





'''simple docstring'''


class     lowerCAmelCase__ :

       '''simple docstring'''

       def __init__( self					:				Any       ,     a__					:				List[str]       ,     a__					:				str						):
              UpperCAmelCase  =						name
              UpperCAmelCase  =						val

       def __str__( self					:				Optional[Any]						):
              return f"{self.__class__.__name__}({self.name}, {self.val})"



       def __lt__( self					:				Union[str, Any]       ,     a__					:				Union[str, Any]						):
              return self.val < other.val






class     lowerCAmelCase__ :

       '''simple docstring'''

       def __init__( self					:				List[Any]       ,     a__					:				Union[str, Any]						):
              UpperCAmelCase  =						{}
              UpperCAmelCase  =						{}
              UpperCAmelCase  =						self.build_heap(a__						)

       def __getitem__( self					:				int       ,     a__					:				Any						):
              return self.get_value(a__						)

       def 			__snake_case      ( self					:				List[Any]       ,     a__					:				Optional[Any]						):
              return (idx - 1) // 2

       def 			__snake_case      ( self					:				str       ,     a__					:				Optional[int]						):
              return idx * 2 + 1

       def 			__snake_case      ( self					:				Optional[int]       ,     a__					:				Dict						):
              return idx * 2 + 2

       def 			__snake_case      ( self					:				int       ,     a__					:				Dict						):
              return self.heap_dict[key]

       def 			__snake_case      ( self					:				List[Any]       ,     a__					:				Optional[Any]						):
              UpperCAmelCase  =						len(a__						) - 1
              UpperCAmelCase  =						self.get_parent_idx(a__						)

              for idx, i in enumerate(a__						):
                     UpperCAmelCase  =						idx
                     UpperCAmelCase  =						i.val

              for i in range(a__       ,     -1       ,     -1						):
                     self.sift_down(a__       ,     a__						)
              return array

       def 			__snake_case      ( self					:				List[Any]       ,     a__					:				Optional[Any]       ,     a__					:				Optional[Any]						):
              while True:
                     UpperCAmelCase  =						self.get_left_child_idx(a__						)  # noqa: E741
                     UpperCAmelCase  =						self.get_right_child_idx(a__						)

                     UpperCAmelCase  =						idx
                     if l < len(a__						) and array[l] < array[idx]:
                            UpperCAmelCase  =						l
                     if r < len(a__						) and array[r] < array[smallest]:
                            UpperCAmelCase  =						r

                     if smallest != idx:
                            UpperCAmelCase,					UpperCAmelCase  =						array[smallest], array[idx]
                            (
                                (
                                UpperCAmelCase
                            ),					(
                                UpperCAmelCase
                            ),					
                            )  =						(
                                self.idx_of_element[array[smallest]],
                                self.idx_of_element[array[idx]],
                            )
                            UpperCAmelCase  =						smallest
                     else:
                            break

       def 			__snake_case      ( self					:				Union[str, Any]       ,     a__					:				Optional[int]						):
              UpperCAmelCase  =						self.get_parent_idx(a__						)
              while p >= 0 and self.heap[p] > self.heap[idx]:
                     UpperCAmelCase,					UpperCAmelCase  =						self.heap[idx], self.heap[p]
                     UpperCAmelCase,					UpperCAmelCase  =						(
                         self.idx_of_element[self.heap[idx]],
                         self.idx_of_element[self.heap[p]],
                     )
                     UpperCAmelCase  =						p
                     UpperCAmelCase  =						self.get_parent_idx(a__						)

       def 			__snake_case      ( self					:				Optional[Any]						):
              return self.heap[0]

       def 			__snake_case      ( self					:				List[str]						):
              UpperCAmelCase,					UpperCAmelCase  =						self.heap[-1], self.heap[0]
              UpperCAmelCase,					UpperCAmelCase  =						(
                  self.idx_of_element[self.heap[-1]],
                  self.idx_of_element[self.heap[0]],
              )

              UpperCAmelCase  =						self.heap.pop()
              del self.idx_of_element[x]
              self.sift_down(0       ,     self.heap						)
              return x

       def 			__snake_case      ( self					:				Optional[Any]       ,     a__					:				Optional[Any]						):
              self.heap.append(a__						)
              UpperCAmelCase  =						len(self.heap						) - 1
              UpperCAmelCase  =						node.val
              self.sift_up(len(self.heap						) - 1						)

       def 			__snake_case      ( self					:				Tuple						):
              return len(self.heap						) == 0



       def 			__snake_case      ( self					:				Any       ,     a__					:				List[Any]       ,     a__					:				int						):
              assert (
                  self.heap[self.idx_of_element[node]].val > new_value
              ), "newValue must be less that current value"
              UpperCAmelCase  =						new_value
              UpperCAmelCase  =						new_value
              self.sift_up(self.idx_of_element[node]						)


a__			:					List[Any]       						=						Node('R', -1)
a__			:					List[Any]       						=						Node('B', 6)
a__			:					Optional[Any]       						=						Node('A', 3)
a__			:					Any       						=						Node('X', 1)
a__			:					Any       						=						Node('E', 4)

# Use one of these two ways to generate Min-Heap

# Generating Min-Heap from array
a__			:					Dict       						=						MinHeap([r, b, a, x, e])

# Generating Min-Heap by Insert method
# myMinHeap.insert(a)
# myMinHeap.insert(b)
# myMinHeap.insert(x)
# myMinHeap.insert(r)
# myMinHeap.insert(e)

# Before
print('Min Heap - before decrease key')
for i in my_min_heap.heap:
    print(i)

print('Min Heap - After decrease key of node [B -> -17]')
my_min_heap.decrease_key(b, -17)

# After
for i in my_min_heap.heap:
    print(i)

if __name__ == "__main__":
    import doctest

    doctest.testmod()





from collections import OrderedDict
from typing import Mapping

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


lowercase_   							=  logging.get_logger(__name__)

lowercase_   							=  {
    'distilbert-base-uncased': 'https://huggingface.co/distilbert-base-uncased/resolve/main/config.json',
    'distilbert-base-uncased-distilled-squad': (
        'https://huggingface.co/distilbert-base-uncased-distilled-squad/resolve/main/config.json'
    ),
    'distilbert-base-cased': 'https://huggingface.co/distilbert-base-cased/resolve/main/config.json',
    'distilbert-base-cased-distilled-squad': (
        'https://huggingface.co/distilbert-base-cased-distilled-squad/resolve/main/config.json'
    ),
    'distilbert-base-german-cased': 'https://huggingface.co/distilbert-base-german-cased/resolve/main/config.json',
    'distilbert-base-multilingual-cased': (
        'https://huggingface.co/distilbert-base-multilingual-cased/resolve/main/config.json'
    ),
    'distilbert-base-uncased-finetuned-sst-2-english': (
        'https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/resolve/main/config.json'
    ),
}





class 					__lowerCAmelCase	(   SCREAMING_SNAKE_CASE				):
  _a		     =    """distilbert"""
  _a		     =    {
      """hidden_size""": """dim""",
      """num_attention_heads""": """n_heads""",
      """num_hidden_layers""": """n_layers""",
  }




  def __init__(							self				,  lowerCAmelCase=30_522				,  lowerCAmelCase=512				,  lowerCAmelCase=False				,  lowerCAmelCase=6				,  lowerCAmelCase=12				,  lowerCAmelCase=768				,  lowerCAmelCase=4 * 768				,  lowerCAmelCase=0.1				,  lowerCAmelCase=0.1				,  lowerCAmelCase="gelu"				,  lowerCAmelCase=0.02				,  lowerCAmelCase=0.1				,  lowerCAmelCase=0.2				,  lowerCAmelCase=0				,  **lowerCAmelCase				,  )    ->					Dict:
        '''simple docstring'''






        _lowercase      			=vocab_size
        _lowercase      			=max_position_embeddings
        _lowercase      			=sinusoidal_pos_embds
        _lowercase      			=n_layers
        _lowercase      			=n_heads
        _lowercase      			=dim
        _lowercase      			=hidden_dim
        _lowercase      			=dropout
        _lowercase      			=attention_dropout
        _lowercase      			=activation
        _lowercase      			=initializer_range
        _lowercase      			=qa_dropout
        _lowercase      			=seq_classif_dropout
        super().__init__(**lowerCAmelCase				,  pad_token_id=lowerCAmelCase   )





class 					__lowerCAmelCase	(   SCREAMING_SNAKE_CASE				):




  @property
  def     A__	(							self   )    ->					Mapping[str, Mapping[int, str]]:
        '''simple docstring'''






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


