





def 		lowerCAmelCase  (	UpperCamelCase__   :   str					)      ->    int:

						"""simple docstring"""





						__SCREAMING_SNAKE_CASE:				Any           =   0
						__SCREAMING_SNAKE_CASE:				List[Any]           =   len(UpperCamelCase__					)

						for i in range(n - 1					):
												for j in range(i + 1       ,			UpperCamelCase__					):
																		if arr[i] > arr[j]:
																								num_inversions += 1

						return num_inversions






def 		lowerCAmelCase  (	UpperCamelCase__   :   Union[str, Any]					)      ->    str:

						"""simple docstring"""





						if len(UpperCamelCase__					) <= 1:
												return arr, 0
						__SCREAMING_SNAKE_CASE:				Tuple           =   len(UpperCamelCase__					) // 2
						__SCREAMING_SNAKE_CASE:				Optional[Any]           =   arr[0:mid]
						__SCREAMING_SNAKE_CASE:				Dict           =   arr[mid:]

						__SCREAMING_SNAKE_CASE       ,__SCREAMING_SNAKE_CASE:				List[str]           =   count_inversions_recursive(UpperCamelCase__					)
						__SCREAMING_SNAKE_CASE       ,__SCREAMING_SNAKE_CASE:				int           =   count_inversions_recursive(UpperCamelCase__					)
						__SCREAMING_SNAKE_CASE       ,__SCREAMING_SNAKE_CASE:				List[Any]           =   _count_cross_inversions(UpperCamelCase__       ,			UpperCamelCase__					)

						__SCREAMING_SNAKE_CASE:				str           =   inversion_p + inversions_q + cross_inversions
						return c, num_inversions






def 		lowerCAmelCase  (	UpperCamelCase__   :   Optional[int]       ,			UpperCamelCase__   :   Tuple					)      ->    Union[str, Any]:

						"""simple docstring"""





						__SCREAMING_SNAKE_CASE:				Any           =   []
						__SCREAMING_SNAKE_CASE:				Tuple           =   0
						while i < len(UpperCamelCase__					) and j < len(UpperCamelCase__					):
												if p[i] > q[j]:
																		# if P[1] > Q[j], then P[k] > Q[k] for all  i < k <= len(P)
																		# These are all inversions. The claim emerges from the
																		# property that P is sorted.
																		num_inversion += len(UpperCamelCase__					) - i
																		r.append(q[j]					)
																		j += 1
												else:
																		r.append(p[i]					)
																		i += 1

						if i < len(UpperCamelCase__					):
												r.extend(p[i:]					)
						else:
												r.extend(q[j:]					)

						return r, num_inversion






def 		lowerCAmelCase  (	)      ->    Optional[Any]:

						"""simple docstring"""





						__SCREAMING_SNAKE_CASE:				Optional[Any]           =   [10, 2, 1, 5, 5, 2, 11]

						# this arr has 8 inversions:
						# (10, 2), (10, 1), (10, 5), (10, 5), (10, 2), (2, 1), (5, 2), (5, 2)

						__SCREAMING_SNAKE_CASE:				Optional[Any]           =   count_inversions_bf(UpperCamelCase__					)
						__SCREAMING_SNAKE_CASE       ,__SCREAMING_SNAKE_CASE:				Union[str, Any]           =   count_inversions_recursive(UpperCamelCase__					)

						assert num_inversions_bf == num_inversions_recursive == 8

						print('''number of inversions = '''       ,			UpperCamelCase__					)

						# testing an array with zero inversion (a sorted arr_1)

						arr_a.sort()
						__SCREAMING_SNAKE_CASE:				Dict           =   count_inversions_bf(UpperCamelCase__					)
						__SCREAMING_SNAKE_CASE       ,__SCREAMING_SNAKE_CASE:				Any           =   count_inversions_recursive(UpperCamelCase__					)

						assert num_inversions_bf == num_inversions_recursive == 0
						print('''number of inversions = '''       ,			UpperCamelCase__					)

						# an empty list should also have zero inversions
						__SCREAMING_SNAKE_CASE:				Optional[Any]           =   []
						__SCREAMING_SNAKE_CASE:				Union[str, Any]           =   count_inversions_bf(UpperCamelCase__					)
						__SCREAMING_SNAKE_CASE       ,__SCREAMING_SNAKE_CASE:				List[Any]           =   count_inversions_recursive(UpperCamelCase__					)

						assert num_inversions_bf == num_inversions_recursive == 0
						print('''number of inversions = '''       ,			UpperCamelCase__					)


if __name__ == "__main__":
							main()










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


lowerCAmelCase							:       Optional[int]					 =	logging.get_logger(__name__)

lowerCAmelCase							:       Tuple					 =	{
    """facebook/data2vec-vision-base-ft""": (
        """https://huggingface.co/facebook/data2vec-vision-base-ft/resolve/main/config.json"""
    ),
}





class 				a			(      __lowercase			):
				SCREAMING_SNAKE_CASE__     :   Union[str, Any]		      =     '''data2vec-vision'''






				def __init__(  self			, _lowerCAmelCase=768			, _lowerCAmelCase=12			, _lowerCAmelCase=12			, _lowerCAmelCase=3072			, _lowerCAmelCase="gelu"			, _lowerCAmelCase=0.0			, _lowerCAmelCase=0.0			, _lowerCAmelCase=0.02			, _lowerCAmelCase=1e-12			, _lowerCAmelCase=224			, _lowerCAmelCase=16			, _lowerCAmelCase=3			, _lowerCAmelCase=False			, _lowerCAmelCase=False			, _lowerCAmelCase=False			, _lowerCAmelCase=False			, _lowerCAmelCase=0.1			, _lowerCAmelCase=0.1			, _lowerCAmelCase=True			, _lowerCAmelCase=[3, 5, 7, 11]			, _lowerCAmelCase=[1, 2, 3, 6]			, _lowerCAmelCase=True			, _lowerCAmelCase=0.4			, _lowerCAmelCase=256			, _lowerCAmelCase=1			, _lowerCAmelCase=False			, _lowerCAmelCase=255			, **_lowerCAmelCase			, ):

										"""simple docstring"""




										super().__init__(**_lowerCAmelCase					)

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

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





class 				a			(      __lowercase			):
				SCREAMING_SNAKE_CASE__     :   List[Any]		      =     version.parse('''1.11'''			)






				@property
				def 			snake_case_    (  self					):

										"""simple docstring"""




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






				@property
				def 			snake_case_    (  self					):

										"""simple docstring"""




										return 1e-4



