"""simple docstring"""


class 							a					:


    def __init__(       self						:	Optional[Any] ,					__lowerCAmelCase						:	Any ,					__lowerCAmelCase						:	str       ):
      _UpperCAmelCase    			=   name
      _UpperCAmelCase    			=   val


    def __str__(       self						:	str       ):
      return f'''{self.__class__.__name__}({self.name}, {self.val})'''


    def __lt__(       self						:	int ,					__lowerCAmelCase						:	Optional[Any]       ):
      return self.val < other.val



class 							a					:


    def __init__(       self						:	Optional[int] ,					__lowerCAmelCase						:	List[str]       ):
      _UpperCAmelCase    			=   {}
      _UpperCAmelCase    			=   {}
      _UpperCAmelCase    			=   self.build_heap(__lowerCAmelCase       )


    def __getitem__(       self						:	str ,					__lowerCAmelCase						:	Any       ):
      return self.get_value(__lowerCAmelCase       )


    def   lowerCAmelCase_	(       self						:	List[Any] ,					__lowerCAmelCase						:	Tuple       ):
      return (idx - 1) // 2


    def   lowerCAmelCase_	(       self						:	str ,					__lowerCAmelCase						:	List[str]       ):
      return idx * 2 + 1


    def   lowerCAmelCase_	(       self						:	Optional[int] ,					__lowerCAmelCase						:	Any       ):
      return idx * 2 + 2


    def   lowerCAmelCase_	(       self						:	Union[str, Any] ,					__lowerCAmelCase						:	Optional[int]       ):
      return self.heap_dict[key]


    def   lowerCAmelCase_	(       self						:	Optional[int] ,					__lowerCAmelCase						:	str       ):
      _UpperCAmelCase    			=   len(__lowerCAmelCase       ) - 1
      _UpperCAmelCase    			=   self.get_parent_idx(__lowerCAmelCase       )

      for idx, i in enumerate(__lowerCAmelCase       ):
        _UpperCAmelCase    			=   idx
        _UpperCAmelCase    			=   i.val

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


    def   lowerCAmelCase_	(       self						:	int ,					__lowerCAmelCase						:	str ,					__lowerCAmelCase						:	int       ):
      while True:
        _UpperCAmelCase    			=   self.get_left_child_idx(__lowerCAmelCase       )  # noqa: E741
        _UpperCAmelCase    			=   self.get_right_child_idx(__lowerCAmelCase       )

        _UpperCAmelCase    			=   idx
        if l < len(__lowerCAmelCase       ) and array[l] < array[idx]:
          _UpperCAmelCase    			=   l
        if r < len(__lowerCAmelCase       ) 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   lowerCAmelCase_	(       self						:	Any ,					__lowerCAmelCase						:	List[str]       ):
      _UpperCAmelCase    			=   self.get_parent_idx(__lowerCAmelCase       )
      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(__lowerCAmelCase       )


    def   lowerCAmelCase_	(       self						:	Union[str, Any]       ):
      return self.heap[0]


    def   lowerCAmelCase_	(       self						:	List[Any]       ):
      _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   lowerCAmelCase_	(       self						:	Optional[Any] ,					__lowerCAmelCase						:	List[str]       ):
      self.heap.append(__lowerCAmelCase       )
      _UpperCAmelCase    			=   len(self.heap       ) - 1
      _UpperCAmelCase    			=   node.val
      self.sift_up(len(self.heap       ) - 1       )


    def   lowerCAmelCase_	(       self						:	List[Any]       ):
      return len(self.heap       ) == 0


    def   lowerCAmelCase_	(       self						:	int ,					__lowerCAmelCase						:	Optional[int] ,					__lowerCAmelCase						:	Any       ):
      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]       )



UpperCAmelCase__			=    Node("""R""", -1)
UpperCAmelCase__			=    Node("""B""", 6)
UpperCAmelCase__			=    Node("""A""", 3)
UpperCAmelCase__			=    Node("""X""", 1)
UpperCAmelCase__			=    Node("""E""", 4)

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

# Generating Min-Heap from array
UpperCAmelCase__			=    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, -1_7)

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

if __name__ == "__main__":
    import doctest

    doctest.testmod()

"""simple docstring"""


from collections import OrderedDict
from typing import List, Mapping

from packaging import version

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


UpperCAmelCase__			=    logging.get_logger(__name__)

UpperCAmelCase__			=    {
    """google/efficientnet-b7""": """https://huggingface.co/google/efficientnet-b7/resolve/main/config.json""",
}


class 							a					(		lowerCAmelCase_ ):
    _snake_case  :	Tuple  				=				'efficientnet'


    def __init__(       self						:	int ,					__lowerCAmelCase						:	int = 3 ,					__lowerCAmelCase						:	int = 600 ,					__lowerCAmelCase						:	float = 2.0 ,					__lowerCAmelCase						:	float = 3.1 ,					__lowerCAmelCase						:	int = 8 ,					__lowerCAmelCase						:	List[int] = [3, 3, 5, 3, 5, 5, 3] ,					__lowerCAmelCase						:	List[int] = [32, 16, 24, 40, 80, 112, 192] ,					__lowerCAmelCase						:	List[int] = [16, 24, 40, 80, 112, 192, 320] ,					__lowerCAmelCase						:	List[int] = [] ,					__lowerCAmelCase						:	List[int] = [1, 2, 2, 2, 1, 2, 1] ,					__lowerCAmelCase						:	List[int] = [1, 2, 2, 3, 3, 4, 1] ,					__lowerCAmelCase						:	List[int] = [1, 6, 6, 6, 6, 6, 6] ,					__lowerCAmelCase						:	float = 0.25 ,					__lowerCAmelCase						:	str = "swish" ,					__lowerCAmelCase						:	int = 2560 ,					__lowerCAmelCase						:	str = "mean" ,					__lowerCAmelCase						:	float = 0.02 ,					__lowerCAmelCase						:	float = 0.001 ,					__lowerCAmelCase						:	float = 0.99 ,					__lowerCAmelCase						:	float = 0.5 ,					__lowerCAmelCase						:	float = 0.2 ,					**__lowerCAmelCase						:	Optional[Any] ,					):
      super().__init__(**__lowerCAmelCase       )

      _UpperCAmelCase    			=   num_channels
      _UpperCAmelCase    			=   image_size
      _UpperCAmelCase    			=   width_coefficient
      _UpperCAmelCase    			=   depth_coefficient
      _UpperCAmelCase    			=   depth_divisor
      _UpperCAmelCase    			=   kernel_sizes
      _UpperCAmelCase    			=   in_channels
      _UpperCAmelCase    			=   out_channels
      _UpperCAmelCase    			=   depthwise_padding
      _UpperCAmelCase    			=   strides
      _UpperCAmelCase    			=   num_block_repeats
      _UpperCAmelCase    			=   expand_ratios
      _UpperCAmelCase    			=   squeeze_expansion_ratio
      _UpperCAmelCase    			=   hidden_act
      _UpperCAmelCase    			=   hidden_dim
      _UpperCAmelCase    			=   pooling_type
      _UpperCAmelCase    			=   initializer_range
      _UpperCAmelCase    			=   batch_norm_eps
      _UpperCAmelCase    			=   batch_norm_momentum
      _UpperCAmelCase    			=   dropout_rate
      _UpperCAmelCase    			=   drop_connect_rate
      _UpperCAmelCase    			=   sum(__lowerCAmelCase       ) * 4



class 							a					(		lowerCAmelCase_ ):
    _snake_case  :	Union[str, Any]  				=				version.parse('1.11' )


    @property
    def   lowerCAmelCase_	(       self						:	Any       ):
      return OrderedDict(
          [
              ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
          ]       )


    @property
    def   lowerCAmelCase_	(       self						:	List[Any]       ):
      return 1e-5
