



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



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


# FILE_CONTENT + files


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



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



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

			lowercase__					  =				tmp_path_factory.mktemp("data"  ) / "file.txt.bz2"
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			import gzip

			lowercase__					  =				str(tmp_path_factory.mktemp("data"  ) / "file.txt.gz"  )
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			if datasets.config.LZ4_AVAILABLE:
						import lza.frame

						lowercase__					  =				tmp_path_factory.mktemp("data"  ) / "file.txt.lz4"
						lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			if datasets.config.PY7ZR_AVAILABLE:
						import pyazr

						lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			import tarfile

			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			import lzma

			lowercase__					  =				tmp_path_factory.mktemp("data"  ) / "file.txt.xz"
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			import zipfile

			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			if datasets.config.ZSTANDARD_AVAILABLE:
						import zstandard as zstd

						lowercase__					  =				tmp_path_factory.mktemp("data"  ) / "file.txt.zst"
						lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				tmp_path_factory.mktemp("data"  ) / "file.xml"
			lowercase__					  =				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


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 __lowerCAmelCase (     ):
			return DATA_DICT_OF_LISTS



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



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



@pytest.fixture(scope="session"  )
def __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				str(tmp_path_factory.mktemp("data"  ) / "dataset.csv"  )
			with open(SCREAMING_SNAKE_CASE_						,  "w"						,  newline=""  ) as f:
						lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				str(tmp_path_factory.mktemp("data"  ) / "dataset2.csv"  )
			with open(SCREAMING_SNAKE_CASE_						,  "w"						,  newline=""  ) as f:
						lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			import bza

			lowercase__					  =				tmp_path_factory.mktemp("data"  ) / "dataset.csv.bz2"
			with open(SCREAMING_SNAKE_CASE_						,  "rb"  ) as f:
						lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				str(tmp_path_factory.mktemp("data"  ) / "dataset.parquet"  )
			lowercase__					  =				pa.schema(
			    {
			        "col_1": pa.string(),
			        "col_2": pa.intaa(),
			        "col_3": pa.floataa(),
			    }  )
			with open(SCREAMING_SNAKE_CASE_						,  "wb"  ) as f:
						lowercase__					  =				pq.ParquetWriter(SCREAMING_SNAKE_CASE_						,  schema=SCREAMING_SNAKE_CASE_  )
						lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				str(tmp_path_factory.mktemp("data"  ) / "dataset.json"  )
			lowercase__					  =				{"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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				str(tmp_path_factory.mktemp("data"  ) / "dataset.json"  )
			lowercase__					  =				{"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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			import gzip

			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			import gzip

			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				["0", "1", "2", "3"]
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				["0", "1", "2", "3"]
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				["0", "1", "2", "3"]
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				"\n".join(["First", "Second\u2029with Unicode new line", "Third"]  )
			lowercase__					  =				str(tmp_path_factory.mktemp("data"  ) / "dataset_with_unicode_new_lines.txt"  )
			with open(SCREAMING_SNAKE_CASE_						,  "w"						,  encoding="utf-8"  ) as f:
						f.write(SCREAMING_SNAKE_CASE_  )
			return path



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



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



@pytest.fixture(scope="session"  )
def __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				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 __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				tmp_path_factory.mktemp("data_dir"  )

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

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

			return data_dir









import argparse
import json
from pathlib import Path

import requests
import torch
from huggingface_hub import hf_hub_download
from PIL import Image
from timm import create_model
from timm.data import resolve_data_config
from timm.data.transforms_factory import create_transform

from transformers import BitConfig, BitForImageClassification, BitImageProcessor
from transformers.image_utils import PILImageResampling
from transformers.utils import logging


logging.set_verbosity_info()
lowercase_								=     logging.get_logger(__name__)



def __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			lowercase__					  =				"huggingface/label-files"
			lowercase__					  =				"imagenet-1k-id2label.json"
			lowercase__					  =				json.load(open(hf_hub_download(SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  repo_type="dataset"  )						,  "r"  )  )
			lowercase__					  =				{int(SCREAMING_SNAKE_CASE_  ): v for k, v in idalabel.items()}
			lowercase__					  =				{v: k for k, v in idalabel.items()}

			lowercase__					  =				"std_conv" if "bit" in model_name else False

			# note that when using BiT as backbone for ViT-hybrid checkpoints,
			# one needs to additionally set config.layer_type = "bottleneck", config.stem_type = "same",
			# config.conv_layer = "std_conv_same"
			lowercase__					  =				BitConfig(
			    conv_layer=SCREAMING_SNAKE_CASE_						,  num_labels=1000						,  idalabel=SCREAMING_SNAKE_CASE_						,  labelaid=SCREAMING_SNAKE_CASE_						,  )

			return config



def __lowerCAmelCase (     SCREAMING_SNAKE_CASE_  ):
			if "stem.conv" in name:
						lowercase__					  =				name.replace("stem.conv"						,  "bit.embedder.convolution"  )
			if "blocks" in name:
						lowercase__					  =				name.replace("blocks"						,  "layers"  )
			if "head.fc" in name:
						lowercase__					  =				name.replace("head.fc"						,  "classifier.1"  )
			if name.startswith("norm"  ):
						lowercase__					  =				"bit." + name
			if "bit" not in name and "classifier" not in name:
						lowercase__					  =				"bit.encoder." + name

			return name



def __lowerCAmelCase (     ):
			lowercase__					  =				"http://images.cocodataset.org/val2017/000000039769.jpg"
			lowercase__					  =				Image.open(requests.get(SCREAMING_SNAKE_CASE_						,  stream=SCREAMING_SNAKE_CASE_  ).raw  )
			return im



@torch.no_grad()
def __lowerCAmelCase (     SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_=False  ):
			lowercase__					  =				get_config(SCREAMING_SNAKE_CASE_  )

			# load original model from timm
			lowercase__					  =				create_model(SCREAMING_SNAKE_CASE_						,  pretrained=SCREAMING_SNAKE_CASE_  )
			timm_model.eval()

			# load state_dict of original model
			lowercase__					  =				timm_model.state_dict()
			for key in state_dict.copy().keys():
						lowercase__					  =				state_dict.pop(SCREAMING_SNAKE_CASE_  )
						lowercase__					  =				val.squeeze() if "head" in key else val

			# load HuggingFace model
			lowercase__					  =				BitForImageClassification(SCREAMING_SNAKE_CASE_  )
			model.eval()
			model.load_state_dict(SCREAMING_SNAKE_CASE_  )

			# create image processor
			lowercase__					  =				create_transform(**resolve_data_config({}						,  model=SCREAMING_SNAKE_CASE_  )  )
			lowercase__					  =				transform.transforms

			lowercase__					  =				{
			    "bilinear": PILImageResampling.BILINEAR,
			    "bicubic": PILImageResampling.BICUBIC,
			    "nearest": PILImageResampling.NEAREST,
			}

			lowercase__					  =				BitImageProcessor(
			    do_resize=SCREAMING_SNAKE_CASE_						,  size={"shortest_edge": timm_transforms[0].size}						,  resample=pillow_resamplings[timm_transforms[0].interpolation.value]						,  do_center_crop=SCREAMING_SNAKE_CASE_						,  crop_size={"height": timm_transforms[1].size[0], "width": timm_transforms[1].size[1]}						,  do_normalize=SCREAMING_SNAKE_CASE_						,  image_mean=timm_transforms[-1].mean.tolist()						,  image_std=timm_transforms[-1].std.tolist()						,  )

			lowercase__					  =				prepare_img()
			lowercase__					  =				transform(SCREAMING_SNAKE_CASE_  ).unsqueeze(0  )
			lowercase__					  =				processor(SCREAMING_SNAKE_CASE_						,  return_tensors="pt"  ).pixel_values

			# verify pixel values
			assert torch.allclose(SCREAMING_SNAKE_CASE_						,  SCREAMING_SNAKE_CASE_  )

			# verify logits
			with torch.no_grad():
						lowercase__					  =				model(SCREAMING_SNAKE_CASE_  )
						lowercase__					  =				outputs.logits

			print("Logits:"						,  logits[0, :3]  )
			print("Predicted class:"						,  model.config.idalabel[logits.argmax(-1  ).item()]  )
			lowercase__					  =				timm_model(SCREAMING_SNAKE_CASE_  )
			assert timm_logits.shape == outputs.logits.shape
			assert torch.allclose(SCREAMING_SNAKE_CASE_						,  outputs.logits						,  atol=1e-3  )
			print("Looks ok!"  )

			if pytorch_dump_folder_path is not None:
						Path(SCREAMING_SNAKE_CASE_  ).mkdir(exist_ok=SCREAMING_SNAKE_CASE_  )
						print(f'''Saving model {model_name} and processor to {pytorch_dump_folder_path}'''  )
						model.save_pretrained(SCREAMING_SNAKE_CASE_  )
						processor.save_pretrained(SCREAMING_SNAKE_CASE_  )

			if push_to_hub:
						print(f'''Pushing model {model_name} and processor to the hub'''  )
						model.push_to_hub(f'''ybelkada/{model_name}'''  )
						processor.push_to_hub(f'''ybelkada/{model_name}'''  )


if __name__ == "__main__":
							lowercase_								=     argparse.ArgumentParser()
							# Required parameters
							parser.add_argument(
							    """--model_name""",
							    default="""resnetv2_50x1_bitm""",
							    type=str,
							    help="""Name of the BiT timm model you'd like to convert.""",
							)
							parser.add_argument(
							    """--pytorch_dump_folder_path""", default=None, type=str, help="""Path to the output PyTorch model directory."""
							)
							parser.add_argument(
							    """--push_to_hub""",
							    action="""store_true""",
							    help="""Whether to push the model to the hub.""",
							)

							lowercase_								=     parser.parse_args()
							convert_bit_checkpoint(args.model_name, args.pytorch_dump_folder_path, args.push_to_hub)




