





from collections import OrderedDict
from typing import Mapping

from packaging import version

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


SCREAMING_SNAKE_CASE_   :      Tuple			=   logging.get_logger(__name__)

SCREAMING_SNAKE_CASE_   :      Any			=   {
    '''microsoft/beit-base-patch16-224-pt22k''': (
        '''https://huggingface.co/microsoft/beit-base-patch16-224-pt22k/resolve/main/config.json'''
    ),
    # See all BEiT models at https://huggingface.co/models?filter=beit
}

class 		snake_case_   (							UpperCAmelCase_						):







	'''simple docstring'''
	__UpperCamelCase   =		'''beit'''




	def __init__(						self							:     Union[str, Any]					,      __lowerCamelCase							:     str=8_192					,      __lowerCamelCase							:     Any=768					,      __lowerCamelCase							:     Dict=12					,      __lowerCamelCase							:     Optional[Any]=12					,      __lowerCamelCase							:     Dict=3_072					,      __lowerCamelCase							:     List[str]="gelu"					,      __lowerCamelCase							:     List[str]=0.0					,      __lowerCamelCase							:     List[Any]=0.0					,      __lowerCamelCase							:     str=0.02					,      __lowerCamelCase							:     Optional[Any]=1E-1_2					,      __lowerCamelCase							:     Tuple=224					,      __lowerCamelCase							:     Optional[Any]=16					,      __lowerCamelCase							:     int=3					,      __lowerCamelCase							:     Optional[int]=False					,      __lowerCamelCase							:     List[Any]=False					,      __lowerCamelCase							:     List[str]=False					,      __lowerCamelCase							:     int=False					,      __lowerCamelCase							:     Optional[Any]=0.1					,      __lowerCamelCase							:     Any=0.1					,      __lowerCamelCase							:     int=True					,      __lowerCamelCase							:     str=[3, 5, 7, 11]					,      __lowerCamelCase							:     List[str]=[1, 2, 3, 6]					,      __lowerCamelCase							:     List[Any]=True					,      __lowerCamelCase							:     Any=0.4					,      __lowerCamelCase							:     Union[str, Any]=256					,      __lowerCamelCase							:     Optional[Any]=1					,      __lowerCamelCase							:     Dict=False					,      __lowerCamelCase							:     Optional[int]=255					,      **__lowerCamelCase							:     str					,      )       -> Union[str, Any]:

			'''simple docstring'''




			super().__init__(**__lowerCamelCase   )

			__lowercase											=     vocab_size
			__lowercase											=     hidden_size
			__lowercase											=     num_hidden_layers
			__lowercase											=     num_attention_heads
			__lowercase											=     intermediate_size
			__lowercase											=     hidden_act
			__lowercase											=     hidden_dropout_prob
			__lowercase											=     attention_probs_dropout_prob
			__lowercase											=     initializer_range
			__lowercase											=     layer_norm_eps

			__lowercase											=     image_size
			__lowercase											=     patch_size
			__lowercase											=     num_channels
			__lowercase											=     use_mask_token
			__lowercase											=     use_absolute_position_embeddings
			__lowercase											=     use_relative_position_bias
			__lowercase											=     use_shared_relative_position_bias
			__lowercase											=     layer_scale_init_value
			__lowercase											=     drop_path_rate
			__lowercase											=     use_mean_pooling
			# decode head attributes (semantic segmentation)
			__lowercase											=     out_indices
			__lowercase											=     pool_scales
			# auxiliary head attributes (semantic segmentation)
			__lowercase											=     use_auxiliary_head
			__lowercase											=     auxiliary_loss_weight
			__lowercase											=     auxiliary_channels
			__lowercase											=     auxiliary_num_convs
			__lowercase											=     auxiliary_concat_input
			__lowercase											=     semantic_loss_ignore_index





class 		snake_case_   (							UpperCAmelCase_						):







	'''simple docstring'''
	__UpperCamelCase   =		version.parse('''1.11'''						)




	@property
	def    UpperCAmelCase			(						self							:     List[str]   )       -> Mapping[str, Mapping[int, str]]:

			'''simple docstring'''




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






	@property
	def    UpperCAmelCase			(						self							:     List[Any]   )       -> float:

			'''simple docstring'''




			return 1E-4











def  SCREAMING_SNAKE_CASE				(      snake_case						,   snake_case = False							)		->    str:

		if not isinstance(snake_case						,   snake_case							):
				__lowercase											=     F"Expected string as input, found {type(snake_case							)}"
				raise ValueError(snake_case							)
		if not isinstance(snake_case						,   snake_case							):
				__lowercase											=     F"Expected boolean as use_pascal parameter, found {type(snake_case							)}"
				raise ValueError(snake_case							)

		__lowercase											=     input_str.split('_'							)

		__lowercase											=     0 if use_pascal else 1

		__lowercase											=     words[start_index:]

		__lowercase											=     [word[0].upper() + word[1:] for word in words_to_capitalize]

		__lowercase											=     '' if use_pascal else words[0]

		return "".join([initial_word, *capitalized_words]							)


if __name__ == "__main__":
		from doctest import testmod

		testmod()




