

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


UpperCAmelCase_							:					Any		 =   logging.get_logger(__name__)

UpperCAmelCase_							:					str		 =   {
    '''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      lowerCamelCase_      (	_lowercase	):
	_lowercase		:   Any     					=				'''beit'''




	def __init__(     self						:     List[str]					,      __A						:     Optional[int]=8192					,      __A						:     Optional[int]=768					,      __A						:     Optional[Any]=12					,      __A						:     Any=12					,      __A						:     Optional[int]=3072					,      __A						:     List[Any]="gelu"					,      __A						:     List[str]=0.0					,      __A						:     Union[str, Any]=0.0					,      __A						:     Optional[Any]=0.0_2					,      __A						:     str=1e-1_2					,      __A						:     Dict=224					,      __A						:     List[str]=16					,      __A						:     Optional[int]=3					,      __A						:     Tuple=False					,      __A						:     Any=False					,      __A						:     List[str]=False					,      __A						:     List[Any]=False					,      __A						:     Optional[int]=0.1					,      __A						:     Optional[Any]=0.1					,      __A						:     Dict=True					,      __A						:     Any=[3, 5, 7, 11]					,      __A						:     str=[1, 2, 3, 6]					,      __A						:     List[str]=True					,      __A						:     Dict=0.4					,      __A						:     Dict=256					,      __A						:     Union[str, Any]=1					,      __A						:     Dict=False					,      __A						:     Optional[Any]=255					,      **__A						:     Tuple					,      ):
		super().__init__(**__A							)

		__A :			str		    =			vocab_size
		__A :			int		    =			hidden_size
		__A :			Tuple		    =			num_hidden_layers
		__A :			Optional[Any]		    =			num_attention_heads
		__A :			Union[str, Any]		    =			intermediate_size
		__A :			Optional[int]		    =			hidden_act
		__A :			Tuple		    =			hidden_dropout_prob
		__A :			Optional[Any]		    =			attention_probs_dropout_prob
		__A :			List[str]		    =			initializer_range
		__A :			Optional[Any]		    =			layer_norm_eps

		__A :			Optional[Any]		    =			image_size
		__A :			Union[str, Any]		    =			patch_size
		__A :			Union[str, Any]		    =			num_channels
		__A :			Optional[int]		    =			use_mask_token
		__A :			Tuple		    =			use_absolute_position_embeddings
		__A :			List[str]		    =			use_relative_position_bias
		__A :			Any		    =			use_shared_relative_position_bias
		__A :			int		    =			layer_scale_init_value
		__A :			Optional[Any]		    =			drop_path_rate
		__A :			Optional[Any]		    =			use_mean_pooling
		# decode head attributes (semantic segmentation)
		__A :			Tuple		    =			out_indices
		__A :			str		    =			pool_scales
		# auxiliary head attributes (semantic segmentation)
		__A :			List[str]		    =			use_auxiliary_head
		__A :			Optional[Any]		    =			auxiliary_loss_weight
		__A :			Tuple		    =			auxiliary_channels
		__A :			List[str]		    =			auxiliary_num_convs
		__A :			Tuple		    =			auxiliary_concat_input
		__A :			Tuple		    =			semantic_loss_ignore_index






class      lowerCamelCase_      (	_lowercase	):
	_lowercase		:   Optional[int]     					=				version.parse('''1.11'''	)




	@property
	def        lowerCAmelCase_       (     self						:     Optional[int]							):
		return OrderedDict(
		    [
		        ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
		    ]							)




	@property
	def        lowerCAmelCase_       (     self						:     Dict							):
		return 1e-4








from __future__ import annotations
def 							__SCREAMING_SNAKE_CASE     (   a__    :   List[str]			,a__    :   Dict			,a__    :   Union[str, Any]			,a__    :   Any       )					->				Optional[int]:  # noqa: E741
	while r - l > 1:
		__A :			Any		    =			(l + r) // 2
		if v[m] >= key:
			__A :			Optional[int]		    =			m
		else:
			__A :			List[Any]		    =			m  # noqa: E741
	return r
def 							__SCREAMING_SNAKE_CASE     (   a__    :   list[int]       )					->				int:
	if len(a__       ) == 0:
		return 0

	__A :			str		    =			[0] * len(a__       )
	__A :			List[str]		    =			1

	__A :			List[Any]		    =			v[0]

	for i in range(1			,len(a__       )       ):
		if v[i] < tail[0]:
			__A :			int		    =			v[i]
		elif v[i] > tail[length - 1]:
			__A :			Union[str, Any]		    =			v[i]
			length += 1
		else:
			__A :			Any		    =			v[i]

	return length


if __name__ == "__main__":
			import doctest

			doctest.testmod()





