




'''simple docstring'''



from __future__ import annotations
def 			SCREAMING_SNAKE_CASE_			(							__A    :			int = 4  )			->			list[list[int]]:
   _SCREAMING_SNAKE_CASE	=				abs(a__  ) or 4
   return [[1 + x + y * row_size for x in range(a__  )] for y in range(a__  )]
def 			SCREAMING_SNAKE_CASE_			(							__A    :			list[list[int]]  )			->			list[list[int]]:
   return reverse_row(transpose(a__  )  )
   # OR.. transpose(reverse_column(matrix))
def 			SCREAMING_SNAKE_CASE_			(							__A    :			list[list[int]]  )			->			list[list[int]]:
   return reverse_row(reverse_column(a__  )  )
   # OR.. reverse_column(reverse_row(matrix))
def 			SCREAMING_SNAKE_CASE_			(							__A    :			list[list[int]]  )			->			list[list[int]]:
   return reverse_column(transpose(a__  )  )
   # OR.. transpose(reverse_row(matrix))
def 			SCREAMING_SNAKE_CASE_			(							__A    :			list[list[int]]  )			->			list[list[int]]:
   _SCREAMING_SNAKE_CASE	=				[list(a__  ) for x in zip(*a__  )]
   return matrix
def 			SCREAMING_SNAKE_CASE_			(							__A    :			list[list[int]]  )			->			list[list[int]]:
   _SCREAMING_SNAKE_CASE	=				matrix[::-1]
   return matrix
def 			SCREAMING_SNAKE_CASE_			(							__A    :			list[list[int]]  )			->			list[list[int]]:
   _SCREAMING_SNAKE_CASE	=				[x[::-1] for x in matrix]
   return matrix
def 			SCREAMING_SNAKE_CASE_			(							__A    :			list[list[int]]  )			->			None:
   for i in matrix:
      print(*a__  )


if __name__ == "__main__":
 lowerCamelCase_			=						make_matrix()
 print('\norigin:\n')
 print_matrix(matrix)
 print('\nrotate 90 counterclockwise:\n')
 print_matrix(rotate_aa(matrix))

 lowerCamelCase_			=						make_matrix()
 print('\norigin:\n')
 print_matrix(matrix)
 print('\nrotate 180:\n')
 print_matrix(rotate_aaa(matrix))

 lowerCamelCase_			=						make_matrix()
 print('\norigin:\n')
 print_matrix(matrix)
 print('\nrotate 270 counterclockwise:\n')
 print_matrix(rotate_aaa(matrix))







'''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


lowerCamelCase_			=						logging.get_logger(__name__)

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







class 		lowercase_   (			A       ):


   """simple docstring"""

   lowerCamelCase_      =						'''efficientnet'''



   def __init__(   self :     Optional[Any]  ,				__lowerCamelCase :     int = 3  ,				__lowerCamelCase :     int = 6_0_0  ,				__lowerCamelCase :     float = 2.0  ,				__lowerCamelCase :     float = 3.1  ,				__lowerCamelCase :     int = 8  ,				__lowerCamelCase :     List[int] = [3, 3, 5, 3, 5, 5, 3]  ,				__lowerCamelCase :     List[int] = [3_2, 1_6, 2_4, 4_0, 8_0, 1_1_2, 1_9_2]  ,				__lowerCamelCase :     List[int] = [1_6, 2_4, 4_0, 8_0, 1_1_2, 1_9_2, 3_2_0]  ,				__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 = 0.2_5  ,				__lowerCamelCase :     str = "swish"  ,				__lowerCamelCase :     int = 2_5_6_0  ,				__lowerCamelCase :     str = "mean"  ,				__lowerCamelCase :     float = 0.0_2  ,				__lowerCamelCase :     float = 0.0_0_1  ,				__lowerCamelCase :     float = 0.9_9  ,				__lowerCamelCase :     float = 0.5  ,				__lowerCamelCase :     float = 0.2  ,				**__lowerCamelCase :     Tuple  ,				):

      """simple docstring"""
      super().__init__(**__lowerCamelCase   )

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







class 		lowercase_   (			A       ):


   """simple docstring"""

   lowerCamelCase_      =						version.parse('''1.11'''       )



   @property
   def 							lowerCAmelCase_      (   self :     Optional[Any]   ):

      """simple docstring"""
      return OrderedDict(
          [
              ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
          ]   )



   @property
   def 							lowerCAmelCase_      (   self :     List[Any]   ):

      """simple docstring"""
      return 1e-5

