



"""simple docstring"""







from ...configuration_utils import PretrainedConfig


A    =			{
    'google/tapas-base-finetuned-sqa': (
        'https://huggingface.co/google/tapas-base-finetuned-sqa/resolve/main/config.json'
    ),
    'google/tapas-base-finetuned-wtq': (
        'https://huggingface.co/google/tapas-base-finetuned-wtq/resolve/main/config.json'
    ),
    'google/tapas-base-finetuned-wikisql-supervised': (
        'https://huggingface.co/google/tapas-base-finetuned-wikisql-supervised/resolve/main/config.json'
    ),
    'google/tapas-base-finetuned-tabfact': (
        'https://huggingface.co/google/tapas-base-finetuned-tabfact/resolve/main/config.json'
    ),
}






class      UpperCAmelCase__		(      _A     ):
  lowerCAmelCase_       :	Dict 							=     """tapas"""



  def __init__( self  :    Optional[Any]      ,							snake_case  :    Union[str, Any]=30_522      ,							snake_case  :    List[str]=768      ,							snake_case  :    Dict=12      ,							snake_case  :    Dict=12      ,							snake_case  :    Any=3_072      ,							snake_case  :    Optional[Any]="gelu"      ,							snake_case  :    List[str]=0.1      ,							snake_case  :    Union[str, Any]=0.1      ,							snake_case  :    Tuple=1_024      ,							snake_case  :    Union[str, Any]=[3, 256, 256, 2, 256, 256, 10]      ,							snake_case  :    Optional[Any]=0.02      ,							snake_case  :    int=1E-1_2      ,							snake_case  :    Optional[int]=0      ,							snake_case  :    int=10.0      ,							snake_case  :    Union[str, Any]=0      ,							snake_case  :    Tuple=1.0      ,							snake_case  :    List[str]=None      ,							snake_case  :    int=1.0      ,							snake_case  :    Any=False      ,							snake_case  :    str=None      ,							snake_case  :    Optional[int]=1.0      ,							snake_case  :    int=1.0      ,							snake_case  :    List[str]=False      ,							snake_case  :    Union[str, Any]=False      ,							snake_case  :    List[Any]="ratio"      ,							snake_case  :    Optional[Any]=None      ,							snake_case  :    Optional[Any]=None      ,							snake_case  :    str=64      ,							snake_case  :    Any=32      ,							snake_case  :    List[Any]=False      ,							snake_case  :    int=True      ,							snake_case  :    List[Any]=False      ,							snake_case  :    Union[str, Any]=False      ,							snake_case  :    Optional[int]=True      ,							snake_case  :    Tuple=False      ,							snake_case  :    str=None      ,							snake_case  :    List[Any]=None      ,							**snake_case  :    Dict      ,							)			->						Tuple:






         '''simple docstring'''

         super().__init__(pad_token_id=UpperCamelCase__      ,							**UpperCamelCase__				)

         # BERT hyperparameters (with updated max_position_embeddings and type_vocab_sizes)
         A         =					vocab_size
         A         =					hidden_size
         A         =					num_hidden_layers
         A         =					num_attention_heads
         A         =					hidden_act
         A         =					intermediate_size
         A         =					hidden_dropout_prob
         A         =					attention_probs_dropout_prob
         A         =					max_position_embeddings
         A         =					type_vocab_sizes
         A         =					initializer_range
         A         =					layer_norm_eps

         # Fine-tuning task hyperparameters
         A         =					positive_label_weight
         A         =					num_aggregation_labels
         A         =					aggregation_loss_weight
         A         =					use_answer_as_supervision
         A         =					answer_loss_importance
         A         =					use_normalized_answer_loss
         A         =					huber_loss_delta
         A         =					temperature
         A         =					aggregation_temperature
         A         =					use_gumbel_for_cells
         A         =					use_gumbel_for_aggregation
         A         =					average_approximation_function
         A         =					cell_selection_preference
         A         =					answer_loss_cutoff
         A         =					max_num_rows
         A         =					max_num_columns
         A         =					average_logits_per_cell
         A         =					select_one_column
         A         =					allow_empty_column_selection
         A         =					init_cell_selection_weights_to_zero
         A         =					reset_position_index_per_cell
         A         =					disable_per_token_loss

         # Aggregation hyperparameters
         A         =					aggregation_labels
         A         =					no_aggregation_label_index

         if isinstance(self.aggregation_labels      ,							UpperCamelCase__				):
                A         =					{int(UpperCamelCase__				): v for k, v in aggregation_labels.items()}








"""simple docstring"""







import re

def   lowerCAmelCase__			(     lowerCamelCase__			) ->							list:
							return [char.split() for char in re.split(R'[^ a-z A-Z 0-9 \s]'				,      str_			)]

def   lowerCAmelCase__			(     lowerCamelCase__			) ->							str:
							A         =					split_input(str_			)
							return "".join(
							    [''.join([char.capitalize() for char in sub_str]			) for sub_str in string_split]			)

def   lowerCAmelCase__			(     lowerCamelCase__				,      lowerCamelCase__				,      lowerCamelCase__			) ->							str:
							try:
														A         =					split_input(lowerCamelCase__			)
														if upper:
																					A         =					''.join(
																					    [
																					        separator.join([char.upper() for char in sub_str]			)
																					        for sub_str in string_split
																					    ]			)
														else:
																					A         =					''.join(
																					    [
																					        separator.join([char.lower() for char in sub_str]			)
																					        for sub_str in string_split
																					    ]			)
														return res_str
							except IndexError:
														return "not valid string"

def   lowerCAmelCase__			(     lowerCamelCase__			) ->							str:
							return to_simple_case(lowerCamelCase__			)

def   lowerCAmelCase__			(     lowerCamelCase__			) ->							str:
							try:
														A         =					to_simple_case(lowerCamelCase__			)
														return res_str[0].lower() + res_str[1:]
							except IndexError:
														return "not valid string"

def   lowerCAmelCase__			(     lowerCamelCase__				,      lowerCamelCase__			) ->							str:
							return to_complex_case(lowerCamelCase__				,      lowerCamelCase__				,      '_'			)

def   lowerCAmelCase__			(     lowerCamelCase__				,      lowerCamelCase__			) ->							str:
							return to_complex_case(lowerCamelCase__				,      lowerCamelCase__				,      '-'			)


if __name__ == "__main__":
							__import__('doctest').testmod()



