import os

import pytest

from datasets import (
    get_dataset_config_info,
    get_dataset_config_names,
    get_dataset_infos,
    get_dataset_split_names,
    inspect_dataset,
    inspect_metric,
)


a_							=      pytest.mark.integration




@pytest.mark.parametrize("path"						,	["paws", "csv"]					)
def       __lowerCAmelCase      (						A_   : List[str]						,	A_   : str					)    ->  Optional[Any]:
  inspect_dataset(A_						,	A_					)
  __UpperCAmelCase						    =       path + """.py"""
  assert script_name in os.listdir(A_					)
  assert "__pycache__" not in os.listdir(A_					)




@pytest.mark.filterwarnings("ignore:inspect_metric is deprecated:FutureWarning"					)
@pytest.mark.filterwarnings("ignore:metric_module_factory is deprecated:FutureWarning"					)
@pytest.mark.parametrize("path"						,	["accuracy"]					)
def       __lowerCAmelCase      (						A_   : int						,	A_   : str					)    ->  Any:
  inspect_metric(A_						,	A_					)
  __UpperCAmelCase						    =       path + """.py"""
  assert script_name in os.listdir(A_					)
  assert "__pycache__" not in os.listdir(A_					)




@pytest.mark.parametrize(
    "path, config_name, expected_splits"						,	[
        ("squad", "plain_text", ["train", "validation"]),
        ("dalle-mini/wit", "dalle-mini--wit", ["train"]),
        ("paws", "labeled_final", ["train", "test", "validation"]),
    ]						,	)
def       __lowerCAmelCase      (						A_   : Optional[int]						,	A_   : List[Any]						,	A_   : str					)    ->  str:
  __UpperCAmelCase						    =       get_dataset_config_info(A_						,	config_name=A_					)
  assert info.config_name == config_name
  assert list(info.splits.keys()					) == expected_splits




@pytest.mark.parametrize(
    "path, config_name, expected_exception"						,	[
        ("paws", None, ValueError),
    ]						,	)
def       __lowerCAmelCase      (						A_   : str						,	A_   : Dict						,	A_   : Optional[Any]					)    ->  int:
  with pytest.raises(A_					):
    get_dataset_config_info(A_						,	config_name=A_					)




@pytest.mark.parametrize(
    "path, expected"						,	[
        ("squad", "plain_text"),
        ("acronym_identification", "default"),
        ("lhoestq/squad", "plain_text"),
        ("lhoestq/test", "default"),
        ("lhoestq/demo1", "lhoestq--demo1"),
        ("dalle-mini/wit", "dalle-mini--wit"),
    ]						,	)
def       __lowerCAmelCase      (						A_   : Optional[Any]						,	A_   : str					)    ->  Union[str, Any]:
  __UpperCAmelCase						    =       get_dataset_config_names(A_					)
  assert expected in config_names




@pytest.mark.parametrize(
    "path, expected_configs, expected_splits_in_first_config"						,	[
        ("squad", ["plain_text"], ["train", "validation"]),
        ("dalle-mini/wit", ["dalle-mini--wit"], ["train"]),
        ("paws", ["labeled_final", "labeled_swap", "unlabeled_final"], ["train", "test", "validation"]),
    ]						,	)
def       __lowerCAmelCase      (						A_   : int						,	A_   : int						,	A_   : List[str]					)    ->  List[str]:
  __UpperCAmelCase						    =       get_dataset_infos(A_					)
  assert list(infos.keys()					) == expected_configs
  __UpperCAmelCase						    =       expected_configs[0]
  assert expected_config in infos
  __UpperCAmelCase						    =       infos[expected_config]
  assert info.config_name == expected_config
  assert list(info.splits.keys()					) == expected_splits_in_first_config




@pytest.mark.parametrize(
    "path, expected_config, expected_splits"						,	[
        ("squad", "plain_text", ["train", "validation"]),
        ("dalle-mini/wit", "dalle-mini--wit", ["train"]),
        ("paws", "labeled_final", ["train", "test", "validation"]),
    ]						,	)
def       __lowerCAmelCase      (						A_   : Any						,	A_   : Tuple						,	A_   : Tuple					)    ->  Tuple:
  __UpperCAmelCase						    =       get_dataset_infos(A_					)
  assert expected_config in infos
  __UpperCAmelCase						    =       infos[expected_config]
  assert info.config_name == expected_config
  assert list(info.splits.keys()					) == expected_splits





@pytest.mark.parametrize(
    "path, config_name, expected_exception"						,	[
        ("paws", None, ValueError),
    ]						,	)
def       __lowerCAmelCase      (						A_   : Optional[int]						,	A_   : Any						,	A_   : List[Any]					)    ->  Any:
  with pytest.raises(A_					):
    get_dataset_split_names(A_						,	config_name=A_					)




from ...configuration_utils import PretrainedConfig
from ...utils import logging


a_							=      logging.get_logger(__name__)

a_							=      {
    """facebook/vit-mae-base""": """https://huggingface.co/facebook/vit-mae-base/resolve/main/config.json""",
    # See all ViT MAE models at https://huggingface.co/models?filter=vit-mae
}


class 			UpperCAmelCase__    (		snake_case					):



  """simple docstring"""






  lowerCAmelCase__		:	Dict    		= 'vit_mae'






  def __init__(				self:			List[Any]				,				__lowerCAmelCase:			Any=768				,				__lowerCAmelCase:			List[str]=12				,				__lowerCAmelCase:			Optional[int]=12				,				__lowerCAmelCase:			Tuple=3_072				,				__lowerCAmelCase:			List[Any]="gelu"				,				__lowerCAmelCase:			Dict=0.0				,				__lowerCAmelCase:			Tuple=0.0				,				__lowerCAmelCase:			Any=0.02				,				__lowerCAmelCase:			List[Any]=1E-12				,				__lowerCAmelCase:			List[str]=224				,				__lowerCAmelCase:			Optional[Any]=16				,				__lowerCAmelCase:			Union[str, Any]=3				,				__lowerCAmelCase:			Tuple=True				,				__lowerCAmelCase:			Union[str, Any]=16				,				__lowerCAmelCase:			Optional[int]=512				,				__lowerCAmelCase:			int=8				,				__lowerCAmelCase:			int=2_048				,				__lowerCAmelCase:			str=0.75				,				__lowerCAmelCase:			Union[str, Any]=False				,				**__lowerCAmelCase:			List[Any]				,				) -> Optional[int]:




    '''simple docstring'''




    super().__init__(**__lowerCAmelCase   )

    __UpperCAmelCase						    =       hidden_size
    __UpperCAmelCase						    =       num_hidden_layers
    __UpperCAmelCase						    =       num_attention_heads
    __UpperCAmelCase						    =       intermediate_size
    __UpperCAmelCase						    =       hidden_act
    __UpperCAmelCase						    =       hidden_dropout_prob
    __UpperCAmelCase						    =       attention_probs_dropout_prob
    __UpperCAmelCase						    =       initializer_range
    __UpperCAmelCase						    =       layer_norm_eps
    __UpperCAmelCase						    =       image_size
    __UpperCAmelCase						    =       patch_size
    __UpperCAmelCase						    =       num_channels
    __UpperCAmelCase						    =       qkv_bias
    __UpperCAmelCase						    =       decoder_num_attention_heads
    __UpperCAmelCase						    =       decoder_hidden_size
    __UpperCAmelCase						    =       decoder_num_hidden_layers
    __UpperCAmelCase						    =       decoder_intermediate_size
    __UpperCAmelCase						    =       mask_ratio
    __UpperCAmelCase						    =       norm_pix_loss



