
from typing import List

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


__snake_case								=  logging.get_logger(__name__)

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




class 						lowercase__  (						_UpperCAmelCase  ):
	A__    :   Dict				       ="""efficientformer"""
	def __init__(			self							:   Optional[Any]       ,   UpperCAmelCase_							:   List[int] = [3, 2, 6, 4]       ,   UpperCAmelCase_							:   List[int] = [48, 96, 224, 448]       ,   UpperCAmelCase_							:   List[bool] = [True, True, True, True]       ,   UpperCAmelCase_							:   int = 448       ,   UpperCAmelCase_							:   int = 32       ,   UpperCAmelCase_							:   int = 4       ,   UpperCAmelCase_							:   int = 7       ,   UpperCAmelCase_							:   int = 5       ,   UpperCAmelCase_							:   int = 8       ,   UpperCAmelCase_							:   int = 4       ,   UpperCAmelCase_							:   float = 0.0       ,   UpperCAmelCase_							:   int = 16       ,   UpperCAmelCase_							:   int = 3       ,   UpperCAmelCase_							:   int = 3       ,   UpperCAmelCase_							:   int = 3       ,   UpperCAmelCase_							:   int = 2       ,   UpperCAmelCase_							:   int = 1       ,   UpperCAmelCase_							:   float = 0.0       ,   UpperCAmelCase_							:   int = 1       ,   UpperCAmelCase_							:   bool = True       ,   UpperCAmelCase_							:   bool = True       ,   UpperCAmelCase_							:   float = 1e-5       ,   UpperCAmelCase_							:   str = "gelu"       ,   UpperCAmelCase_							:   float = 0.02       ,   UpperCAmelCase_							:   float = 1e-1_2       ,   UpperCAmelCase_							:   int = 224       ,   UpperCAmelCase_							:   float = 1e-0_5       ,   **UpperCAmelCase_							:   List[Any]       ,   ):
						super().__init__(**UpperCAmelCase_							)

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







def 							_lowercase							(     UpperCamelCase_	,	UpperCamelCase_		)		->		str:
					'''simple docstring'''


					if not isinstance(UpperCamelCase_	,	UpperCamelCase_		):
										raise ValueError('iterations must be defined as integers'		)
					if not isinstance(UpperCamelCase_	,	UpperCamelCase_		) or not number >= 1:
										raise ValueError(
										    'starting number must be\n                         and integer and be more than 0'		)
					if not iterations >= 1:
										raise ValueError('Iterations must be done more than 0 times to play FizzBuzz'		)

					SCREAMING_SNAKE_CASE__													= ''
					while number <= iterations:
										if number % 3 == 0:
															out += "Fizz"
										if number % 5 == 0:
															out += "Buzz"
										if 0 not in (number % 3, number % 5):
															out += str(UpperCamelCase_		)

										# print(out)
										number += 1
										out += " "
					return out


if __name__ == "__main__":
				import doctest

				doctest.testmod()





