



"""simple docstring"""





from collections.abc import Callable
class 				lowercase__       :







       '''simple docstring'''


       def __init__(							self      :  Any		,    _UpperCAmelCase      :  Callable | None = None   )			->						None:


             '''simple docstring'''




             UpperCAmelCase_      			=							[]
             # Stores indexes of each item for supporting updates and deletion.
             UpperCAmelCase_      			=							{}
             # Stores current size of heap.
             UpperCAmelCase_      			=							0
             # Stores function used to evaluate the score of an item on which basis ordering
             # will be done.
             UpperCAmelCase_      			=							key or (lambda _UpperCAmelCase   : x)



       def 					lowercase__    (							self      :  Optional[int]		,    _UpperCAmelCase      :  int   )			->						int | None:


             '''simple docstring'''




             return int((i - 1) / 2   ) if i > 0 else None



       def 					lowercase__    (							self      :  Tuple		,    _UpperCAmelCase      :  int   )			->						int | None:


             '''simple docstring'''




             UpperCAmelCase_      			=							int(2 * i + 1   )
             return left if 0 < left < self.size else None



       def 					lowercase__    (							self      :  Tuple		,    _UpperCAmelCase      :  int   )			->						int | None:


             '''simple docstring'''




             UpperCAmelCase_      			=							int(2 * i + 2   )
             return right if 0 < right < self.size else None



       def 					lowercase__    (							self      :  Union[str, Any]		,    _UpperCAmelCase      :  int		,    _UpperCAmelCase      :  int   )			->						None:


             '''simple docstring'''




             UpperCAmelCase_			,   UpperCAmelCase_      			=							(
                 self.pos_map[self.arr[j][0]],
                 self.pos_map[self.arr[i][0]],
             )
             # Then swap the items in the list.
             UpperCAmelCase_			,   UpperCAmelCase_      			=							self.arr[j], self.arr[i]



       def 					lowercase__    (							self      :  List[str]		,    _UpperCAmelCase      :  int		,    _UpperCAmelCase      :  int   )			->						bool:


             '''simple docstring'''




             return self.arr[i][1] < self.arr[j][1]



       def 					lowercase__    (							self      :  Dict		,    _UpperCAmelCase      :  int   )			->						int:


             '''simple docstring'''




             UpperCAmelCase_      			=							self._left(_UpperCAmelCase   )
             UpperCAmelCase_      			=							self._right(_UpperCAmelCase   )
             UpperCAmelCase_      			=							i

             if left is not None and not self._cmp(_UpperCAmelCase		,    _UpperCAmelCase   ):
                   UpperCAmelCase_      			=							left
             if right is not None and not self._cmp(_UpperCAmelCase		,    _UpperCAmelCase   ):
                   UpperCAmelCase_      			=							right

             return valid_parent



       def 					lowercase__    (							self      :  Tuple		,    _UpperCAmelCase      :  int   )			->						None:


             '''simple docstring'''




             UpperCAmelCase_      			=							self._parent(_UpperCAmelCase   )
             while parent is not None and not self._cmp(_UpperCAmelCase		,    _UpperCAmelCase   ):
                   self._swap(_UpperCAmelCase		,    _UpperCAmelCase   )
                   UpperCAmelCase_			,   UpperCAmelCase_      			=							parent, self._parent(_UpperCAmelCase   )



       def 					lowercase__    (							self      :  Optional[int]		,    _UpperCAmelCase      :  int   )			->						None:


             '''simple docstring'''




             UpperCAmelCase_      			=							self._get_valid_parent(_UpperCAmelCase   )
             while valid_parent != index:
                   self._swap(_UpperCAmelCase		,    _UpperCAmelCase   )
                   UpperCAmelCase_			,   UpperCAmelCase_      			=							valid_parent, self._get_valid_parent(_UpperCAmelCase   )



       def 					lowercase__    (							self      :  Any		,    _UpperCAmelCase      :  int		,    _UpperCAmelCase      :  int   )			->						None:


             '''simple docstring'''




             if item not in self.pos_map:
                   return
             UpperCAmelCase_      			=							self.pos_map[item]
             UpperCAmelCase_      			=							[item, self.key(_UpperCAmelCase   )]
             # Make sure heap is right in both up and down direction.
             # Ideally only one of them will make any change.
             self._heapify_up(_UpperCAmelCase   )
             self._heapify_down(_UpperCAmelCase   )



       def 					lowercase__    (							self      :  Optional[Any]		,    _UpperCAmelCase      :  int   )			->						None:


             '''simple docstring'''




             if item not in self.pos_map:
                   return
             UpperCAmelCase_      			=							self.pos_map[item]
             del self.pos_map[item]
             UpperCAmelCase_      			=							self.arr[self.size - 1]
             UpperCAmelCase_      			=							index
             self.size -= 1
             # Make sure heap is right in both up and down direction. Ideally only one
             # of them will make any change- so no performance loss in calling both.
             if self.size > index:
                   self._heapify_up(_UpperCAmelCase   )
                   self._heapify_down(_UpperCAmelCase   )



       def 					lowercase__    (							self      :  Union[str, Any]		,    _UpperCAmelCase      :  int		,    _UpperCAmelCase      :  int   )			->						None:


             '''simple docstring'''




             UpperCAmelCase_      			=							len(self.arr   )
             if arr_len == self.size:
                   self.arr.append([item, self.key(_UpperCAmelCase   )]   )
             else:
                   UpperCAmelCase_      			=							[item, self.key(_UpperCAmelCase   )]
             UpperCAmelCase_      			=							self.size
             self.size += 1
             self._heapify_up(self.size - 1   )



       def 					lowercase__    (							self      :  Optional[Any]   )			->						tuple | None:


             '''simple docstring'''




             return self.arr[0] if self.size else None







       def 					lowercase__    (							self      :  List[Any]   )			->						tuple | None:


             '''simple docstring'''




             UpperCAmelCase_      			=							self.get_top()
             if top_item_tuple:
                   self.delete_item(top_item_tuple[0]   )
             return top_item_tuple



def        a__     (				):
      pass


if __name__ == "__main__":
  import doctest

  doctest.testmod()









"""simple docstring"""





from collections import OrderedDict
from typing import Mapping

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


lowerCamelCase       	=						logging.get_logger(__name__)

lowerCamelCase       	=						{
    """roberta-base""": """https://huggingface.co/roberta-base/resolve/main/config.json""",
    """roberta-large""": """https://huggingface.co/roberta-large/resolve/main/config.json""",
    """roberta-large-mnli""": """https://huggingface.co/roberta-large-mnli/resolve/main/config.json""",
    """distilroberta-base""": """https://huggingface.co/distilroberta-base/resolve/main/config.json""",
    """roberta-base-openai-detector""": """https://huggingface.co/roberta-base-openai-detector/resolve/main/config.json""",
    """roberta-large-openai-detector""": """https://huggingface.co/roberta-large-openai-detector/resolve/main/config.json""",
}
class 				lowercase__       (   SCREAMING_SNAKE_CASE				):







       '''simple docstring'''


       UpperCamelCase						=					'''roberta'''



       def __init__(							self      :  int		,    _UpperCAmelCase      :  List[Any]=50265		,    _UpperCAmelCase      :  str=768		,    _UpperCAmelCase      :  List[str]=12		,    _UpperCAmelCase      :  int=12		,    _UpperCAmelCase      :  Tuple=3072		,    _UpperCAmelCase      :  Dict="gelu"		,    _UpperCAmelCase      :  int=0.1		,    _UpperCAmelCase      :  Optional[int]=0.1		,    _UpperCAmelCase      :  Optional[int]=512		,    _UpperCAmelCase      :  Optional[Any]=2		,    _UpperCAmelCase      :  Optional[int]=0.02		,    _UpperCAmelCase      :  Optional[Any]=1e-12		,    _UpperCAmelCase      :  Dict=1		,    _UpperCAmelCase      :  str=0		,    _UpperCAmelCase      :  int=2		,    _UpperCAmelCase      :  Tuple="absolute"		,    _UpperCAmelCase      :  Any=True		,    _UpperCAmelCase      :  int=None		,    **_UpperCAmelCase      :  List[str]		,    )			->						Any:


             '''simple docstring'''




             super().__init__(pad_token_id=_UpperCAmelCase		,    bos_token_id=_UpperCAmelCase		,    eos_token_id=_UpperCAmelCase		,    **_UpperCAmelCase   )

             UpperCAmelCase_      			=							vocab_size
             UpperCAmelCase_      			=							hidden_size
             UpperCAmelCase_      			=							num_hidden_layers
             UpperCAmelCase_      			=							num_attention_heads
             UpperCAmelCase_      			=							hidden_act
             UpperCAmelCase_      			=							intermediate_size
             UpperCAmelCase_      			=							hidden_dropout_prob
             UpperCAmelCase_      			=							attention_probs_dropout_prob
             UpperCAmelCase_      			=							max_position_embeddings
             UpperCAmelCase_      			=							type_vocab_size
             UpperCAmelCase_      			=							initializer_range
             UpperCAmelCase_      			=							layer_norm_eps
             UpperCAmelCase_      			=							position_embedding_type
             UpperCAmelCase_      			=							use_cache
             UpperCAmelCase_      			=							classifier_dropout



class 				lowercase__       (   SCREAMING_SNAKE_CASE				):







       '''simple docstring'''


       @property
       def 					lowercase__    (							self      :  List[Any]   )			->						Mapping[str, Mapping[int, str]]:


             '''simple docstring'''




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




