

'''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


A_       						=							logging.get_logger(__name__)

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





class 							_snake_case (       _a						):
   _A       :     Dict       =					'''efficientnet'''
   def __init__( self			:      Optional[int]     ,SCREAMING_SNAKE_CASE__			:      int = 3     ,SCREAMING_SNAKE_CASE__			:      int = 600     ,SCREAMING_SNAKE_CASE__			:      float = 2.0     ,SCREAMING_SNAKE_CASE__			:      float = 3.1     ,SCREAMING_SNAKE_CASE__			:      int = 8     ,SCREAMING_SNAKE_CASE__			:      List[int] = [3, 3, 5, 3, 5, 5, 3]     ,SCREAMING_SNAKE_CASE__			:      List[int] = [32, 16, 24, 40, 80, 112, 192]     ,SCREAMING_SNAKE_CASE__			:      List[int] = [16, 24, 40, 80, 112, 192, 320]     ,SCREAMING_SNAKE_CASE__			:      List[int] = []     ,SCREAMING_SNAKE_CASE__			:      List[int] = [1, 2, 2, 2, 1, 2, 1]     ,SCREAMING_SNAKE_CASE__			:      List[int] = [1, 2, 2, 3, 3, 4, 1]     ,SCREAMING_SNAKE_CASE__			:      List[int] = [1, 6, 6, 6, 6, 6, 6]     ,SCREAMING_SNAKE_CASE__			:      float = 0.25     ,SCREAMING_SNAKE_CASE__			:      str = "swish"     ,SCREAMING_SNAKE_CASE__			:      int = 2_560     ,SCREAMING_SNAKE_CASE__			:      str = "mean"     ,SCREAMING_SNAKE_CASE__			:      float = 0.02     ,SCREAMING_SNAKE_CASE__			:      float = 0.001     ,SCREAMING_SNAKE_CASE__			:      float = 0.99     ,SCREAMING_SNAKE_CASE__			:      float = 0.5     ,SCREAMING_SNAKE_CASE__			:      float = 0.2     ,**SCREAMING_SNAKE_CASE__			:      str     ,):
    super().__init__(**SCREAMING_SNAKE_CASE__							)

    SCREAMING_SNAKE_CASE:List[Any]						      =					num_channels
    SCREAMING_SNAKE_CASE:int						      =					image_size
    SCREAMING_SNAKE_CASE:Tuple						      =					width_coefficient
    SCREAMING_SNAKE_CASE:str						      =					depth_coefficient
    SCREAMING_SNAKE_CASE:Optional[int]						      =					depth_divisor
    SCREAMING_SNAKE_CASE:Optional[int]						      =					kernel_sizes
    SCREAMING_SNAKE_CASE:Tuple						      =					in_channels
    SCREAMING_SNAKE_CASE:str						      =					out_channels
    SCREAMING_SNAKE_CASE:Optional[Any]						      =					depthwise_padding
    SCREAMING_SNAKE_CASE:str						      =					strides
    SCREAMING_SNAKE_CASE:List[Any]						      =					num_block_repeats
    SCREAMING_SNAKE_CASE:Optional[Any]						      =					expand_ratios
    SCREAMING_SNAKE_CASE:str						      =					squeeze_expansion_ratio
    SCREAMING_SNAKE_CASE:Optional[Any]						      =					hidden_act
    SCREAMING_SNAKE_CASE:Dict						      =					hidden_dim
    SCREAMING_SNAKE_CASE:Tuple						      =					pooling_type
    SCREAMING_SNAKE_CASE:List[Any]						      =					initializer_range
    SCREAMING_SNAKE_CASE:Tuple						      =					batch_norm_eps
    SCREAMING_SNAKE_CASE:str						      =					batch_norm_momentum
    SCREAMING_SNAKE_CASE:int						      =					dropout_rate
    SCREAMING_SNAKE_CASE:str						      =					drop_connect_rate
    SCREAMING_SNAKE_CASE:int						      =					sum(SCREAMING_SNAKE_CASE__							) * 4





class 							_snake_case (       _a						):
   _A       :     Optional[Any]       =					version.parse('''1.11'''						)
   @property
   def     __UpperCamelCase						( self			:      Union[str, Any]							):
    return OrderedDict(
        [
            ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
        ]							)







   @property
   def     __UpperCamelCase						( self			:      Dict							):
    return 1e-5









'''simple docstring'''

def    A_  ( snake_case = 100 ):
  SCREAMING_SNAKE_CASE:Dict						      =					0
  SCREAMING_SNAKE_CASE:Optional[int]						      =					0
  for i in range(1      ,       n + 1 ):
    sum_of_squares += i**2
    sum_of_ints += i
  return sum_of_ints**2 - sum_of_squares


if __name__ == "__main__":
    print(f'''{solution() = }''')






