




'''simple docstring'''






import torch

from transformers import AutoTokenizer






class 					lowercase_			(	lowerCAmelCase_       ):





     def __init__(    self    :				Optional[Any]    ,       __lowerCamelCase    :				Tuple ):
           snake_case__					:      Optional[int]  			=						AutoTokenizer.from_pretrained(__lowerCamelCase )





     def  _lowerCAmelCase			(    self    :				List[Any]    ,       __lowerCamelCase    :				Any ):

           if isinstance(__lowerCamelCase    ,       __lowerCamelCase ) and all(isinstance(_x    ,       __lowerCamelCase ) for _x in x ):
                 snake_case__					:      List[str]  			=						None
                 for l in x:
                       snake_case__					:      Optional[int]  			=						self.tokenizer(
                           __lowerCamelCase    ,       padding='max_length'    ,       max_length=384    ,       truncation=__lowerCamelCase    ,       return_tensors='pt'    ,       )
                       snake_case__					:      List[Any]  			=						torch.tensor([len(__lowerCamelCase )] )
                       if d is not None:
                             for k in d.keys():
                                   snake_case__					:      Any  			=						torch.cat((d[k], t[k])    ,       0 )
                       else:
                             snake_case__					:      int  			=						t

                 snake_case__					:      Union[str, Any]  			=						torch.tensor(self.tokenizer.convert_tokens_to_ids('[E]' ) )
                 snake_case__					:      Optional[Any]  			=						torch.tensor(self.tokenizer.convert_tokens_to_ids('[/E]' ) )

           elif isinstance(__lowerCamelCase    ,       __lowerCamelCase ) and all(isinstance(_x    ,       __lowerCamelCase ) for _x in x ):
                 snake_case__					:      str  			=						self.tokenizer(
                     __lowerCamelCase    ,       padding='max_length'    ,       max_length=384    ,       truncation=__lowerCamelCase    ,       return_tensors='pt'    ,       )

           else:
                 raise Exception(
                     'Type of parameter x was not recognized! Only `list of strings` for query or `list of lists of'
                     ' strings` for supports are supported.' )

           return d





     def  _lowerCAmelCase			(    self    :				int    ,       __lowerCamelCase    :				str    ,       __lowerCamelCase    :				List[Any]    ,       __lowerCamelCase    :				Union[str, Any]    ,       __lowerCamelCase    :				List[str]    ,       __lowerCamelCase    :				Optional[int]=0.7_0 ):
           snake_case__					:      Any  			=						[]
           for idx in range(len(W_query['input_ids'] ) ):
                 snake_case__					:      List[Any]  			=						range(p_start.shape[1] )

                 snake_case__					:      str  			=						[]
                 for start_id in start_indexes:
                       for end_id in end_indexes:
                             if start_id < end_id:
                                   output.append(
                                       (
                                           start_id,
                                           end_id,
                                           p_start[idx][start_id].item(),
                                           p_end[idx][end_id].item(),
                                       ) )

                 output.sort(key=lambda __lowerCamelCase : (tup[2] * tup[3])    ,       reverse=__lowerCamelCase )
                 snake_case__					:      Any  			=						[]
                 for k in range(len(__lowerCamelCase ) ):
                       if output[k][2] * output[k][3] >= thresh:
                             snake_case__					:      Tuple  			=						output[k][0], output[k][1]
                             snake_case__					:      List[str]  			=						self.tokenizer.decode(W_query['input_ids'][idx][c_start_pos:c_end_pos] )
                             temp.append((decoded, output[k][2] * output[k][3]) )

                 final_outputs.append(__lowerCamelCase )

           return final_outputs






'''simple docstring'''






class 					lowercase_			:





     def __init__(    self    :				Any ):
           snake_case__					:      List[str]  			=						[0]
           snake_case__					:      Optional[Any]  			=						0





     def  _lowerCAmelCase			(    self    :				List[str]    ,       __lowerCamelCase    :				int ):
           snake_case__					:      Optional[int]  			=						self.__heap[i]
           while i // 2 > 0:
                 if self.__heap[i] > self.__heap[i // 2]:
                       snake_case__					:      Union[str, Any]  			=						self.__heap[i // 2]
                       snake_case__					:      Union[str, Any]  			=						temporary
                 i //= 2





     def  _lowerCAmelCase			(    self    :				int    ,       __lowerCamelCase    :				int ):
           self.__heap.append(__lowerCamelCase )
           self.__size += 1
           self.__swap_up(self.__size )





     def  _lowerCAmelCase			(    self    :				Dict    ,       __lowerCamelCase    :				int ):
           while self.__size >= 2 * i:
                 if 2 * i + 1 > self.__size:
                       snake_case__					:      List[str]  			=						2 * i
                 else:
                       if self.__heap[2 * i] > self.__heap[2 * i + 1]:
                             snake_case__					:      Any  			=						2 * i
                       else:
                             snake_case__					:      Tuple  			=						2 * i + 1
                 snake_case__					:      int  			=						self.__heap[i]
                 if self.__heap[i] < self.__heap[bigger_child]:
                       snake_case__					:      Tuple  			=						self.__heap[bigger_child]
                       snake_case__					:      int  			=						temporary
                 snake_case__					:      int  			=						bigger_child





     def  _lowerCAmelCase			(    self    :				Union[str, Any] ):
           snake_case__					:      Any  			=						self.__heap[1]
           snake_case__					:      List[str]  			=						self.__heap[self.__size]
           self.__size -= 1
           self.__heap.pop()
           self.__swap_down(1 )
           return max_value





     @property
     def  _lowerCAmelCase			(    self    :				Union[str, Any] ):
           return self.__heap[1:]





     def __len__(    self    :				int ):
           return self.__size


if __name__ == "__main__":
      import doctest

      doctest.testmod()
      # create an instance of BinaryHeap
      A_ 			=		BinaryHeap()
      binary_heap.insert(6)
      binary_heap.insert(10)
      binary_heap.insert(15)
      binary_heap.insert(12)
      # pop root(max-values because it is max heap)
      print(binary_heap.pop())  # 15
      print(binary_heap.pop())  # 12
      # get the list and size after operations
      print(binary_heap.get_list)
      print(len(binary_heap))
