
"""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



"""simple docstring"""







import tempfile
import unittest

from make_student import create_student_by_copying_alternating_layers

from transformers import AutoConfig
from transformers.file_utils import cached_property
from transformers.testing_utils import require_torch


lowercase_         =       "sshleifer/bart-tiny-random"
lowercase_         =       "patrickvonplaten/t5-tiny-random"



@require_torch
class 		UpperCAmelCase_						(unittest.TestCase    ):
 """simple docstring"""




 @cached_property
 def 	a   (			self							:			Dict			)->       List[Any]:



      """simple docstring"""

      return AutoConfig.from_pretrained(a_			)




 def 	a   (			self							:			List[str]			)->       Dict:



      """simple docstring"""

      UpperCAmelCase_       ,*UpperCAmelCase_    :     Tuple            =	create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=1  , d=1			)
      self.assertEqual(student.config.num_hidden_layers  , 1			)




 def 	a   (			self							:			List[str]			)->       str:



      """simple docstring"""

      UpperCAmelCase_       ,*UpperCAmelCase_    :     Dict            =	create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=1  , d=a_			)




 def 	a   (			self							:			Any			)->       List[Any]:



      """simple docstring"""

      UpperCAmelCase_       ,*UpperCAmelCase_    :     Union[str, Any]            =	create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=1  , d=a_			)
      self.assertEqual(student.config.encoder_layers  , 1			)
      self.assertEqual(student.config.decoder_layers  , self.teacher_config.encoder_layers			)




 def 	a   (			self							:			Tuple			)->       str:



      """simple docstring"""

      UpperCAmelCase_       ,*UpperCAmelCase_    :     str            =	create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=1  , d=1			)
      self.assertEqual(student.config.encoder_layers  , 1			)
      self.assertEqual(student.config.decoder_layers  , 1			)






 def 	a   (			self							:			Optional[int]			)->       Optional[int]:



      """simple docstring"""

      with self.assertRaises(a_			):
           create_student_by_copying_alternating_layers(a_  , tempfile.mkdtemp()  , e=a_  , d=a_			)

