


'''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        UpperCamelCase_(				)->		Any:
			UpperCamelCase__					=       10
			UpperCamelCase__					=       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__					=       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        UpperCamelCase_(				_A   :Union[str, Any]				,     _A   :Dict  )->		Union[str, Any]:
			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "file.arrow"  )
			dataset.map(cache_file_name=__UpperCamelCase  )
			return filename


# FILE_CONTENT + files


__UpperCamelCase    		=       '''\
    Text data.
    Second line of data.'''
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :int  )->		str:
			UpperCamelCase__					=       tmp_path_factory.mktemp("data"  ) / """file.txt"""
			UpperCamelCase__					=       FILE_CONTENT
			with open(__UpperCamelCase				,     "w"  ) as f:
						f.write(__UpperCamelCase  )
			return filename
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Optional[Any]  )->		str:
			import bza

			UpperCamelCase__					=       tmp_path_factory.mktemp("data"  ) / """file.txt.bz2"""
			UpperCamelCase__					=       bytes(__UpperCamelCase				,     "utf-8"  )
			with bza.open(__UpperCamelCase				,     "wb"  ) as f:
						f.write(__UpperCamelCase  )
			return path
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Optional[int]  )->		Optional[int]:
			import gzip

			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "file.txt.gz"  )
			UpperCamelCase__					=       bytes(__UpperCamelCase				,     "utf-8"  )
			with gzip.open(__UpperCamelCase				,     "wb"  ) as f:
						f.write(__UpperCamelCase  )
			return path
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Dict  )->		List[Any]:






			if datasets.config.LZ4_AVAILABLE:
						import lza.frame

						UpperCamelCase__					=       tmp_path_factory.mktemp("data"  ) / """file.txt.lz4"""
						UpperCamelCase__					=       bytes(__UpperCamelCase				,     "utf-8"  )
						with lza.frame.open(__UpperCamelCase				,     "wb"  ) as f:
									f.write(__UpperCamelCase  )
						return path
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :List[str]				,     _A   :Optional[int]  )->		Union[str, Any]:






			if datasets.config.PY7ZR_AVAILABLE:
						import pyazr

						UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Optional[int]				,     _A   :Tuple  )->		Dict:
			import tarfile

			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Any  )->		Tuple:
			import lzma

			UpperCamelCase__					=       tmp_path_factory.mktemp("data"  ) / """file.txt.xz"""
			UpperCamelCase__					=       bytes(__UpperCamelCase				,     "utf-8"  )
			with lzma.open(__UpperCamelCase				,     "wb"  ) as f:
						f.write(__UpperCamelCase  )
			return path
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Union[str, Any]				,     _A   :Dict  )->		Tuple:
			import zipfile

			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Any  )->		Optional[int]:






			if datasets.config.ZSTANDARD_AVAILABLE:
						import zstandard as zstd

						UpperCamelCase__					=       tmp_path_factory.mktemp("data"  ) / """file.txt.zst"""
						UpperCamelCase__					=       bytes(__UpperCamelCase				,     "utf-8"  )
						with zstd.open(__UpperCamelCase				,     "wb"  ) as f:
									f.write(__UpperCamelCase  )
						return path
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Optional[int]  )->		Optional[int]:
			UpperCamelCase__					=       tmp_path_factory.mktemp("data"  ) / """file.xml"""
			UpperCamelCase__					=       textwrap.dedent(
			    "\\n    <?xml version=\"1.0\" encoding=\"UTF-8\" ?>\n    <tmx version=\"1.4\">\n      <header segtype=\"sentence\" srclang=\"ca\" />\n      <body>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 1</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 1</seg></tuv>\n        </tu>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 2</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 2</seg></tuv>\n        </tu>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 3</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 3</seg></tuv>\n        </tu>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 4</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 4</seg></tuv>\n        </tu>\n        <tu>\n          <tuv xml:lang=\"ca\"><seg>Contingut 5</seg></tuv>\n          <tuv xml:lang=\"en\"><seg>Content 5</seg></tuv>\n        </tu>\n      </body>\n    </tmx>"  )
			with open(__UpperCamelCase				,     "w"  ) as f:
						f.write(__UpperCamelCase  )
			return filename


__UpperCamelCase    		=       [
    {'''col_1''': '''0''', '''col_2''': 0, '''col_3''': 0.0},
    {'''col_1''': '''1''', '''col_2''': 1, '''col_3''': 1.0},
    {'''col_1''': '''2''', '''col_2''': 2, '''col_3''': 2.0},
    {'''col_1''': '''3''', '''col_2''': 3, '''col_3''': 3.0},
]
__UpperCamelCase    		=       [
    {'''col_1''': '''4''', '''col_2''': 4, '''col_3''': 4.0},
    {'''col_1''': '''5''', '''col_2''': 5, '''col_3''': 5.0},
]
__UpperCamelCase    		=       {
    '''col_1''': ['''0''', '''1''', '''2''', '''3'''],
    '''col_2''': [0, 1, 2, 3],
    '''col_3''': [0.0, 1.0, 2.0, 3.0],
}

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

__UpperCamelCase    		=       [
    {'''col_1''': '''s0''', '''col_2''': 0, '''col_3''': 0.0},
    {'''col_1''': '''s1''', '''col_2''': 1, '''col_3''': 1.0},
    {'''col_1''': '''s2''', '''col_2''': 2, '''col_3''': 2.0},
    {'''col_1''': '''s3''', '''col_2''': 3, '''col_3''': 3.0},
]
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				)->		List[Any]:
			return DATA_DICT_OF_LISTS
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Optional[Any]  )->		Dict:
			UpperCamelCase__					=       datasets.Dataset.from_dict(__UpperCamelCase  )
			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "dataset.arrow"  )
			dataset.map(cache_file_name=__UpperCamelCase  )
			return path
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Union[str, Any]  )->		Any:
			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "dataset.sqlite"  )
			with contextlib.closing(sqlitea.connect(__UpperCamelCase  )  ) as con:
						UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Tuple  )->		int:
			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "dataset.csv"  )
			with open(__UpperCamelCase				,     "w"				,     newline=""  ) as f:
						UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Union[str, Any]  )->		List[Any]:
			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "dataset2.csv"  )
			with open(__UpperCamelCase				,     "w"				,     newline=""  ) as f:
						UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Any				,     _A   :int  )->		Dict:
			import bza

			UpperCamelCase__					=       tmp_path_factory.mktemp("data"  ) / """dataset.csv.bz2"""
			with open(__UpperCamelCase				,     "rb"  ) as f:
						UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Dict				,     _A   :int				,     _A   :str  )->		Union[str, Any]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :str				,     _A   :List[str]				,     _A   :Optional[Any]  )->		Optional[Any]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :List[str]				,     _A   :Optional[Any]				,     _A   :Optional[int]  )->		Union[str, Any]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :int  )->		str:
			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "dataset.parquet"  )
			UpperCamelCase__					=       pa.schema(
			    {
			        "col_1": pa.string(),
			        "col_2": pa.intaa(),
			        "col_3": pa.floataa(),
			    }  )
			with open(__UpperCamelCase				,     "wb"  ) as f:
						UpperCamelCase__					=       pq.ParquetWriter(__UpperCamelCase				,     schema=__UpperCamelCase  )
						UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Dict  )->		Tuple:
			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "dataset.json"  )
			UpperCamelCase__					=       {"""data""": DATA}
			with open(__UpperCamelCase				,     "w"  ) as f:
						json.dump(__UpperCamelCase				,     __UpperCamelCase  )
			return path
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Union[str, Any]  )->		Tuple:
			UpperCamelCase__					=       str(tmp_path_factory.mktemp("data"  ) / "dataset.json"  )
			UpperCamelCase__					=       {"""data""": DATA_DICT_OF_LISTS}
			with open(__UpperCamelCase				,     "w"  ) as f:
						json.dump(__UpperCamelCase				,     __UpperCamelCase  )
			return path
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Optional[Any]  )->		Optional[Any]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Optional[Any]  )->		List[Any]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Any  )->		Tuple:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :List[Any]  )->		List[str]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Any				,     _A   :Union[str, Any]  )->		List[str]:
			import gzip

			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :str				,     _A   :List[str]  )->		Tuple:
			import gzip

			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Dict				,     _A   :Dict				,     _A   :Union[str, Any]  )->		List[str]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Tuple				,     _A   :Tuple				,     _A   :Optional[Any]				,     _A   :str  )->		Any:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Optional[int]				,     _A   :List[Any]				,     _A   :Dict  )->		List[str]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :List[str]				,     _A   :Tuple				,     _A   :Tuple  )->		Dict:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Union[str, Any]				,     _A   :Any				,     _A   :List[Any]				,     _A   :int  )->		Optional[Any]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :str  )->		Optional[Any]:
			UpperCamelCase__					=       ["""0""", """1""", """2""", """3"""]
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Dict  )->		int:
			UpperCamelCase__					=       ["""0""", """1""", """2""", """3"""]
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :List[str]  )->		int:
			UpperCamelCase__					=       ["""0""", """1""", """2""", """3"""]
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Dict				,     _A   :List[Any]				,     _A   :Dict  )->		List[str]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Union[str, Any]				,     _A   :Any				,     _A   :Optional[Any]  )->		Optional[int]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :List[Any]				,     _A   :Optional[Any]				,     _A   :Optional[int]  )->		str:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :str  )->		str:
			UpperCamelCase__					=       """\n""".join(["First", "Second\u2029with Unicode new line", "Third"]  )
			UpperCamelCase__					=       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        UpperCamelCase_(				)->		List[Any]:
			return os.path.join("tests"				,     "features"				,     "data"				,     "test_image_rgb.jpg"  )
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				)->		List[str]:
			return os.path.join("tests"				,     "features"				,     "data"				,     "test_audio_44100.wav"  )
@pytest.fixture(scope="session"  )
def        UpperCamelCase_(				_A   :Dict				,     _A   :List[Any]  )->		int:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :Any  )->		Optional[int]:
			UpperCamelCase__					=       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        UpperCamelCase_(				_A   :int				,     _A   :int  )->		str:
			if number < 0 or shift_amount < 0:
						raise ValueError("both inputs must be positive integers"  )

			UpperCamelCase__					=       str(bin(_A  )  )
			binary_number += "0" * shift_amount
			return binary_number
def        UpperCamelCase_(				_A   :int				,     _A   :int  )->		str:
			if number < 0 or shift_amount < 0:
						raise ValueError("both inputs must be positive integers"  )

			UpperCamelCase__					=       str(bin(_A  )  )[2:]
			if shift_amount >= len(_A  ):
						return "0b0"
			UpperCamelCase__					=       binary_number[: len(_A  ) - shift_amount]
			return "0b" + shifted_binary_number
def        UpperCamelCase_(				_A   :int				,     _A   :int  )->		str:
			if number >= 0:  # Get binary representation of positive number
						UpperCamelCase__					=       "0" + str(bin(_A  )  ).strip("-"  )[2:]
			else:  # Get binary (2's complement) representation of negative number
						UpperCamelCase__					=       len(bin(_A  )[3:]  )  # Find 2's complement of number
						UpperCamelCase__					=       bin(abs(_A  ) - (1 << binary_number_length)  )[3:]
						UpperCamelCase__					=       (
						    "1" + "0" * (binary_number_length - len(_A  )) + binary_number
						)

			if shift_amount >= len(_A  ):
						return "0b" + binary_number[0] * len(_A  )
			return (
			    "0b"
			    + binary_number[0] * shift_amount
			    + binary_number[: len(_A  ) - shift_amount]
			)


if __name__ == "__main__":
						import doctest

						doctest.testmod()


