


from collections import OrderedDict
from typing import Mapping

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


snake_case							:	Optional[int]					      =				logging.get_logger(__name__)

snake_case							:	Union[str, Any]					      =				{
    '''xlm-roberta-base''': '''https://huggingface.co/xlm-roberta-base/resolve/main/config.json''',
    '''xlm-roberta-large''': '''https://huggingface.co/xlm-roberta-large/resolve/main/config.json''',
    '''xlm-roberta-large-finetuned-conll02-dutch''': (
        '''https://huggingface.co/xlm-roberta-large-finetuned-conll02-dutch/resolve/main/config.json'''
    ),
    '''xlm-roberta-large-finetuned-conll02-spanish''': (
        '''https://huggingface.co/xlm-roberta-large-finetuned-conll02-spanish/resolve/main/config.json'''
    ),
    '''xlm-roberta-large-finetuned-conll03-english''': (
        '''https://huggingface.co/xlm-roberta-large-finetuned-conll03-english/resolve/main/config.json'''
    ),
    '''xlm-roberta-large-finetuned-conll03-german''': (
        '''https://huggingface.co/xlm-roberta-large-finetuned-conll03-german/resolve/main/config.json'''
    ),
}







class 	snake_case_       (__snake_case				):
					UpperCAmelCase__ :   List[str]   				=      """xlm-roberta"""
					def __init__(				self       :str      ,__snake_case       :Optional[int]=3_05_22      ,__snake_case       :List[str]=7_68      ,__snake_case       :List[Any]=12      ,__snake_case       :List[str]=12      ,__snake_case       :int=30_72      ,__snake_case       :Optional[Any]="gelu"      ,__snake_case       :Dict=0.1      ,__snake_case       :Dict=0.1      ,__snake_case       :List[str]=5_12      ,__snake_case       :int=2      ,__snake_case       :Optional[int]=0.02      ,__snake_case       :str=1E-12      ,__snake_case       :Union[str, Any]=1      ,__snake_case       :int=0      ,__snake_case       :Dict=2      ,__snake_case       :List[Any]="absolute"      ,__snake_case       :Union[str, Any]=True      ,__snake_case       :Tuple=None      ,**__snake_case       :Tuple      ,) ->   Any:
												super().__init__(pad_token_id=UpperCamelCase__      ,bos_token_id=UpperCamelCase__      ,eos_token_id=UpperCamelCase__      ,**UpperCamelCase__				)

												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_size
												a__					=					initializer_range
												a__					=					layer_norm_eps
												a__					=					position_embedding_type
												a__					=					use_cache
												a__					=					classifier_dropout







class 	snake_case_       (__snake_case				):
					@property
					def 			lowerCamelCase__(				self       :Optional[Any]				) ->   Mapping[str, Mapping[int, str]]:


												if self.task == "multiple-choice":
																			a__					=					{0: "batch", 1: "choice", 2: "sequence"}
												else:
																			a__					=					{0: "batch", 1: "sequence"}
												return OrderedDict(
												    [
												        ('input_ids', dynamic_axis),
												        ('attention_mask', dynamic_axis),
												    ]				)








def 							__lowercase       (			__lowerCAmelCase							:    Optional[Any]       ):
							return [
							    {
							        0: [1, 2],
							        1: [0, 2],
							        2: [0, 1, 3, 5],
							        3: [2, 4],
							        4: [3],
							        5: [2, 6, 8],
							        6: [5, 7],
							        7: [6, 8],
							        8: [5, 7],
							    },
							    {
							        0: [6],
							        1: [9],
							        2: [4, 5],
							        3: [4],
							        4: [2, 3],
							        5: [2],
							        6: [0, 7],
							        7: [6],
							        8: [],
							        9: [1],
							    },
							    {
							        0: [4],
							        1: [6],
							        2: [],
							        3: [5, 6, 7],
							        4: [0, 6],
							        5: [3, 8, 9],
							        6: [1, 3, 4, 7],
							        7: [3, 6, 8, 9],
							        8: [5, 7],
							        9: [5, 7],
							    },
							    {
							        0: [1, 3],
							        1: [0, 2, 4],
							        2: [1, 3, 4],
							        3: [0, 2, 4],
							        4: [1, 2, 3],
							    },
							][index]






def 							__lowercase       (			__lowerCAmelCase							:    dict[int, list[int]]       ):
							a__					=					0
							a__					=					len(__lowerCAmelCase       )  # No of vertices in graph
							a__					=					[0] * n
							a__					=					[False] * n

							def dfs(__lowerCAmelCase							:    int ,   __lowerCAmelCase							:    Any ,   __lowerCAmelCase							:    Dict ,   __lowerCAmelCase							:    Tuple       ):
														a__					=					True
														a__					=					id_
														id_ += 1
														for to in graph[at]:
																					if to == parent:
																												pass
																					elif not visited[to]:
																												dfs(__lowerCAmelCase ,   __lowerCAmelCase ,   __lowerCAmelCase ,   id_       )
																												a__					=					min(low[at] ,   low[to]       )
																												if id_ <= low[to]:
																																			bridges.append((at, to) if at < to else (to, at)       )
																					else:
																												# This edge is a back edge and cannot be a bridge
																												a__					=					min(low[at] ,   low[to]       )

							a__					=					[]
							for i in range(__lowerCAmelCase       ):
														if not visited[i]:
																					dfs(__lowerCAmelCase ,   -1 ,   __lowerCAmelCase ,   id_       )
							return bridges


if __name__ == "__main__":
						import doctest

						doctest.testmod()




