

'''simple docstring'''

from typing import List

from ...configuration_utils import PretrainedConfig
from ...utils import logging


UpperCAmelCase					 =	logging.get_logger(__name__)

UpperCAmelCase					 =	{
    '''snap-research/efficientformer-l1-300''': (
        '''https://huggingface.co/snap-research/efficientformer-l1-300/resolve/main/config.json'''
    ),
}


class 	lowerCAmelCase  (   A ):
       lowerCAmelCase_												=			"efficientformer"







       def __init__(				self      :			Optional[int]    ,   __lowercase      :			List[int] = [3, 2, 6, 4]    ,   __lowercase      :			List[int] = [48, 96, 224, 448]    ,   __lowercase      :			List[bool] = [True, True, True, True]    ,   __lowercase      :			int = 448    ,   __lowercase      :			int = 32    ,   __lowercase      :			int = 4    ,   __lowercase      :			int = 7    ,   __lowercase      :			int = 5    ,   __lowercase      :			int = 8    ,   __lowercase      :			int = 4    ,   __lowercase      :			float = 0.0    ,   __lowercase      :			int = 16    ,   __lowercase      :			int = 3    ,   __lowercase      :			int = 3    ,   __lowercase      :			int = 3    ,   __lowercase      :			int = 2    ,   __lowercase      :			int = 1    ,   __lowercase      :			float = 0.0    ,   __lowercase      :			int = 1    ,   __lowercase      :			bool = True    ,   __lowercase      :			bool = True    ,   __lowercase      :			float = 1E-5    ,   __lowercase      :			str = "gelu"    ,   __lowercase      :			float = 0.0_2    ,   __lowercase      :			float = 1E-12    ,   __lowercase      :			int = 224    ,   __lowercase      :			float = 1E-05    ,   **__lowercase      :			Union[str, Any]    ,   ):







            """simple docstring"""







            super().__init__(**__lowercase   )

            __lowercase      		=hidden_act
            __lowercase      		=hidden_dropout_prob
            __lowercase      		=hidden_sizes
            __lowercase      		=num_hidden_layers
            __lowercase      		=num_attention_heads
            __lowercase      		=initializer_range
            __lowercase      		=layer_norm_eps
            __lowercase      		=patch_size
            __lowercase      		=num_channels
            __lowercase      		=depths
            __lowercase      		=mlp_expansion_ratio
            __lowercase      		=downsamples
            __lowercase      		=dim
            __lowercase      		=key_dim
            __lowercase      		=attention_ratio
            __lowercase      		=resolution
            __lowercase      		=pool_size
            __lowercase      		=downsample_patch_size
            __lowercase      		=downsample_stride
            __lowercase      		=downsample_pad
            __lowercase      		=drop_path_rate
            __lowercase      		=num_metaad_blocks
            __lowercase      		=distillation
            __lowercase      		=use_layer_scale
            __lowercase      		=layer_scale_init_value
            __lowercase      		=image_size
            __lowercase      		=batch_norm_eps





'''simple docstring'''

# Function to print upper half of diamond (pyramid)

def 					__UpperCamelCase				(						lowercase__    :	Optional[Any]			):






     '''simple docstring'''





     for i in range(0,       lowercase__			):
          for _ in range(0,       n - i - 1			):  # printing spaces
               print(' ',       end=''			)
          for _ in range(0,       i + 1			):  # printing stars
               print('* ',       end=''			)
          print()

def 					__UpperCamelCase				(						lowercase__    :	Optional[Any]			):






     '''simple docstring'''





     for i in range(lowercase__,       0,       -1			):
          for _ in range(lowercase__,       0,       -1			):  # printing stars
               print('* ',       end=''			)
          print()
          for _ in range(n - i + 1,       0,       -1			):  # printing spaces
               print(' ',       end=''			)

def 					__UpperCamelCase				(						lowercase__    :	Any			):






     '''simple docstring'''





     if n <= 0:
          print('       ...       ....        nothing printing :('			)
          return
     floyd(lowercase__			)  # upper half
     reverse_floyd(lowercase__			)  # lower half


if __name__ == "__main__":
       print(r'''| /\ | |- |  |-  |--| |\  /| |-''')
       print(r'''|/  \| |- |_ |_  |__| | \/ | |_''')
       UpperCAmelCase					 =	1
       while K:
              UpperCAmelCase					 =	int(input('''enter the number and , and see the magic : '''))
              print()
              pretty_print(user_number)
              UpperCAmelCase					 =	int(input('''press 0 to exit... and 1 to continue...'''))

       print('''Good Bye...''')


