


# Imports
import numpy as np


class 		_SCREAMING_SNAKE_CASE     :


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


     def        __snake_case(  self							,					A_=None							,					A_=None							,					A_=None							,					A_=None							,					A_=None    ):
       if red is not None:
         _UpperCAmelCase		:							List[Any]							=     red
       if green is not None:
         _UpperCAmelCase		:							Any							=     green
       if blue is not None:
         _UpperCAmelCase		:							int							=     blue
       if red_edge is not None:
         _UpperCAmelCase		:							Any							=     red_edge
       if nir is not None:
         _UpperCAmelCase		:							List[str]							=     nir
       return True


     def        __snake_case(  self							,					A_=""							,					A_=None							,					A_=None							,					A_=None							,					A_=None							,					A_=None    ):
       self.set_matricies(red=A_							,					green=A_							,					blue=A_							,					red_edge=A_							,					nir=A_    )
       _UpperCAmelCase		:							Optional[Any]							=     {
           """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    ):
       return -0.1_8 + (1.1_7 * ((self.nir - self.red) / (self.nir + self.red)))


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


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


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


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


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


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


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


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


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


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


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


     def        __snake_case(  self							,					A_=0.0_8							,					A_=1.2_2							,					A_=0.0_3    ):
       return a * (
           (self.nir - a * self.red - b)
           / (a * self.nir + self.red - a * b + x * (1 + a**2))
       )


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


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


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


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


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


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


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


     def        __snake_case(  self    ):
       _UpperCAmelCase		:							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 - 0.2_5 * n) - (self.red - 0.1_2_5) / (1 - self.red)


     def        __snake_case(  self							,					A_=0.1_6    ):
       return (self.nir - self.green) / (self.nir + self.green + y)


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


     def        __snake_case(  self    ):
       return np.arctan(
           ((2 * self.red - self.green - self.blue) / 3_0.5) * (self.green - self.blue)    )


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


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


     def        __snake_case(  self    ):
       return (self.red + self.green + self.blue) / 3_0.5


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


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


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


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


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


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


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


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


     def        __snake_case(  self    ):
       _UpperCAmelCase		:							Dict							=     np.max([np.max(self.red    ), np.max(self.green    ), np.max(self.blue    )]    )
       _UpperCAmelCase		:							Dict							=     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    ):
       return (2 * self.red - self.green - self.blue) / (self.green - self.blue)


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


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




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









import json
from typing import List, Optional, Tuple

from tokenizers import normalizers

from ....tokenization_utils_fast import PreTrainedTokenizerFast
from ....utils import logging
from .tokenization_retribert import RetriBertTokenizer


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

SCREAMING_SNAKE_CASE__					:     Optional[int]       =     {'vocab_file': 'vocab.txt', 'tokenizer_file': 'tokenizer.json'}

SCREAMING_SNAKE_CASE__					:     List[Any]       =     {
    'vocab_file': {
        'yjernite/retribert-base-uncased': (
            'https://huggingface.co/yjernite/retribert-base-uncased/resolve/main/vocab.txt'
        ),
    },
    'tokenizer_file': {
        'yjernite/retribert-base-uncased': (
            'https://huggingface.co/yjernite/retribert-base-uncased/resolve/main/tokenizer.json'
        ),
    },
}

SCREAMING_SNAKE_CASE__					:     Tuple       =     {
    'yjernite/retribert-base-uncased': 512,
}


SCREAMING_SNAKE_CASE__					:     Optional[Any]       =     {
    'yjernite/retribert-base-uncased': {'do_lower_case': True},
}


class 		_SCREAMING_SNAKE_CASE     (						A     ):
     __SCREAMING_SNAKE_CASE     					=    VOCAB_FILES_NAMES
     __SCREAMING_SNAKE_CASE     					=    PRETRAINED_VOCAB_FILES_MAP
     __SCREAMING_SNAKE_CASE     					=    PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
     __SCREAMING_SNAKE_CASE     					=    PRETRAINED_INIT_CONFIGURATION
     __SCREAMING_SNAKE_CASE     					=    RetriBertTokenizer
     __SCREAMING_SNAKE_CASE     					=    ['''input_ids''', '''attention_mask''']


     def __init__(  self							,					A_=None							,					A_=None							,					A_=True							,					A_="[UNK]"							,					A_="[SEP]"							,					A_="[PAD]"							,					A_="[CLS]"							,					A_="[MASK]"							,					A_=True							,					A_=None							,					**A_							,					):
       super().__init__(
           A_							,					tokenizer_file=A_							,					do_lower_case=A_							,					unk_token=A_							,					sep_token=A_							,					pad_token=A_							,					cls_token=A_							,					mask_token=A_							,					tokenize_chinese_chars=A_							,					strip_accents=A_							,					**A_							,					)

       _UpperCAmelCase		:							List[str]							=     json.loads(self.backend_tokenizer.normalizer.__getstate__()    )
       if (
           normalizer_state.get("""lowercase"""							,					A_    ) != do_lower_case
           or normalizer_state.get("""strip_accents"""							,					A_    ) != strip_accents
           or normalizer_state.get("""handle_chinese_chars"""							,					A_    ) != tokenize_chinese_chars
       ):
         _UpperCAmelCase		:							str							=     getattr(A_							,					normalizer_state.pop("""type"""    )    )
         _UpperCAmelCase		:							Optional[int]							=     do_lower_case
         _UpperCAmelCase		:							List[Any]							=     strip_accents
         _UpperCAmelCase		:							List[str]							=     tokenize_chinese_chars
         _UpperCAmelCase		:							Dict							=     normalizer_class(**A_    )

       _UpperCAmelCase		:							Dict							=     do_lower_case


     def        __snake_case(  self							,					A_							,					A_=None    ):
       _UpperCAmelCase		:							Tuple							=     [self.cls_token_id] + token_ids_a + [self.sep_token_id]

       if token_ids_a:
         output += token_ids_a + [self.sep_token_id]

       return output


     def        __snake_case(  self							,					A_							,					A_ = None    ):
       _UpperCAmelCase		:							List[Any]							=     [self.sep_token_id]
       _UpperCAmelCase		:							Tuple							=     [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        __snake_case(  self							,					A_							,					A_ = None    ):
       _UpperCAmelCase		:							Dict							=     self._tokenizer.model.save(A_							,					name=A_    )
       return tuple(A_    )





