




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   (		):
					__lowerCAmelCase            = 10
					__lowerCAmelCase            = datasets.Features(
					    {
					        "tokens": datasets.Sequence(datasets.Value("string"  )  ),
					        "labels": datasets.Sequence(datasets.ClassLabel(names=["negative", "positive"]  )  ),
					        "answers": datasets.Sequence(
					            {
					                "text": datasets.Value("string"  ),
					                "answer_start": datasets.Value("int32"  ),
					            }  ),
					        "id": datasets.Value("int64"  ),
					    }  )
					__lowerCAmelCase            = datasets.Dataset.from_dict(
					    {
					        "tokens": [["foo"] * 5] * n,
					        "labels": [[1] * 5] * n,
					        "answers": [{"answer_start": [97], "text": ["1976"]}] * 10,
					        "id": list(range(SCREAMING_SNAKE_CASE_  )  ),
					    }   ,   features=SCREAMING_SNAKE_CASE_   ,   )
					return dataset







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       str   ,   SCREAMING_SNAKE_CASE_							:       Union[str, Any]  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "file.arrow"  )
					dataset.map(cache_file_name=SCREAMING_SNAKE_CASE_  )
					return filename


# FILE_CONTENT + files


UpperCamelCase__					    =    """\
    Text data.
    Second line of data."""







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Dict  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "file.txt"
					__lowerCAmelCase            = FILE_CONTENT
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_  )
					return filename







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       int  ):
					import bza

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







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Tuple  ):
					import gzip

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







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Dict  ):
					if datasets.config.LZ4_AVAILABLE:
										import lza.frame

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







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Optional[Any]   ,   SCREAMING_SNAKE_CASE_							:       Tuple  ):
					if datasets.config.PY7ZR_AVAILABLE:
										import pyazr

										__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "file.txt.7z"
										with pyazr.SevenZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as archive:
															archive.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
										return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Dict   ,   SCREAMING_SNAKE_CASE_							:       Optional[int]  ):
					import tarfile

					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "file.txt.tar"
					with tarfile.TarFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.add(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       int  ):
					import lzma

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







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Optional[Any]   ,   SCREAMING_SNAKE_CASE_							:       int  ):
					import zipfile

					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "file.txt.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       List[str]  ):
					if datasets.config.ZSTANDARD_AVAILABLE:
										import zstandard as zstd

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







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       str  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "file.xml"
					__lowerCAmelCase            = 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(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_  )
					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 			_a   (		):
					return DATA_DICT_OF_LISTS







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Tuple  ):
					__lowerCAmelCase            = datasets.Dataset.from_dict(SCREAMING_SNAKE_CASE_  )
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.arrow"  )
					dataset.map(cache_file_name=SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Optional[Any]  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.sqlite"  )
					with contextlib.closing(sqlitea.connect(SCREAMING_SNAKE_CASE_  )  ) as con:
										__lowerCAmelCase            = con.cursor()
										cur.execute("CREATE TABLE dataset(col_1 text, col_2 int, col_3 real)"  )
										for item in DATA:
															cur.execute("INSERT INTO dataset(col_1, col_2, col_3) VALUES (?, ?, ?)"   ,   tuple(item.values()  )  )
										con.commit()
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Optional[int]  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.csv"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"   ,   newline=""  ) as f:
										__lowerCAmelCase            = csv.DictWriter(SCREAMING_SNAKE_CASE_   ,   fieldnames=["col_1", "col_2", "col_3"]  )
										writer.writeheader()
										for item in DATA:
															writer.writerow(SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       str  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset2.csv"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"   ,   newline=""  ) as f:
										__lowerCAmelCase            = csv.DictWriter(SCREAMING_SNAKE_CASE_   ,   fieldnames=["col_1", "col_2", "col_3"]  )
										writer.writeheader()
										for item in DATA:
															writer.writerow(SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Any   ,   SCREAMING_SNAKE_CASE_							:       Optional[Any]  ):
					import bza

					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.csv.bz2"
					with open(SCREAMING_SNAKE_CASE_   ,   "rb"  ) as f:
										__lowerCAmelCase            = f.read()
					# data = bytes(FILE_CONTENT, "utf-8")
					with bza.open(SCREAMING_SNAKE_CASE_   ,   "wb"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Dict   ,   SCREAMING_SNAKE_CASE_							:       List[Any]   ,   SCREAMING_SNAKE_CASE_							:       Union[str, Any]  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.csv.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Tuple   ,   SCREAMING_SNAKE_CASE_							:       List[str]   ,   SCREAMING_SNAKE_CASE_							:       Tuple  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.csv.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(csv_path.replace(".csv"   ,   ".CSV"  )  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(csva_path.replace(".csv"   ,   ".CSV"  )  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Tuple   ,   SCREAMING_SNAKE_CASE_							:       Any   ,   SCREAMING_SNAKE_CASE_							:       Tuple  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset_with_dir.csv.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.join("main_dir"   ,   os.path.basename(SCREAMING_SNAKE_CASE_  )  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.join("main_dir"   ,   os.path.basename(SCREAMING_SNAKE_CASE_  )  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       List[Any]  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.parquet"  )
					__lowerCAmelCase            = pa.schema(
					    {
					        "col_1": pa.string(),
					        "col_2": pa.intaa(),
					        "col_3": pa.floataa(),
					    }  )
					with open(SCREAMING_SNAKE_CASE_   ,   "wb"  ) as f:
										__lowerCAmelCase            = pq.ParquetWriter(SCREAMING_SNAKE_CASE_   ,   schema=SCREAMING_SNAKE_CASE_  )
										__lowerCAmelCase            = pa.Table.from_pydict({k: [DATA[i][k] for i in range(len(SCREAMING_SNAKE_CASE_  )  )] for k in DATA[0]}   ,   schema=SCREAMING_SNAKE_CASE_  )
										writer.write_table(SCREAMING_SNAKE_CASE_  )
										writer.close()
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Tuple  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.json"  )
					__lowerCAmelCase            = {"data": DATA}
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										json.dump(SCREAMING_SNAKE_CASE_   ,   SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Any  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.json"  )
					__lowerCAmelCase            = {"data": DATA_DICT_OF_LISTS}
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										json.dump(SCREAMING_SNAKE_CASE_   ,   SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Union[str, Any]  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.jsonl"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										for item in DATA:
															f.write(json.dumps(SCREAMING_SNAKE_CASE_  ) + "\n"  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Dict  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset2.jsonl"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										for item in DATA:
															f.write(json.dumps(SCREAMING_SNAKE_CASE_  ) + "\n"  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Optional[Any]  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset_312.jsonl"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										for item in DATA_312:
															f.write(json.dumps(SCREAMING_SNAKE_CASE_  ) + "\n"  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Optional[Any]  ):
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset-str.jsonl"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										for item in DATA_STR:
															f.write(json.dumps(SCREAMING_SNAKE_CASE_  ) + "\n"  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Dict   ,   SCREAMING_SNAKE_CASE_							:       List[Any]  ):
					import gzip

					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.txt.gz"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "rb"  ) as orig_file:
										with gzip.open(SCREAMING_SNAKE_CASE_   ,   "wb"  ) as zipped_file:
															zipped_file.writelines(SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Any   ,   SCREAMING_SNAKE_CASE_							:       int  ):
					import gzip

					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.jsonl.gz"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "rb"  ) as orig_file:
										with gzip.open(SCREAMING_SNAKE_CASE_   ,   "wb"  ) as zipped_file:
															zipped_file.writelines(SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Union[str, Any]   ,   SCREAMING_SNAKE_CASE_							:       Any   ,   SCREAMING_SNAKE_CASE_							:       List[str]  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.jsonl.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       str   ,   SCREAMING_SNAKE_CASE_							:       Optional[int]   ,   SCREAMING_SNAKE_CASE_							:       Union[str, Any]   ,   SCREAMING_SNAKE_CASE_							:       str  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset_nested.jsonl.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.join("nested"   ,   os.path.basename(SCREAMING_SNAKE_CASE_  )  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       str   ,   SCREAMING_SNAKE_CASE_							:       Tuple   ,   SCREAMING_SNAKE_CASE_							:       str  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset_with_dir.jsonl.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.join("main_dir"   ,   os.path.basename(SCREAMING_SNAKE_CASE_  )  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.join("main_dir"   ,   os.path.basename(SCREAMING_SNAKE_CASE_  )  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Optional[Any]   ,   SCREAMING_SNAKE_CASE_							:       List[Any]   ,   SCREAMING_SNAKE_CASE_							:       Union[str, Any]  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.jsonl.tar"
					with tarfile.TarFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.add(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
										f.add(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Union[str, Any]   ,   SCREAMING_SNAKE_CASE_							:       int   ,   SCREAMING_SNAKE_CASE_							:       List[Any]   ,   SCREAMING_SNAKE_CASE_							:       str  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset_nested.jsonl.tar"
					with tarfile.TarFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.add(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.join("nested"   ,   os.path.basename(SCREAMING_SNAKE_CASE_  )  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Dict  ):
					__lowerCAmelCase            = ["0", "1", "2", "3"]
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset.txt"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										for item in data:
															f.write(item + "\n"  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       List[str]  ):
					__lowerCAmelCase            = ["0", "1", "2", "3"]
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset2.txt"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										for item in data:
															f.write(item + "\n"  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Optional[int]  ):
					__lowerCAmelCase            = ["0", "1", "2", "3"]
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.abc"
					with open(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										for item in data:
															f.write(item + "\n"  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       int   ,   SCREAMING_SNAKE_CASE_							:       str   ,   SCREAMING_SNAKE_CASE_							:       List[str]  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.text.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       List[Any]   ,   SCREAMING_SNAKE_CASE_							:       Tuple   ,   SCREAMING_SNAKE_CASE_							:       Dict  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset_with_dir.text.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.join("main_dir"   ,   os.path.basename(SCREAMING_SNAKE_CASE_  )  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.join("main_dir"   ,   os.path.basename(SCREAMING_SNAKE_CASE_  )  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       List[Any]   ,   SCREAMING_SNAKE_CASE_							:       List[Any]   ,   SCREAMING_SNAKE_CASE_							:       str  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.ext.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename("unsupported.ext"  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename("unsupported_2.ext"  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       int  ):
					__lowerCAmelCase            = "\n".join(["First", "Second\u2029with Unicode new line", "Third"]  )
					__lowerCAmelCase            = str(tmp_path_factory.mktemp("data"  ) / "dataset_with_unicode_new_lines.txt"  )
					with open(SCREAMING_SNAKE_CASE_   ,   "w"   ,   encoding="utf-8"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		):
					return os.path.join("tests"   ,   "features"   ,   "data"   ,   "test_image_rgb.jpg"  )







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







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       Any   ,   SCREAMING_SNAKE_CASE_							:       List[str]  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data"  ) / "dataset.img.zip"
					with zipfile.ZipFile(SCREAMING_SNAKE_CASE_   ,   "w"  ) as f:
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  )  )
										f.write(SCREAMING_SNAKE_CASE_   ,   arcname=os.path.basename(SCREAMING_SNAKE_CASE_  ).replace(".jpg"   ,   "2.jpg"  )  )
					return path







@pytest.fixture(scope="session"  )
def 			_a   (		SCREAMING_SNAKE_CASE_							:       List[str]  ):
					__lowerCAmelCase            = tmp_path_factory.mktemp("data_dir"  )

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

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

					return data_dir










import json
from typing import Iterator, List, Union

from tokenizers import AddedToken, Regex, Tokenizer, decoders, normalizers, pre_tokenizers, trainers
from tokenizers.implementations.base_tokenizer import BaseTokenizer
from tokenizers.models import Unigram
from tokenizers.processors import TemplateProcessing
class     a__					(      snake_case__   ):






						def __init__(     self	,    _A = "▁"	,    _A = True	,    _A = "<unk>"	,    _A = "</s>"	,    _A = "<pad>"	,    ):




											"""simple docstring"""



											__lowerCAmelCase            = {
											    "pad": {"id": 0, "token": pad_token},
											    "eos": {"id": 1, "token": eos_token},
											    "unk": {"id": 2, "token": unk_token},
											}

											__lowerCAmelCase            = [None] * len(self.special_tokens    )
											for token_dict in self.special_tokens.values():
																__lowerCAmelCase            = token_dict["token"]

											__lowerCAmelCase            = Tokenizer(Unigram()    )

											__lowerCAmelCase            = normalizers.Sequence(
											    [
											        normalizers.Nmt(),
											        normalizers.NFKC(),
											        normalizers.Replace(Regex(" {2,}"    )	,    " "    ),
											        normalizers.Lowercase(),
											    ]    )
											__lowerCAmelCase            = pre_tokenizers.Sequence(
											    [
											        pre_tokenizers.Metaspace(replacement=_A	,    add_prefix_space=_A    ),
											        pre_tokenizers.Digits(individual_digits=_A    ),
											        pre_tokenizers.Punctuation(),
											    ]    )
											__lowerCAmelCase            = decoders.Metaspace(replacement=_A	,    add_prefix_space=_A    )

											__lowerCAmelCase            = TemplateProcessing(
											    single=f"""$A {self.special_tokens['eos']['token']}"""	,    special_tokens=[(self.special_tokens["eos"]["token"], self.special_tokens["eos"]["id"])]	,    )

											__lowerCAmelCase            = {
											    "model": "SentencePieceUnigram",
											    "replacement": replacement,
											    "add_prefix_space": add_prefix_space,
											}

											super().__init__(_A	,    _A    )






						def        __SCREAMING_SNAKE_CASE(     self	,    _A	,    _A = 8_0_0_0	,    _A = True	,    ):




											"""simple docstring"""



											__lowerCAmelCase            = trainers.UnigramTrainer(
											    vocab_size=_A	,    special_tokens=self.special_tokens_list	,    show_progress=_A	,    )

											if isinstance(_A	,    _A    ):
																__lowerCAmelCase            = [files]
											self._tokenizer.train(_A	,    trainer=_A    )

											self.add_unk_id()






						def        __SCREAMING_SNAKE_CASE(     self	,    _A	,    _A = 8_0_0_0	,    _A = True	,    ):




											"""simple docstring"""



											__lowerCAmelCase            = trainers.UnigramTrainer(
											    vocab_size=_A	,    special_tokens=self.special_tokens_list	,    show_progress=_A	,    )

											self._tokenizer.train_from_iterator(_A	,    trainer=_A    )

											self.add_unk_id()






						def        __SCREAMING_SNAKE_CASE(     self    ):




											"""simple docstring"""



											__lowerCAmelCase            = json.loads(self._tokenizer.to_str()    )

											__lowerCAmelCase            = self.special_tokens["unk"]["id"]

											__lowerCAmelCase            = Tokenizer.from_str(json.dumps(_A    )    )




