


'''simple docstring'''







import numpy as np
class 	UpperCamelCase__					:



     """simple docstring"""






     def __init__( self      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None   ):

            '''simple docstring'''

            self.set_matricies(red=snake_case__      ,	green=snake_case__      ,	blue=snake_case__      ,	red_edge=snake_case__      ,	nir=snake_case__   )







     def a	( self      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None   ):

            '''simple docstring'''

            if red is not None:
                   _lowerCAmelCase    :							List[Any]   			=       red
            if green is not None:
                   _lowerCAmelCase    :							Any   			=       green
            if blue is not None:
                   _lowerCAmelCase    :							Any   			=       blue
            if red_edge is not None:
                   _lowerCAmelCase    :							str   			=       red_edge
            if nir is not None:
                   _lowerCAmelCase    :							Union[str, Any]   			=       nir
            return True







     def a	( self      ,	snake_case__=""      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None      ,	snake_case__=None   ):

            '''simple docstring'''

            self.set_matricies(red=snake_case__      ,	green=snake_case__      ,	blue=snake_case__      ,	red_edge=snake_case__      ,	nir=snake_case__   )
            _lowerCAmelCase    :							str   			=       {
                '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 a	( self   ):

            '''simple docstring'''

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







     def a	( self   ):

            '''simple docstring'''

            return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
                (self.nir - self.red) / (self.nir + self.red)
            )







     def a	( self   ):

            '''simple docstring'''

            return self.nir * (self.red / (self.green**2))







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self   ):

            '''simple docstring'''

            return (self.nir - self.red) / (self.nir + self.red)







     def a	( self   ):

            '''simple docstring'''

            return (self.nir - self.blue) / (self.nir + self.blue)







     def a	( self   ):

            '''simple docstring'''

            return (self.redEdge - self.red) / (self.redEdge + self.red)







     def a	( self   ):

            '''simple docstring'''

            return (self.nir - self.green) / (self.nir + self.green)







     def a	( self   ):

            '''simple docstring'''

            return (self.nir - (self.green + self.blue)) / (
                self.nir + (self.green + self.blue)
            )







     def a	( self   ):

            '''simple docstring'''

            return (self.nir - (self.green + self.red)) / (
                self.nir + (self.green + self.red)
            )







     def a	( self   ):

            '''simple docstring'''

            return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self      ,	snake_case__=0.08      ,	snake_case__=1.22      ,	snake_case__=0.03   ):

            '''simple docstring'''

            return a * (
                (self.nir - a * self.red - b)
                / (a * self.nir + self.red - a * b + x * (1 + a**2))
            )







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self   ):

            '''simple docstring'''

            return (self.nir / self.green) - 1







     def a	( self   ):

            '''simple docstring'''

            return (self.nir / self.redEdge) - 1







     def a	( self   ):

            '''simple docstring'''

            return (self.red - self.blue) / self.red







     def a	( self   ):

            '''simple docstring'''

            _lowerCAmelCase    :							Optional[Any]   			=       self.ndvi()
            return ((ndvi + 0.5) / (abs(ndvi + 0.5   ))) * (abs(ndvi + 0.5   ) ** (1 / 2))







     def a	( self   ):

            '''simple docstring'''

            return self.nir - self.green







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self   ):

            '''simple docstring'''

            _lowerCAmelCase    :							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 a	( self      ,	snake_case__=0.16   ):

            '''simple docstring'''

            return (self.nir - self.green) / (self.nir + self.green + y)







     def a	( self      ,	snake_case__=0.5   ):

            '''simple docstring'''

            return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self      ,	snake_case__=None      ,	snake_case__=None   ):

            '''simple docstring'''

            return (self.nir - b) / (a * self.red)







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self   ):

            '''simple docstring'''

            return (self.red + self.green + self.blue) / 30.5







     def a	( self   ):

            '''simple docstring'''

            return self.nir / self.red







     def a	( self   ):

            '''simple docstring'''

            return (self.rvi() - 1) / (self.rvi() + 1)







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self   ):

            '''simple docstring'''

            return self.green / (self.nir + self.red + self.green)







     def a	( self   ):

            '''simple docstring'''

            return self.nir / (self.nir + self.red + self.green)







     def a	( self   ):

            '''simple docstring'''

            return self.red / (self.nir + self.red + self.green)







     def a	( self   ):

            '''simple docstring'''

            return (self.green - self.red) / (self.green + self.red)







     def a	( self   ):

            '''simple docstring'''

            return (self.red - self.green) / (self.red + self.green)







     def a	( self   ):

            '''simple docstring'''

            _lowerCAmelCase    :							Optional[int]   			=       np.max([np.max(self.red   ), np.max(self.green   ), np.max(self.blue   )]   )
            _lowerCAmelCase    :							Any   			=       np.min([np.min(self.red   ), np.min(self.green   ), np.min(self.blue   )]   )
            return (max_value - min_value) / max_value







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self   ):

            '''simple docstring'''

            return self.nir / self.red







     def a	( self   ):

            '''simple docstring'''

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







     def a	( self   ):

            '''simple docstring'''

            return (self.nir - self.redEdge) / (self.nir + self.redEdge)





'''simple docstring'''







from collections import OrderedDict
from typing import Mapping

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


lowerCAmelCase    :     str					=						logging.get_logger(__name__)

lowerCAmelCase    :     int					=						{
    """facebook/data2vec-text-base""": """https://huggingface.co/data2vec/resolve/main/config.json""",
}
class 	UpperCamelCase__					( SCREAMING_SNAKE_CASE_	):



     """simple docstring"""






     __magic_name__    			=    "data2vec-text"







     def __init__( self      ,	snake_case__=3_0522      ,	snake_case__=768      ,	snake_case__=12      ,	snake_case__=12      ,	snake_case__=3072      ,	snake_case__="gelu"      ,	snake_case__=0.1      ,	snake_case__=0.1      ,	snake_case__=512      ,	snake_case__=2      ,	snake_case__=0.02      ,	snake_case__=1E-12      ,	snake_case__=1      ,	snake_case__=0      ,	snake_case__=2      ,	snake_case__="absolute"      ,	snake_case__=True      ,	snake_case__=None      ,	**snake_case__      ,	):

            '''simple docstring'''

            super().__init__(pad_token_id=snake_case__      ,	bos_token_id=snake_case__      ,	eos_token_id=snake_case__      ,	**snake_case__   )

            _lowerCAmelCase    :							List[Any]   			=       vocab_size
            _lowerCAmelCase    :							Tuple   			=       hidden_size
            _lowerCAmelCase    :							Dict   			=       num_hidden_layers
            _lowerCAmelCase    :							int   			=       num_attention_heads
            _lowerCAmelCase    :							str   			=       hidden_act
            _lowerCAmelCase    :							Any   			=       intermediate_size
            _lowerCAmelCase    :							Any   			=       hidden_dropout_prob
            _lowerCAmelCase    :							Optional[int]   			=       attention_probs_dropout_prob
            _lowerCAmelCase    :							str   			=       max_position_embeddings
            _lowerCAmelCase    :							Any   			=       type_vocab_size
            _lowerCAmelCase    :							int   			=       initializer_range
            _lowerCAmelCase    :							List[str]   			=       layer_norm_eps
            _lowerCAmelCase    :							List[Any]   			=       position_embedding_type
            _lowerCAmelCase    :							str   			=       use_cache
            _lowerCAmelCase    :							Union[str, Any]   			=       classifier_dropout
class 	UpperCamelCase__					( SCREAMING_SNAKE_CASE_	):



     """simple docstring"""






     @property
     def a	( self   ):

            '''simple docstring'''

            if self.task == "multiple-choice":
                   _lowerCAmelCase    :							Union[str, Any]   			=       {0: 'batch', 1: 'choice', 2: 'sequence'}
            else:
                   _lowerCAmelCase    :							List[Any]   			=       {0: 'batch', 1: 'sequence'}
            return OrderedDict(
                [
                    ('input_ids', dynamic_axis),
                    ('attention_mask', dynamic_axis),
                ]   )

