lowercase   )  ->				str:


     """simple docstring"""







     import gzip

     UpperCAmelCase_    :     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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				Optional[int]:


     """simple docstring"""







     UpperCAmelCase_    :     Tuple            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase    ,			lowercase   )  ->				List[Any]:


     """simple docstring"""







     UpperCAmelCase_    :     List[Any]            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				Optional[Any]:


     """simple docstring"""







     UpperCAmelCase_    :     Optional[int]            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				int:


     """simple docstring"""







     UpperCAmelCase_    :     int            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase    ,			lowercase   )  ->				Union[str, Any]:


     """simple docstring"""







     UpperCAmelCase_    :     Optional[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       A_      (       lowercase   )  ->				Tuple:


     """simple docstring"""







     UpperCAmelCase_    :     Tuple            =	["""0""", """1""", """2""", """3"""]
     UpperCAmelCase_    :     str            =	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       A_      (       lowercase   )  ->				str:


     """simple docstring"""







     UpperCAmelCase_    :     Tuple            =	["""0""", """1""", """2""", """3"""]
     UpperCAmelCase_    :     int            =	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       A_      (       lowercase   )  ->				int:


     """simple docstring"""







     UpperCAmelCase_    :     Dict            =	["""0""", """1""", """2""", """3"""]
     UpperCAmelCase_    :     Optional[int]            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				int:


     """simple docstring"""







     UpperCAmelCase_    :     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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				List[Any]:


     """simple docstring"""







     UpperCAmelCase_    :     Tuple            =	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       A_      (       lowercase    ,			lowercase    ,			lowercase   )  ->				str:


     """simple docstring"""







     UpperCAmelCase_    :     List[Any]            =	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       A_      (       lowercase   )  ->				Union[str, Any]:


     """simple docstring"""







     UpperCAmelCase_    :     Tuple            =	"""\n""".join(["""First""", """Second\u2029with Unicode new line""", """Third"""]   )
     UpperCAmelCase_    :     List[Any]            =	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       A_      (       )  ->				Optional[int]:


     """simple docstring"""







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




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


     """simple docstring"""







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




@pytest.fixture(scope="""session"""   )
def       A_      (       lowercase    ,			lowercase   )  ->				int:


     """simple docstring"""







     UpperCAmelCase_    :     Dict            =	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       A_      (       lowercase   )  ->				Dict:


     """simple docstring"""







     UpperCAmelCase_    :     Optional[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""" * 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

