


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     :					List[Any]       =logging.get_logger(__name__)

_UpperCAmelCase     :					str       ={
    """apple/mobilevitv2-1.0""": """https://huggingface.co/apple/mobilevitv2-1.0/resolve/main/config.json""",
}







class 			snake_case__(							UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					Union[str, Any]   =							"""mobilevitv2"""




						def __init__(			self				,  __lowercase=3				,  __lowercase=2_5_6				,  __lowercase=2				,  __lowercase=2.0				,  __lowercase="swish"				,  __lowercase=3				,  __lowercase=3_2				,  __lowercase=0.1				,  __lowercase=0.02				,  __lowercase=1e-5				,  __lowercase=5_1_2				,  __lowercase=[6, 1_2, 1_8]				,  __lowercase=0.1				,  __lowercase=2_5_5				,  __lowercase=[2, 4, 3]				,  __lowercase=[1_2_8, 1_9_2, 2_5_6]				,  __lowercase=1.0				,  __lowercase=2				,  __lowercase=0.0				,  __lowercase=0.0				,  **__lowercase				,  )   ->      List[Any]:
										super().__init__(**__lowercase							)

										lowerCAmelCase_	: str      			=			num_channels
										lowerCAmelCase_	: str      			=			image_size
										lowerCAmelCase_	: Tuple      			=			patch_size
										lowerCAmelCase_	: Optional[int]      			=			expand_ratio
										lowerCAmelCase_	: int      			=			hidden_act
										lowerCAmelCase_	: Tuple      			=			conv_kernel_size
										lowerCAmelCase_	: Dict      			=			output_stride
										lowerCAmelCase_	: Union[str, Any]      			=			initializer_range
										lowerCAmelCase_	: Dict      			=			layer_norm_eps
										lowerCAmelCase_	: Tuple      			=			n_attn_blocks
										lowerCAmelCase_	: List[str]      			=			base_attn_unit_dims
										lowerCAmelCase_	: List[Any]      			=			width_multiplier
										lowerCAmelCase_	: Any      			=			ffn_multiplier
										lowerCAmelCase_	: Dict      			=			ffn_dropout
										lowerCAmelCase_	: Union[str, Any]      			=			attn_dropout
										lowerCAmelCase_	: Optional[Any]      			=			classifier_dropout_prob

										# decode head attributes for semantic segmentation
										lowerCAmelCase_	: Dict      			=			aspp_out_channels
										lowerCAmelCase_	: Any      			=			atrous_rates
										lowerCAmelCase_	: List[str]      			=			aspp_dropout_prob
										lowerCAmelCase_	: Optional[int]      			=			semantic_loss_ignore_index







class 			snake_case__(							UpperCAmelCase__							):







						'''simple docstring'''




						SCREAMING_SNAKE_CASE__ :					List[Any]   =							version.parse("""1.11"""							)




						@property
						def   lowercase_	(			self							)   ->      Mapping[str, Mapping[int, str]]:
										return OrderedDict([('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''})]							)




						@property
						def   lowercase_	(			self							)   ->      Mapping[str, Mapping[int, str]]:
										if self.task == "image-classification":
														return OrderedDict([('''logits''', {0: '''batch'''})]							)
										else:
														return OrderedDict([('''last_hidden_state''', {0: '''batch'''}), ('''pooler_output''', {0: '''batch'''})]							)




						@property
						def   lowercase_	(			self							)   ->      float:
										return 1e-4



from __future__ import annotations



def      lowerCAmelCase	(						lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	)->	int | float:
				if len(lowerCAmelCase_	) == 0:
								raise ValueError('''find_min() arg is an empty sequence'''	)
				if (
				    left >= len(lowerCAmelCase_	)
				    or left < -len(lowerCAmelCase_	)
				    or right >= len(lowerCAmelCase_	)
				    or right < -len(lowerCAmelCase_	)
				):
								raise IndexError('''list index out of range'''	)
				if left == right:
								return nums[left]
				lowerCAmelCase_	: Any      			=			(left + right) >> 1  # the middle
				lowerCAmelCase_	: Tuple      			=			find_min(lowerCAmelCase_	,				lowerCAmelCase_	,				lowerCAmelCase_	)  # find min in range[left, mid]
				lowerCAmelCase_	: Any      			=			find_min(lowerCAmelCase_	,				mid + 1	,				lowerCAmelCase_	)  # find min in range[mid + 1, right]

				return left_min if left_min <= right_min else right_min


if __name__ == "__main__":
						import doctest

						doctest.testmod(verbose=True)