





# Imports
import numpy as np

class 		SCREAMING_SNAKE_CASE__    :






      """simple docstring"""




      def __init__(self	:				List[Any]    ,      a__	:				Dict=None    ,      a__	:				Union[str, Any]=None    ,      a__	:				str=None    ,      a__	:				Optional[int]=None    ,      a__	:				Any=None				):





         """simple docstring"""



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


      def        a			(self	:				Optional[int]    ,      a__	:				Optional[int]=None    ,      a__	:				Any=None    ,      a__	:				Dict=None    ,      a__	:				Optional[Any]=None    ,      a__	:				str=None				):





         """simple docstring"""



         if red is not None:
            __snake_case								=       red
         if green is not None:
            __snake_case								=       green
         if blue is not None:
            __snake_case								=       blue
         if red_edge is not None:
            __snake_case								=       red_edge
         if nir is not None:
            __snake_case								=       nir
         return True


      def        a			(self	:				Any    ,      a__	:				Dict=""    ,      a__	:				List[str]=None    ,      a__	:				Union[str, Any]=None    ,      a__	:				List[str]=None    ,      a__	:				Optional[Any]=None    ,      a__	:				Tuple=None				):





         """simple docstring"""



         self.set_matricies(red=a__    ,      green=a__    ,      blue=a__    ,      red_edge=a__    ,      nir=a__				)
         __snake_case								=       {
             '''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	:				Union[str, Any]				):





         """simple docstring"""



         return -0.1_8 + (1.1_7 * ((self.nir - self.red) / (self.nir + self.red)))


      def        a			(self	:				Optional[int]				):





         """simple docstring"""



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


      def        a			(self	:				int				):





         """simple docstring"""



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


      def        a			(self	:				str				):





         """simple docstring"""



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


      def        a			(self	:				Union[str, Any]				):





         """simple docstring"""



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


      def        a			(self	:				List[str]				):





         """simple docstring"""



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


      def        a			(self	:				List[str]				):





         """simple docstring"""



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


      def        a			(self	:				Optional[Any]				):





         """simple docstring"""



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


      def        a			(self	:				List[Any]				):





         """simple docstring"""



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


      def        a			(self	:				int				):





         """simple docstring"""



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


      def        a			(self	:				Optional[Any]				):





         """simple docstring"""



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


      def        a			(self	:				Any				):





         """simple docstring"""



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


      def        a			(self	:				Any    ,      a__	:				Union[str, Any]=0.0_8    ,      a__	:				Any=1.2_2    ,      a__	:				Optional[Any]=0.0_3				):





         """simple docstring"""



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


      def        a			(self	:				Tuple				):





         """simple docstring"""



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


      def        a			(self	:				Union[str, Any]				):





         """simple docstring"""



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


      def        a			(self	:				List[str]				):





         """simple docstring"""



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


      def        a			(self	:				Optional[Any]				):





         """simple docstring"""



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


      def        a			(self	:				Union[str, Any]				):





         """simple docstring"""



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


      def        a			(self	:				Optional[int]				):





         """simple docstring"""



         return self.nir - self.green


      def        a			(self	:				Any				):





         """simple docstring"""



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


      def        a			(self	:				Optional[int]				):





         """simple docstring"""



         __snake_case								=       (2 * (self.nir**2 - self.red**2) + 1.5 * self.nir + 0.5 * self.red) / (
             self.nir + self.red + 0.5
         )
         return n * (1 - 0.2_5 * n) - (self.red - 0.1_2_5) / (1 - self.red)


      def        a			(self	:				Any    ,      a__	:				List[str]=0.1_6				):





         """simple docstring"""



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


      def        a			(self	:				int    ,      a__	:				Union[str, Any]=0.5				):





         """simple docstring"""



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


      def        a			(self	:				Any				):





         """simple docstring"""



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


      def        a			(self	:				Any    ,      a__	:				List[str]=None    ,      a__	:				Any=None				):





         """simple docstring"""



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


      def        a			(self	:				str				):





         """simple docstring"""



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


      def        a			(self	:				Union[str, Any]				):





         """simple docstring"""



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


      def        a			(self	:				List[Any]				):





         """simple docstring"""



         return self.nir / self.red


      def        a			(self	:				Optional[int]				):





         """simple docstring"""



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


      def        a			(self	:				Tuple				):





         """simple docstring"""



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


      def        a			(self	:				List[Any]				):





         """simple docstring"""



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


      def        a			(self	:				List[str]				):





         """simple docstring"""



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


      def        a			(self	:				str				):





         """simple docstring"""



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


      def        a			(self	:				Optional[int]				):





         """simple docstring"""



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


      def        a			(self	:				str				):





         """simple docstring"""



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


      def        a			(self	:				Tuple				):





         """simple docstring"""



         __snake_case								=       np.max([np.max(self.red				), np.max(self.green				), np.max(self.blue				)]				)
         __snake_case								=       np.min([np.min(self.red				), np.min(self.green				), np.min(self.blue				)]				)
         return (max_value - min_value) / max_value


      def        a			(self	:				Optional[int]				):





         """simple docstring"""



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


      def        a			(self	:				Optional[Any]				):





         """simple docstring"""



         return self.nir / self.red


      def        a			(self	:				List[str]				):





         """simple docstring"""



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


      def        a			(self	:				Optional[int]				):





         """simple docstring"""



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








from typing import List, Optional, Tuple

from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import logging
from .tokenization_herbert import HerbertTokenizer


snake_case_           =      logging.get_logger(__name__)

snake_case_           =      {'vocab_file': 'vocab.json', 'merges_file': 'merges.txt', 'tokenizer_file': 'tokenizer.json'}

snake_case_           =      {
    'vocab_file': {
        'allegro/herbert-base-cased': 'https://huggingface.co/allegro/herbert-base-cased/resolve/main/vocab.json'
    },
    'merges_file': {
        'allegro/herbert-base-cased': 'https://huggingface.co/allegro/herbert-base-cased/resolve/main/merges.txt'
    },
}

snake_case_           =      {'allegro/herbert-base-cased': 514}
snake_case_           =      {}

class 		SCREAMING_SNAKE_CASE__    (	_UpperCAmelCase  ):
      A_						:    Dict							=   VOCAB_FILES_NAMES
      A_						:    Optional[Any]							=   PRETRAINED_VOCAB_FILES_MAP
      A_						:    Optional[int]							=   PRETRAINED_INIT_CONFIGURATION
      A_						:    int							=   PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
      A_						:    Any							=   HerbertTokenizer


      def __init__(self	:				Dict    ,      a__	:				Tuple=None    ,      a__	:				Optional[int]=None    ,      a__	:				List[str]=None    ,      a__	:				Optional[int]="<s>"    ,      a__	:				Optional[Any]="<unk>"    ,      a__	:				Any="<pad>"    ,      a__	:				List[Any]="<mask>"    ,      a__	:				Any="</s>"    ,      **a__	:				Tuple    ,      ):





         """simple docstring"""



         super().__init__(
             a__    ,      a__    ,      tokenizer_file=a__    ,      cls_token=a__    ,      unk_token=a__    ,      pad_token=a__    ,      mask_token=a__    ,      sep_token=a__    ,      **a__    ,      )


      def        a			(self	:				List[str]    ,      a__	:				List[int]    ,      a__	:				Optional[List[int]] = None				):





         """simple docstring"""



         __snake_case								=       [self.cls_token_id]
         __snake_case								=       [self.sep_token_id]
         if token_ids_a is None:
            return cls + token_ids_a + sep

         return cls + token_ids_a + sep + token_ids_a + sep


      def        a			(self	:				List[str]    ,      a__	:				List[int]    ,      a__	:				Optional[List[int]] = None    ,      a__	:				bool = False				):





         """simple docstring"""



         if already_has_special_tokens:
            return super().get_special_tokens_mask(
                token_ids_a=a__    ,      token_ids_a=a__    ,      already_has_special_tokens=a__				)

         if token_ids_a is None:
            return [1] + ([0] * len(a__				)) + [1]
         return [1] + ([0] * len(a__				)) + [1] + ([0] * len(a__				)) + [1]


      def        a			(self	:				Optional[int]    ,      a__	:				List[int]    ,      a__	:				Optional[List[int]] = None				):





         """simple docstring"""



         __snake_case								=       [self.sep_token_id]
         __snake_case								=       [self.cls_token_id]

         if token_ids_a is None:
            return len(cls + token_ids_a + sep				) * [0]
         return len(cls + token_ids_a + sep				) * [0] + len(token_ids_a + sep				) * [1]


      def        a			(self	:				int    ,      a__	:				str    ,      a__	:				Optional[str] = None				):





         """simple docstring"""



         __snake_case								=       self._tokenizer.model.save(a__    ,      name=a__				)
         return tuple(a__				)

