

'''simple docstring'''







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    =  logging.get_logger(__name__)

_lowerCamelCase    =  {
    'apple/mobilevitv2-1.0': 'https://huggingface.co/apple/mobilevitv2-1.0/resolve/main/config.json',
}
class 					__a   (		_snake_case  ):
						__SCREAMING_SNAKE_CASE     :					int  =      'mobilevitv2'

						def __init__(		self	:						Tuple    ,			lowercase__	:						Optional[int]=3    ,			lowercase__	:						List[Any]=2_56    ,			lowercase__	:						str=2    ,			lowercase__	:						List[Any]=2.0    ,			lowercase__	:						List[Any]="swish"    ,			lowercase__	:						Union[str, Any]=3    ,			lowercase__	:						Tuple=32    ,			lowercase__	:						Optional[int]=0.1    ,			lowercase__	:						Any=0.02    ,			lowercase__	:						Optional[Any]=1e-5    ,			lowercase__	:						Optional[int]=5_12    ,			lowercase__	:						Tuple=[6, 12, 18]    ,			lowercase__	:						Optional[int]=0.1    ,			lowercase__	:						Dict=2_55    ,			lowercase__	:						str=[2, 4, 3]    ,			lowercase__	:						Any=[1_28, 1_92, 2_56]    ,			lowercase__	:						List[Any]=1.0    ,			lowercase__	:						int=2    ,			lowercase__	:						Optional[Any]=0.0    ,			lowercase__	:						Dict=0.0    ,			**lowercase__	:						List[str]    ,			)						->List[Any]:

							"""simple docstring"""



							super().__init__(**lowercase__)

							_lowercase							=     num_channels
							_lowercase							=     image_size
							_lowercase							=     patch_size
							_lowercase							=     expand_ratio
							_lowercase							=     hidden_act
							_lowercase							=     conv_kernel_size
							_lowercase							=     output_stride
							_lowercase							=     initializer_range
							_lowercase							=     layer_norm_eps
							_lowercase							=     n_attn_blocks
							_lowercase							=     base_attn_unit_dims
							_lowercase							=     width_multiplier
							_lowercase							=     ffn_multiplier
							_lowercase							=     ffn_dropout
							_lowercase							=     attn_dropout
							_lowercase							=     classifier_dropout_prob

							# decode head attributes for semantic segmentation
							_lowercase							=     aspp_out_channels
							_lowercase							=     atrous_rates
							_lowercase							=     aspp_dropout_prob
							_lowercase							=     semantic_loss_ignore_index






class 					__a   (		_snake_case  ):
						__SCREAMING_SNAKE_CASE     :					str  =      version.parse('1.11'  )

						@property
						def 	_UpperCAmelCase							(		self	:						Optional[int])						->Mapping[str, Mapping[int, str]]:

							"""simple docstring"""



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

						@property
						def 	_UpperCAmelCase							(		self	:						Dict)						->Mapping[str, Mapping[int, str]]:

							"""simple docstring"""



							if self.task == "image-classification":
								return OrderedDict([("""logits""", {0: """batch"""})])
							else:
								return OrderedDict([("""last_hidden_state""", {0: """batch"""}), ("""pooler_output""", {0: """batch"""})])


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

							"""simple docstring"""



							return 1e-4







'''simple docstring'''







from collections import namedtuple

_lowerCamelCase    =  namedtuple('from_to', 'from_ to')

_lowerCamelCase    =  {
    'millimeter': 'mm',
    'centimeter': 'cm',
    'meter': 'm',
    'kilometer': 'km',
    'inch': 'in',
    'inche': 'in',  # Trailing 's' has been stripped off
    'feet': 'ft',
    'foot': 'ft',
    'yard': 'yd',
    'mile': 'mi',
}

_lowerCamelCase    =  {
    'mm': from_to(0.001, 1_0_0_0),
    'cm': from_to(0.01, 1_0_0),
    'm': from_to(1, 1),
    'km': from_to(1_0_0_0, 0.001),
    'in': from_to(0.0254, 39.3701),
    'ft': from_to(0.3048, 3.2_8084),
    'yd': from_to(0.9144, 1.0_9361),
    'mi': from_to(1609.34, 0.0_0062_1371),
}






def 					_SCREAMING_SNAKE_CASE		(						snake_case_							,       snake_case_							,       snake_case_	):
	_lowercase							=     from_type.lower().rstrip("""s"""	)
	_lowercase							=     TYPE_CONVERSION.get(snake_case_							,       snake_case_	)
	_lowercase							=     to_type.lower().rstrip("""s"""	)
	_lowercase							=     TYPE_CONVERSION.get(snake_case_							,       snake_case_	)
	if new_from not in METRIC_CONVERSION:
		_lowercase							=     (
		    F"""Invalid 'from_type' value: {from_type!r}.\n"""
		    F"""Conversion abbreviations are: {", ".join(snake_case_	)}"""
		)
		raise ValueError(snake_case_	)
	if new_to not in METRIC_CONVERSION:
		_lowercase							=     (
		    F"""Invalid 'to_type' value: {to_type!r}.\n"""
		    F"""Conversion abbreviations are: {", ".join(snake_case_	)}"""
		)
		raise ValueError(snake_case_	)
	return value * METRIC_CONVERSION[new_from].from_ * METRIC_CONVERSION[new_to].to


if __name__ == "__main__":
							import doctest

							doctest.testmod()




