



"""simple docstring"""






# Imports
import numpy as np

class        __SCREAMING_SNAKE_CASE	:


					'''simple docstring'''





					def __init__(       self							:  Any,  lowerCamelCase							:  List[Any]=None,  lowerCamelCase							:  Union[str, Any]=None,  lowerCamelCase							:  Dict=None,  lowerCamelCase							:  Union[str, Any]=None,  lowerCamelCase							:  List[Any]=None     )->					Tuple:
								self.set_matricies(red=lowerCamelCase,  green=lowerCamelCase,  blue=lowerCamelCase,  red_edge=lowerCamelCase,  nir=lowerCamelCase     )



					def 		snake_case       (       self							:  Tuple,  lowerCamelCase							:  Dict=None,  lowerCamelCase							:  Optional[Any]=None,  lowerCamelCase							:  Tuple=None,  lowerCamelCase							:  int=None,  lowerCamelCase							:  int=None     )->					Optional[Any]:
								if red is not None:
											lowerCamelCase__		:		Union[str, Any]			=red
								if green is not None:
											lowerCamelCase__		:		Any			=green
								if blue is not None:
											lowerCamelCase__		:		str			=blue
								if red_edge is not None:
											lowerCamelCase__		:		List[str]			=red_edge
								if nir is not None:
											lowerCamelCase__		:		str			=nir
								return True



					def 		snake_case       (       self							:  Dict,  lowerCamelCase							:  List[str]="",  lowerCamelCase							:  Optional[int]=None,  lowerCamelCase							:  Dict=None,  lowerCamelCase							:  List[Any]=None,  lowerCamelCase							:  Dict=None,  lowerCamelCase							:  Union[str, Any]=None     )->					Union[str, Any]:
								self.set_matricies(red=lowerCamelCase,  green=lowerCamelCase,  blue=lowerCamelCase,  red_edge=lowerCamelCase,  nir=lowerCamelCase     )
								lowerCamelCase__		:		Dict			={
								    '''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 		snake_case       (       self							:  Optional[Any]     )->					List[Any]:
								return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))



					def 		snake_case       (       self							:  Optional[int]     )->					Any:
								return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
								    (self.nir - self.red) / (self.nir + self.red)
								)



					def 		snake_case       (       self							:  List[str]     )->					Union[str, Any]:
								return self.nir * (self.red / (self.green**2))



					def 		snake_case       (       self							:  Union[str, Any]     )->					Optional[Any]:
								return (2 * self.green - self.red - self.blue) / (
								    2 * self.green + self.red + self.blue
								)



					def 		snake_case       (       self							:  Optional[Any]     )->					List[str]:
								return (self.nir - self.red) / (self.nir + self.red)



					def 		snake_case       (       self							:  Union[str, Any]     )->					int:
								return (self.nir - self.blue) / (self.nir + self.blue)



					def 		snake_case       (       self							:  List[str]     )->					Optional[int]:
								return (self.redEdge - self.red) / (self.redEdge + self.red)



					def 		snake_case       (       self							:  List[str]     )->					Dict:
								return (self.nir - self.green) / (self.nir + self.green)



					def 		snake_case       (       self							:  Tuple     )->					Dict:
								return (self.nir - (self.green + self.blue)) / (
								    self.nir + (self.green + self.blue)
								)



					def 		snake_case       (       self							:  int     )->					str:
								return (self.nir - (self.green + self.red)) / (
								    self.nir + (self.green + self.red)
								)



					def 		snake_case       (       self							:  Tuple     )->					str:
								return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))



					def 		snake_case       (       self							:  Union[str, Any]     )->					str:
								return (self.nir - (self.green + self.red + self.blue)) / (
								    self.nir + (self.green + self.red + self.blue)
								)



					def 		snake_case       (       self							:  Dict,  lowerCamelCase							:  str=0.08,  lowerCamelCase							:  Dict=1.22,  lowerCamelCase							:  List[Any]=0.03     )->					Optional[int]:
								return a * (
								    (self.nir - a * self.red - b)
								    / (a * self.nir + self.red - a * b + x * (1 + a**2))
								)



					def 		snake_case       (       self							:  Optional[Any]     )->					Union[str, Any]:
								return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)



					def 		snake_case       (       self							:  Optional[Any]     )->					Dict:
								return (self.nir / self.green) - 1



					def 		snake_case       (       self							:  Any     )->					Any:
								return (self.nir / self.redEdge) - 1



					def 		snake_case       (       self							:  List[Any]     )->					Dict:
								return (self.red - self.blue) / self.red



					def 		snake_case       (       self							:  Union[str, Any]     )->					Tuple:
								lowerCamelCase__		:		List[str]			=self.ndvi()
								return ((ndvi + 0.5) / (abs(ndvi + 0.5     ))) * (abs(ndvi + 0.5     ) ** (1 / 2))



					def 		snake_case       (       self							:  Tuple     )->					str:
								return self.nir - self.green



					def 		snake_case       (       self							:  List[Any]     )->					Any:
								return 2.5 * (
								    (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
								)



					def 		snake_case       (       self							:  Tuple     )->					Tuple:
								lowerCamelCase__		:		Optional[int]			=(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 		snake_case       (       self							:  Union[str, Any],  lowerCamelCase							:  int=0.16     )->					str:
								return (self.nir - self.green) / (self.nir + self.green + y)



					def 		snake_case       (       self							:  Optional[int],  lowerCamelCase							:  List[str]=0.5     )->					Optional[Any]:
								return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)



					def 		snake_case       (       self							:  str     )->					Tuple:
								return np.arctan(
								    ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)     )



					def 		snake_case       (       self							:  Dict,  lowerCamelCase							:  Dict=None,  lowerCamelCase							:  Optional[int]=None     )->					str:
								return (self.nir - b) / (a * self.red)



					def 		snake_case       (       self							:  Optional[Any]     )->					List[Any]:
								return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)



					def 		snake_case       (       self							:  Any     )->					List[Any]:
								return (self.red + self.green + self.blue) / 30.5



					def 		snake_case       (       self							:  Union[str, Any]     )->					List[str]:
								return self.nir / self.red



					def 		snake_case       (       self							:  int     )->					List[Any]:
								return (self.rvi() - 1) / (self.rvi() + 1)



					def 		snake_case       (       self							:  int     )->					Tuple:
								return (
								    (2 * self.nir + 1)
								    - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
								) / 2



					def 		snake_case       (       self							:  int     )->					Any:
								return self.green / (self.nir + self.red + self.green)



					def 		snake_case       (       self							:  str     )->					Optional[int]:
								return self.nir / (self.nir + self.red + self.green)



					def 		snake_case       (       self							:  List[str]     )->					Optional[Any]:
								return self.red / (self.nir + self.red + self.green)



					def 		snake_case       (       self							:  Optional[Any]     )->					List[str]:
								return (self.green - self.red) / (self.green + self.red)



					def 		snake_case       (       self							:  Optional[Any]     )->					List[Any]:
								return (self.red - self.green) / (self.red + self.green)



					def 		snake_case       (       self							:  Dict     )->					List[str]:
								lowerCamelCase__		:		List[str]			=np.max([np.max(self.red     ), np.max(self.green     ), np.max(self.blue     )]     )
								lowerCamelCase__		:		Union[str, Any]			=np.min([np.min(self.red     ), np.min(self.green     ), np.min(self.blue     )]     )
								return (max_value - min_value) / max_value



					def 		snake_case       (       self							:  List[str]     )->					Optional[Any]:
								return (2 * self.red - self.green - self.blue) / (self.green - self.blue)



					def 		snake_case       (       self							:  str     )->					Optional[Any]:
								return self.nir / self.red



					def 		snake_case       (       self							:  Optional[int]     )->					Optional[int]:
								return (self.ndvi() + 0.5) ** (1 / 2)




					def 		snake_case       (       self							:  Optional[Any]     )->					Tuple:
								return (self.nir - self.redEdge) / (self.nir + self.redEdge)









"""simple docstring"""






from collections import OrderedDict
from typing import TYPE_CHECKING, Any, Mapping, Optional, Union

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


if TYPE_CHECKING:
		from ... import FeatureExtractionMixin, PreTrainedTokenizerBase, TensorType


_lowercase : List[str]      						=						logging.get_logger(__name__)

_lowercase : int      						=						{
    "microsoft/deberta-v2-xlarge": "https://huggingface.co/microsoft/deberta-v2-xlarge/resolve/main/config.json",
    "microsoft/deberta-v2-xxlarge": "https://huggingface.co/microsoft/deberta-v2-xxlarge/resolve/main/config.json",
    "microsoft/deberta-v2-xlarge-mnli": (
        "https://huggingface.co/microsoft/deberta-v2-xlarge-mnli/resolve/main/config.json"
    ),
    "microsoft/deberta-v2-xxlarge-mnli": (
        "https://huggingface.co/microsoft/deberta-v2-xxlarge-mnli/resolve/main/config.json"
    ),
}

class        __SCREAMING_SNAKE_CASE	(      lowerCAmelCase_   ):


					'''simple docstring'''





					_a   			=							'deberta-v2'



					def __init__(       self							:  Optional[Any],  lowerCamelCase							:  Optional[int]=12_8100,  lowerCamelCase							:  List[Any]=1536,  lowerCamelCase							:  Dict=24,  lowerCamelCase							:  Any=24,  lowerCamelCase							:  Union[str, Any]=6144,  lowerCamelCase							:  List[Any]="gelu",  lowerCamelCase							:  int=0.1,  lowerCamelCase							:  Union[str, Any]=0.1,  lowerCamelCase							:  Union[str, Any]=512,  lowerCamelCase							:  Optional[Any]=0,  lowerCamelCase							:  Any=0.02,  lowerCamelCase							:  int=1E-7,  lowerCamelCase							:  Union[str, Any]=False,  lowerCamelCase							:  Union[str, Any]=-1,  lowerCamelCase							:  Tuple=0,  lowerCamelCase							:  Union[str, Any]=True,  lowerCamelCase							:  int=None,  lowerCamelCase							:  Dict=0,  lowerCamelCase							:  Tuple="gelu",  **lowerCamelCase							:  Optional[int],  )->					Union[str, Any]:
								super().__init__(**lowerCamelCase     )

								lowerCamelCase__		:		str			=hidden_size
								lowerCamelCase__		:		Optional[int]			=num_hidden_layers
								lowerCamelCase__		:		Optional[Any]			=num_attention_heads
								lowerCamelCase__		:		List[Any]			=intermediate_size
								lowerCamelCase__		:		int			=hidden_act
								lowerCamelCase__		:		Tuple			=hidden_dropout_prob
								lowerCamelCase__		:		Union[str, Any]			=attention_probs_dropout_prob
								lowerCamelCase__		:		Optional[Any]			=max_position_embeddings
								lowerCamelCase__		:		int			=type_vocab_size
								lowerCamelCase__		:		Tuple			=initializer_range
								lowerCamelCase__		:		Tuple			=relative_attention
								lowerCamelCase__		:		Optional[Any]			=max_relative_positions
								lowerCamelCase__		:		List[Any]			=pad_token_id
								lowerCamelCase__		:		int			=position_biased_input

								# Backwards compatibility
								if type(lowerCamelCase     ) == str:
											lowerCamelCase__		:		Union[str, Any]			=[x.strip() for x in pos_att_type.lower().split('''|'''     )]

								lowerCamelCase__		:		Tuple			=pos_att_type
								lowerCamelCase__		:		Union[str, Any]			=vocab_size
								lowerCamelCase__		:		Optional[int]			=layer_norm_eps

								lowerCamelCase__		:		Dict			=kwargs.get('''pooler_hidden_size''',  lowerCamelCase     )
								lowerCamelCase__		:		Tuple			=pooler_dropout
								lowerCamelCase__		:		List[Any]			=pooler_hidden_act





class        __SCREAMING_SNAKE_CASE	(      lowerCAmelCase_   ):


					'''simple docstring'''





					@property
					def 		snake_case       (       self							:  List[str]     )->					Mapping[str, Mapping[int, str]]:
								if self.task == "multiple-choice":
											lowerCamelCase__		:		Union[str, Any]			={0: '''batch''', 1: '''choice''', 2: '''sequence'''}
								else:
											lowerCamelCase__		:		Any			={0: '''batch''', 1: '''sequence'''}
								if self._config.type_vocab_size > 0:
											return OrderedDict(
											    [('''input_ids''', dynamic_axis), ('''attention_mask''', dynamic_axis), ('''token_type_ids''', dynamic_axis)]     )
								else:
											return OrderedDict([('''input_ids''', dynamic_axis), ('''attention_mask''', dynamic_axis)]     )



					@property
					def 		snake_case       (       self							:  List[str]     )->					int:
								return 12




					def 		snake_case       (       self							:  str,  lowerCamelCase							:  Union["PreTrainedTokenizerBase", "FeatureExtractionMixin"],  lowerCamelCase							:  int = -1,  lowerCamelCase							:  int = -1,  lowerCamelCase							:  int = -1,  lowerCamelCase							:  bool = False,  lowerCamelCase							:  Optional["TensorType"] = None,  lowerCamelCase							:  int = 3,  lowerCamelCase							:  int = 40,  lowerCamelCase							:  int = 40,  lowerCamelCase							:  "PreTrainedTokenizerBase" = None,  )->					Mapping[str, Any]:
								lowerCamelCase__		:		List[Any]			=super().generate_dummy_inputs(preprocessor=lowerCamelCase,  framework=lowerCamelCase     )
								if self._config.type_vocab_size == 0 and "token_type_ids" in dummy_inputs:
											del dummy_inputs["token_type_ids"]
								return dummy_inputs




