
"""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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


lowerCamelCase__           =	logging.get_logger(__name__)

lowerCamelCase__           =	{
    """microsoft/resnet-50""": """https://huggingface.co/microsoft/resnet-50/blob/main/config.json""",
}




class 				A__ (			_lowerCamelCase ,  _lowerCamelCase):
		A_		: Any            =			'resnet'
		A_		: Optional[int]            =			['basic', 'bottleneck']

		def __init__(   self ,	_SCREAMING_SNAKE_CASE=3 ,	_SCREAMING_SNAKE_CASE=64 ,	_SCREAMING_SNAKE_CASE=[2_56, 5_12, 10_24, 20_48] ,	_SCREAMING_SNAKE_CASE=[3, 4, 6, 3] ,	_SCREAMING_SNAKE_CASE="bottleneck" ,	_SCREAMING_SNAKE_CASE="relu" ,	_SCREAMING_SNAKE_CASE=False ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	**_SCREAMING_SNAKE_CASE ,	):
			super().__init__(**_SCREAMING_SNAKE_CASE				)
			if layer_type not in self.layer_types:
				raise ValueError(f"layer_type={layer_type} is not one of {','.join(self.layer_types				)}"				)
			__lowerCAmelCase    :		int		    =   num_channels
			__lowerCAmelCase    :		Optional[Any]		    =   embedding_size
			__lowerCAmelCase    :		int		    =   hidden_sizes
			__lowerCAmelCase    :		Optional[int]		    =   depths
			__lowerCAmelCase    :		Optional[int]		    =   layer_type
			__lowerCAmelCase    :		int		    =   hidden_act
			__lowerCAmelCase    :		List[str]		    =   downsample_in_first_stage
			__lowerCAmelCase    :		Union[str, Any]		    =   ['stem'] + [f"stage{idx}" for idx in range(1 ,	len(_SCREAMING_SNAKE_CASE				) + 1				)]
			__lowerCAmelCase    ,     __lowerCAmelCase    :		str		    =   get_aligned_output_features_output_indices(
			    out_features=_SCREAMING_SNAKE_CASE ,	out_indices=_SCREAMING_SNAKE_CASE ,	stage_names=self.stage_names				)




class 				A__ (			_lowerCamelCase):
		A_		: int            =			version.parse('1.11')

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







		@property
		def 							__lowerCamelCase							(   self				):
			return 1E-3

"""simple docstring"""







# Imports
import numpy as np




class 				A__ :

		def __init__(   self ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None				):
			self.set_matricies(red=_SCREAMING_SNAKE_CASE ,	green=_SCREAMING_SNAKE_CASE ,	blue=_SCREAMING_SNAKE_CASE ,	red_edge=_SCREAMING_SNAKE_CASE ,	nir=_SCREAMING_SNAKE_CASE				)

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None				):
			if red is not None:
				__lowerCAmelCase    :		Optional[int]		    =   red
			if green is not None:
				__lowerCAmelCase    :		Any		    =   green
			if blue is not None:
				__lowerCAmelCase    :		str		    =   blue
			if red_edge is not None:
				__lowerCAmelCase    :		Dict		    =   red_edge
			if nir is not None:
				__lowerCAmelCase    :		Dict		    =   nir
			return True

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE="" ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None				):
			self.set_matricies(red=_SCREAMING_SNAKE_CASE ,	green=_SCREAMING_SNAKE_CASE ,	blue=_SCREAMING_SNAKE_CASE ,	red_edge=_SCREAMING_SNAKE_CASE ,	nir=_SCREAMING_SNAKE_CASE				)
			__lowerCAmelCase    :		Optional[int]		    =   {
			    'ARVI2': self.arvaa,
			    'CCCI': self.ccci,
			    'CVI': self.cvi,
			    'GLI': self.gli,
			    'NDVI': self.ndvi,
			    'BNDVI': self.bndvi,
			    'redEdgeNDVI': self.red_edge_ndvi,
			    'GNDVI': self.gndvi,
			    'GBNDVI': self.gbndvi,
			    'GRNDVI': self.grndvi,
			    'RBNDVI': self.rbndvi,
			    'PNDVI': self.pndvi,
			    'ATSAVI': self.atsavi,
			    'BWDRVI': self.bwdrvi,
			    'CIgreen': self.ci_green,
			    'CIrededge': self.ci_rededge,
			    'CI': self.ci,
			    'CTVI': self.ctvi,
			    'GDVI': self.gdvi,
			    'EVI': self.evi,
			    'GEMI': self.gemi,
			    'GOSAVI': self.gosavi,
			    'GSAVI': self.gsavi,
			    'Hue': self.hue,
			    'IVI': self.ivi,
			    'IPVI': self.ipvi,
			    'I': self.i,
			    'RVI': self.rvi,
			    'MRVI': self.mrvi,
			    'MSAVI': self.m_savi,
			    'NormG': self.norm_g,
			    'NormNIR': self.norm_nir,
			    'NormR': self.norm_r,
			    'NGRDI': self.ngrdi,
			    'RI': self.ri,
			    'S': self.s,
			    'IF': self._if,
			    'DVI': self.dvi,
			    'TVI': self.tvi,
			    'NDRE': self.ndre,
			}

			try:
				return funcs[index]()
			except KeyError:
				print('Index not in the list!'				)
				return False

		def 							__lowerCamelCase							(   self				):
			return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))

		def 							__lowerCamelCase							(   self				):
			return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
			    (self.nir - self.red) / (self.nir + self.red)
			)

		def 							__lowerCamelCase							(   self				):
			return self.nir * (self.red / (self.green**2))

		def 							__lowerCamelCase							(   self				):
			return (2 * self.green - self.red - self.blue) / (
			    2 * self.green + self.red + self.blue
			)

		def 							__lowerCamelCase							(   self				):
			return (self.nir - self.red) / (self.nir + self.red)

		def 							__lowerCamelCase							(   self				):
			return (self.nir - self.blue) / (self.nir + self.blue)

		def 							__lowerCamelCase							(   self				):
			return (self.redEdge - self.red) / (self.redEdge + self.red)

		def 							__lowerCamelCase							(   self				):
			return (self.nir - self.green) / (self.nir + self.green)

		def 							__lowerCamelCase							(   self				):
			return (self.nir - (self.green + self.blue)) / (
			    self.nir + (self.green + self.blue)
			)

		def 							__lowerCamelCase							(   self				):
			return (self.nir - (self.green + self.red)) / (
			    self.nir + (self.green + self.red)
			)

		def 							__lowerCamelCase							(   self				):
			return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))

		def 							__lowerCamelCase							(   self				):
			return (self.nir - (self.green + self.red + self.blue)) / (
			    self.nir + (self.green + self.red + self.blue)
			)

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=0.08 ,	_SCREAMING_SNAKE_CASE=1.22 ,	_SCREAMING_SNAKE_CASE=0.03				):
			return a * (
			    (self.nir - a * self.red - b)
			    / (a * self.nir + self.red - a * b + x * (1 + a**2))
			)

		def 							__lowerCamelCase							(   self				):
			return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)

		def 							__lowerCamelCase							(   self				):
			return (self.nir / self.green) - 1

		def 							__lowerCamelCase							(   self				):
			return (self.nir / self.redEdge) - 1

		def 							__lowerCamelCase							(   self				):
			return (self.red - self.blue) / self.red

		def 							__lowerCamelCase							(   self				):
			__lowerCAmelCase    :		Dict		    =   self.ndvi()
			return ((ndvi + 0.5) / (abs(ndvi + 0.5				))) * (abs(ndvi + 0.5				) ** (1 / 2))

		def 							__lowerCamelCase							(   self				):
			return self.nir - self.green

		def 							__lowerCamelCase							(   self				):
			return 2.5 * (
			    (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
			)

		def 							__lowerCamelCase							(   self				):
			__lowerCAmelCase    :		Optional[Any]		    =   (2 * (self.nir**2 - self.red**2) + 1.5 * self.nir + 0.5 * self.red) / (
			    self.nir + self.red + 0.5
			)
			return n * (1 - 0.25 * n) - (self.red - 0.125) / (1 - self.red)

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=0.16				):
			return (self.nir - self.green) / (self.nir + self.green + y)

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=0.5				):
			return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)

		def 							__lowerCamelCase							(   self				):
			return np.arctan(
			    ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)				)

		def 							__lowerCamelCase							(   self ,	_SCREAMING_SNAKE_CASE=None ,	_SCREAMING_SNAKE_CASE=None				):
			return (self.nir - b) / (a * self.red)

		def 							__lowerCamelCase							(   self				):
			return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)

		def 							__lowerCamelCase							(   self				):
			return (self.red + self.green + self.blue) / 30.5

		def 							__lowerCamelCase							(   self				):
			return self.nir / self.red

		def 							__lowerCamelCase							(   self				):
			return (self.rvi() - 1) / (self.rvi() + 1)

		def 							__lowerCamelCase							(   self				):
			return (
			    (2 * self.nir + 1)
			    - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
			) / 2

		def 							__lowerCamelCase							(   self				):
			return self.green / (self.nir + self.red + self.green)

		def 							__lowerCamelCase							(   self				):
			return self.nir / (self.nir + self.red + self.green)

		def 							__lowerCamelCase							(   self				):
			return self.red / (self.nir + self.red + self.green)

		def 							__lowerCamelCase							(   self				):
			return (self.green - self.red) / (self.green + self.red)

		def 							__lowerCamelCase							(   self				):
			return (self.red - self.green) / (self.red + self.green)

		def 							__lowerCamelCase							(   self				):
			__lowerCAmelCase    :		List[Any]		    =   np.max([np.max(self.red				), np.max(self.green				), np.max(self.blue				)]				)
			__lowerCAmelCase    :		Dict		    =   np.min([np.min(self.red				), np.min(self.green				), np.min(self.blue				)]				)
			return (max_value - min_value) / max_value

		def 							__lowerCamelCase							(   self				):
			return (2 * self.red - self.green - self.blue) / (self.green - self.blue)

		def 							__lowerCamelCase							(   self				):
			return self.nir / self.red

		def 							__lowerCamelCase							(   self				):
			return (self.ndvi() + 0.5) ** (1 / 2)







		def 							__lowerCamelCase							(   self				):
			return (self.nir - self.redEdge) / (self.nir + self.redEdge)