





import os
from pathlib import Path
from unittest.mock import patch

import pytest
import zstandard as zstd

from datasets.download.download_config import DownloadConfig
from datasets.utils.file_utils import (
    OfflineModeIsEnabled,
    cached_path,
    fsspec_get,
    fsspec_head,
    ftp_get,
    ftp_head,
    get_from_cache,
    http_get,
    http_head,
)


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

lowercase_					     =	"""file"""




@pytest.fixture(scope='session'	)
def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     str:
  lowercase__			    =						tmp_path_factory.mktemp('data'	) / (FILE_PATH + '.zstd')
  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
def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Tuple:
  with open(os.path.join(tmpfs.local_root_dir	,		_SCREAMING_SNAKE_CASE	)	,		'w'	) as f:
    f.write(_SCREAMING_SNAKE_CASE	)
  return FILE_PATH




@pytest.mark.parametrize('compression_format'	,		['gzip', 'xz', 'zstd']	)
def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)       ->     Any:
  lowercase__			    =						{'gzip': gz_file, 'xz': xz_file, 'zstd': zstd_path}
  lowercase__			    =						input_paths[compression_format]
  lowercase__			    =						tmp_path / 'cache'
  lowercase__			    =						DownloadConfig(cache_dir=_SCREAMING_SNAKE_CASE	,		extract_compressed_file=_SCREAMING_SNAKE_CASE	)
  lowercase__			    =						cached_path(_SCREAMING_SNAKE_CASE	,		download_config=_SCREAMING_SNAKE_CASE	)
  with open(_SCREAMING_SNAKE_CASE	) as f:
    lowercase__			    =						f.read()
  with open(_SCREAMING_SNAKE_CASE	) as f:
    lowercase__			    =						f.read()
  assert extracted_file_content == expected_file_content




@pytest.mark.parametrize('default_extracted'	,		[True, False]	)
@pytest.mark.parametrize('default_cache_dir'	,		[True, False]	)
def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)       ->     Union[str, Any]:
  lowercase__			    =						'custom_cache'
  lowercase__			    =						'custom_extracted_dir'
  lowercase__			    =						tmp_path / 'custom_extracted_path'
  if default_extracted:
    lowercase__			    =						('downloads' if default_cache_dir else custom_cache_dir, 'extracted')
  else:
    monkeypatch.setattr('datasets.config.EXTRACTED_DATASETS_DIR'	,		_SCREAMING_SNAKE_CASE	)
    monkeypatch.setattr('datasets.config.EXTRACTED_DATASETS_PATH'	,		str(_SCREAMING_SNAKE_CASE	)	)
    lowercase__			    =						custom_extracted_path.parts[-2:] if default_cache_dir else (custom_cache_dir, custom_extracted_dir)

  lowercase__			    =						xz_file
  lowercase__			    =						(
      DownloadConfig(extract_compressed_file=_SCREAMING_SNAKE_CASE	)
      if default_cache_dir
      else DownloadConfig(cache_dir=tmp_path / custom_cache_dir	,		extract_compressed_file=_SCREAMING_SNAKE_CASE	)
  )
  lowercase__			    =						cached_path(_SCREAMING_SNAKE_CASE	,		download_config=_SCREAMING_SNAKE_CASE	)
  assert Path(_SCREAMING_SNAKE_CASE	).parent.parts[-2:] == expected




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     int:
  # absolute path
  lowercase__			    =						str(Path(_SCREAMING_SNAKE_CASE	).resolve()	)
  assert cached_path(_SCREAMING_SNAKE_CASE	) == text_file
  # relative path
  lowercase__			    =						str(Path(_SCREAMING_SNAKE_CASE	).resolve().relative_to(Path(os.getcwd()	)	)	)
  assert cached_path(_SCREAMING_SNAKE_CASE	) == text_file




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Union[str, Any]:
  # absolute path
  lowercase__			    =						str(tmp_path.resolve() / '__missing_file__.txt'	)
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    cached_path(_SCREAMING_SNAKE_CASE	)
  # relative path
  lowercase__			    =						'./__missing_file__.txt'
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    cached_path(_SCREAMING_SNAKE_CASE	)




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     List[Any]:
  lowercase__			    =						get_from_cache(F"""tmp://{tmpfs_file}"""	)
  with open(_SCREAMING_SNAKE_CASE	) as f:
    lowercase__			    =						f.read()
  assert output_file_content == FILE_CONTENT




@patch('datasets.config.HF_DATASETS_OFFLINE'	,		_SCREAMING_SNAKE_CASE	)
def     __UpperCamelCase						()       ->     List[Any]:
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    cached_path('https://huggingface.co'	)




@patch('datasets.config.HF_DATASETS_OFFLINE'	,		_SCREAMING_SNAKE_CASE	)
def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Optional[int]:
  lowercase__			    =						tmp_path_factory.mktemp('data'	) / 'file.html'
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    http_get('https://huggingface.co'	,		temp_file=_SCREAMING_SNAKE_CASE	)
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    http_head('https://huggingface.co'	)




@patch('datasets.config.HF_DATASETS_OFFLINE'	,		_SCREAMING_SNAKE_CASE	)
def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     List[Any]:
  lowercase__			    =						tmp_path_factory.mktemp('data'	) / 'file.html'
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    ftp_get('ftp://huggingface.co'	,		temp_file=_SCREAMING_SNAKE_CASE	)
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    ftp_head('ftp://huggingface.co'	)




@patch('datasets.config.HF_DATASETS_OFFLINE'	,		_SCREAMING_SNAKE_CASE	)
def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     List[Any]:
  lowercase__			    =						tmp_path_factory.mktemp('data'	) / 'file.html'
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    fsspec_get('s3://huggingface.co'	,		temp_file=_SCREAMING_SNAKE_CASE	)
  with pytest.raises(_SCREAMING_SNAKE_CASE	):
    fsspec_head('s3://huggingface.co'	)









from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


lowercase_					     =	logging.get_logger(__name__)

lowercase_					     =	{
    """facebook/deit-base-distilled-patch16-224""": (
        """https://huggingface.co/facebook/deit-base-patch16-224/resolve/main/config.json"""
    ),
    # See all DeiT models at https://huggingface.co/models?filter=deit
}
class        SCREAMING_SNAKE_CASE     (UpperCAmelCase   ):
   _UpperCamelCase					:	Any				      = 'deit'


   def __init__(					self    :       Any    ,  a    :       Union[str, Any]=768    ,  a    :       Optional[Any]=12    ,  a    :       Union[str, Any]=12    ,  a    :       Optional[int]=3_072    ,  a    :       Optional[int]="gelu"    ,  a    :       Optional[Any]=0.0    ,  a    :       List[Any]=0.0    ,  a    :       int=0.02    ,  a    :       List[str]=1E-1_2    ,  a    :       Optional[int]=224    ,  a    :       Tuple=16    ,  a    :       List[Any]=3    ,  a    :       List[str]=True    ,  a    :       Any=16    ,  **a    :       Union[str, Any]    ,  )->     int:





     """simple docstring"""







     super().__init__(**a )

     lowercase__			    =						hidden_size
     lowercase__			    =						num_hidden_layers
     lowercase__			    =						num_attention_heads
     lowercase__			    =						intermediate_size
     lowercase__			    =						hidden_act
     lowercase__			    =						hidden_dropout_prob
     lowercase__			    =						attention_probs_dropout_prob
     lowercase__			    =						initializer_range
     lowercase__			    =						layer_norm_eps
     lowercase__			    =						image_size
     lowercase__			    =						patch_size
     lowercase__			    =						num_channels
     lowercase__			    =						qkv_bias
     lowercase__			    =						encoder_stride






class        SCREAMING_SNAKE_CASE     (UpperCAmelCase   ):
   _UpperCamelCase					:	List[Any]				      = version.parse('1.11'   )


   @property
   def  SCREAMING_SNAKE_CASE_							(					self    :       int )->     Mapping[str, Mapping[int, str]]:





     """simple docstring"""







     return OrderedDict(
         [
             ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
         ] )


   @property
   def  SCREAMING_SNAKE_CASE_							(					self    :       Any )->     float:





     """simple docstring"""







     return 1E-4


