


class   A__ :







    """simple docstring"""

    def __init__(	self      , __snake_case      , __snake_case   ):
         snake_case					=    name
         snake_case					=    val
    def __str__(	self   ):
         return F'''{self.__class__.__name__}({self.name}, {self.val})'''




    def __lt__(	self      , __snake_case   ):
         return self.val < other.val






class   A__ :







    """simple docstring"""

    def __init__(	self      , __snake_case   ):
         snake_case					=    {}
         snake_case					=    {}
         snake_case					=    self.build_heap(__snake_case   )
    def __getitem__(	self      , __snake_case   ):
         return self.get_value(__snake_case   )
    def 		a_      (	self      , __snake_case   ):
         return (idx - 1) // 2
    def 		a_      (	self      , __snake_case   ):
         return idx * 2 + 1
    def 		a_      (	self      , __snake_case   ):
         return idx * 2 + 2
    def 		a_      (	self      , __snake_case   ):
         return self.heap_dict[key]
    def 		a_      (	self      , __snake_case   ):
         snake_case					=    len(__snake_case   ) - 1
         snake_case					=    self.get_parent_idx(__snake_case   )

         for idx, i in enumerate(__snake_case   ):
              snake_case					=    idx
              snake_case					=    i.val

         for i in range(__snake_case      , -1      , -1   ):
              self.sift_down(__snake_case      , __snake_case   )
         return array
    def 		a_      (	self      , __snake_case      , __snake_case   ):
         while True:
              snake_case					=    self.get_left_child_idx(__snake_case   )  # noqa: E741
              snake_case					=    self.get_right_child_idx(__snake_case   )

              snake_case					=    idx
              if l < len(__snake_case   ) and array[l] < array[idx]:
                   snake_case					=    l
              if r < len(__snake_case   ) and array[r] < array[smallest]:
                   snake_case					=    r

              if smallest != idx:
                   snake_case			,  snake_case					=    array[smallest], array[idx]
                   (
                       (
                       snake_case
                   )			,  (
                       snake_case
                   )			,  
                   )					=    (
                       self.idx_of_element[array[smallest]],
                       self.idx_of_element[array[idx]],
                   )
                   snake_case					=    smallest
              else:
                   break
    def 		a_      (	self      , __snake_case   ):
         snake_case					=    self.get_parent_idx(__snake_case   )
         while p >= 0 and self.heap[p] > self.heap[idx]:
              snake_case			,  snake_case					=    self.heap[idx], self.heap[p]
              snake_case			,  snake_case					=    (
                  self.idx_of_element[self.heap[idx]],
                  self.idx_of_element[self.heap[p]],
              )
              snake_case					=    p
              snake_case					=    self.get_parent_idx(__snake_case   )
    def 		a_      (	self   ):
         return self.heap[0]
    def 		a_      (	self   ):
         snake_case			,  snake_case					=    self.heap[-1], self.heap[0]
         snake_case			,  snake_case					=    (
             self.idx_of_element[self.heap[-1]],
             self.idx_of_element[self.heap[0]],
         )

         snake_case					=    self.heap.pop()
         del self.idx_of_element[x]
         self.sift_down(0      , self.heap   )
         return x
    def 		a_      (	self      , __snake_case   ):
         self.heap.append(__snake_case   )
         snake_case					=    len(self.heap   ) - 1
         snake_case					=    node.val
         self.sift_up(len(self.heap   ) - 1   )
    def 		a_      (	self   ):
         return len(self.heap   ) == 0




    def 		a_      (	self      , __snake_case      , __snake_case   ):
         assert (
             self.heap[self.idx_of_element[node]].val > new_value
         ), "newValue must be less that current value"
         snake_case					=    new_value
         snake_case					=    new_value
         self.sift_up(self.idx_of_element[node]   )






_SCREAMING_SNAKE_CASE      :			List[Any]      				=   Node("R", -1)
_SCREAMING_SNAKE_CASE      :			Dict      				=   Node("B", 6)
_SCREAMING_SNAKE_CASE      :			Tuple      				=   Node("A", 3)
_SCREAMING_SNAKE_CASE      :			Optional[int]      				=   Node("X", 1)
_SCREAMING_SNAKE_CASE      :			Union[str, Any]      				=   Node("E", 4)

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

# Generating Min-Heap from array
_SCREAMING_SNAKE_CASE      :			Optional[Any]      				=   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 List, Mapping

from packaging import version

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


_SCREAMING_SNAKE_CASE      :			List[str]      				=   logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE      :			Optional[int]      				=   {
    "google/efficientnet-b7": "https://huggingface.co/google/efficientnet-b7/resolve/main/config.json",
}

class   A__ (   snake_case__     ):







    """simple docstring"""

    __magic_name__        =		'efficientnet'
    def __init__(	self      , __snake_case = 3      , __snake_case = 6_0_0      , __snake_case = 2.0      , __snake_case = 3.1      , __snake_case = 8      , __snake_case = [3, 3, 5, 3, 5, 5, 3]      , __snake_case = [3_2, 1_6, 2_4, 4_0, 8_0, 1_1_2, 1_9_2]      , __snake_case = [1_6, 2_4, 4_0, 8_0, 1_1_2, 1_9_2, 3_2_0]      , __snake_case = []      , __snake_case = [1, 2, 2, 2, 1, 2, 1]      , __snake_case = [1, 2, 2, 3, 3, 4, 1]      , __snake_case = [1, 6, 6, 6, 6, 6, 6]      , __snake_case = 0.25      , __snake_case = "swish"      , __snake_case = 2_5_6_0      , __snake_case = "mean"      , __snake_case = 0.02      , __snake_case = 0.001      , __snake_case = 0.99      , __snake_case = 0.5      , __snake_case = 0.2      , **__snake_case      , ):
         super().__init__(**__snake_case   )

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






class   A__ (   snake_case__     ):







    """simple docstring"""

    __magic_name__        =		version.parse('1.11'     )
    @property
    def 		a_      (	self   ):
         return OrderedDict(
             [
                 ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
             ]   )




    @property
    def 		a_      (	self   ):
         return 1E-5




