





# Imports
import numpy as np






class 					__A    :

			'''simple docstring'''







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



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self       ,  __lowerCAmelCase=""       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None							):



				'''simple docstring'''







				self.set_matricies(red=__lowerCAmelCase       ,  green=__lowerCAmelCase       ,  blue=__lowerCAmelCase       ,  red_edge=__lowerCAmelCase       ,  nir=__lowerCAmelCase							)
				lowerCamelCase__								=		{
				    '''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							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self       ,  __lowerCAmelCase=0.08       ,  __lowerCAmelCase=1.22       ,  __lowerCAmelCase=0.03							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







				return self.nir - self.green





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







				lowerCamelCase__								=		(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       ,  __lowerCAmelCase=0.16							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self       ,  __lowerCAmelCase=0.5							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self       ,  __lowerCAmelCase=None       ,  __lowerCAmelCase=None							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







				return self.nir / self.red





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







				return self.nir / self.red





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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





			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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










from collections import OrderedDict
from typing import Mapping

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


_a 						=      logging.get_logger(__name__)

_a 						=      {
    "camembert-base": "https://huggingface.co/camembert-base/resolve/main/config.json",
    "umberto-commoncrawl-cased-v1": (
        "https://huggingface.co/Musixmatch/umberto-commoncrawl-cased-v1/resolve/main/config.json"
    ),
    "umberto-wikipedia-uncased-v1": (
        "https://huggingface.co/Musixmatch/umberto-wikipedia-uncased-v1/resolve/main/config.json"
    ),
}






class 					__A    (    lowerCAmelCase ):

			'''simple docstring'''







			lowerCAmelCase_							     =						"""camembert"""





			def __init__(    self       ,  __lowerCAmelCase=3_0_5_2_2       ,  __lowerCAmelCase=7_6_8       ,  __lowerCAmelCase=1_2       ,  __lowerCAmelCase=1_2       ,  __lowerCAmelCase=3_0_7_2       ,  __lowerCAmelCase="gelu"       ,  __lowerCAmelCase=0.1       ,  __lowerCAmelCase=0.1       ,  __lowerCAmelCase=5_1_2       ,  __lowerCAmelCase=2       ,  __lowerCAmelCase=0.02       ,  __lowerCAmelCase=1E-12       ,  __lowerCAmelCase=1       ,  __lowerCAmelCase=0       ,  __lowerCAmelCase=2       ,  __lowerCAmelCase="absolute"       ,  __lowerCAmelCase=True       ,  __lowerCAmelCase=None       ,  **__lowerCAmelCase       ,  ):



				'''simple docstring'''







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

				lowerCamelCase__								=		vocab_size
				lowerCamelCase__								=		hidden_size
				lowerCamelCase__								=		num_hidden_layers
				lowerCamelCase__								=		num_attention_heads
				lowerCamelCase__								=		hidden_act
				lowerCamelCase__								=		intermediate_size
				lowerCamelCase__								=		hidden_dropout_prob
				lowerCamelCase__								=		attention_probs_dropout_prob
				lowerCamelCase__								=		max_position_embeddings
				lowerCamelCase__								=		type_vocab_size
				lowerCamelCase__								=		initializer_range
				lowerCamelCase__								=		layer_norm_eps
				lowerCamelCase__								=		position_embedding_type
				lowerCamelCase__								=		use_cache
				lowerCamelCase__								=		classifier_dropout






class 					__A    (    lowerCAmelCase ):

			'''simple docstring'''







			@property
			def 		__lowerCamelCase				(    self							):



				'''simple docstring'''







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



