



"""simple docstring"""

# Imports
import numpy as np







class    __lowercase     :







						"""simple docstring"""







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







						def 						__UpperCamelCase							(self   ,		lowercase__=None   ,		lowercase__=None   ,		lowercase__=None   ,		lowercase__=None   ,		lowercase__=None       ):
											if red is not None:
																snake_case_					:		int 					=					red
											if green is not None:
																snake_case_					:		List[Any] 					=					green
											if blue is not None:
																snake_case_					:		Tuple 					=					blue
											if red_edge is not None:
																snake_case_					:		Any 					=					red_edge
											if nir is not None:
																snake_case_					:		Optional[int] 					=					nir
											return True







						def 						__UpperCamelCase							(self   ,		lowercase__=""   ,		lowercase__=None   ,		lowercase__=None   ,		lowercase__=None   ,		lowercase__=None   ,		lowercase__=None       ):
											self.set_matricies(red=lowercase__   ,		green=lowercase__   ,		blue=lowercase__   ,		red_edge=lowercase__   ,		nir=lowercase__       )
											snake_case_					:		Union[str, 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 						__UpperCamelCase							(self       ):
											return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))







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







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







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







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







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







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







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







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







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







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







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







						def 						__UpperCamelCase							(self   ,		lowercase__=0.08   ,		lowercase__=1.22   ,		lowercase__=0.03       ):
											return a * (
											    (self.nir - a * self.red - b)
											    / (a * self.nir + self.red - a * b + x * (1 + a**2))
											)







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







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







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







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







						def 						__UpperCamelCase							(self       ):
											snake_case_					:		Tuple 					=					self.ndvi()
											return ((ndvi + 0.5) / (abs(ndvi + 0.5       ))) * (abs(ndvi + 0.5       ) ** (1 / 2))







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







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







						def 						__UpperCamelCase							(self       ):
											snake_case_					:		List[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 						__UpperCamelCase							(self   ,		lowercase__=0.16       ):
											return (self.nir - self.green) / (self.nir + self.green + y)







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







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







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







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







						def 						__UpperCamelCase							(self       ):
											return (self.red + self.green + self.blue) / 30.5







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







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







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







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







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







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







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







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







						def 						__UpperCamelCase							(self       ):
											snake_case_					:		Union[str, Any] 					=					np.max([np.max(self.red       ), np.max(self.green       ), np.max(self.blue       )]       )
											snake_case_					:		Optional[Any] 					=					np.min([np.min(self.red       ), np.min(self.green       ), np.min(self.blue       )]       )
											return (max_value - min_value) / max_value







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







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







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







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









"""simple docstring"""

from ...configuration_utils import PretrainedConfig
from ...utils import logging


a_			   =					logging.get_logger(__name__)

a_			   =					{
    '''facebook/dpr-ctx_encoder-single-nq-base''': (
        '''https://huggingface.co/facebook/dpr-ctx_encoder-single-nq-base/resolve/main/config.json'''
    ),
    '''facebook/dpr-question_encoder-single-nq-base''': (
        '''https://huggingface.co/facebook/dpr-question_encoder-single-nq-base/resolve/main/config.json'''
    ),
    '''facebook/dpr-reader-single-nq-base''': (
        '''https://huggingface.co/facebook/dpr-reader-single-nq-base/resolve/main/config.json'''
    ),
    '''facebook/dpr-ctx_encoder-multiset-base''': (
        '''https://huggingface.co/facebook/dpr-ctx_encoder-multiset-base/resolve/main/config.json'''
    ),
    '''facebook/dpr-question_encoder-multiset-base''': (
        '''https://huggingface.co/facebook/dpr-question_encoder-multiset-base/resolve/main/config.json'''
    ),
    '''facebook/dpr-reader-multiset-base''': (
        '''https://huggingface.co/facebook/dpr-reader-multiset-base/resolve/main/config.json'''
    ),
}







class    __lowercase     (					_UpperCAmelCase):







						"""simple docstring"""







						_A		:							Optional[int]							       =		"""dpr"""







						def __init__(self   ,		lowercase__=3_05_22   ,		lowercase__=7_68   ,		lowercase__=12   ,		lowercase__=12   ,		lowercase__=30_72   ,		lowercase__="gelu"   ,		lowercase__=0.1   ,		lowercase__=0.1   ,		lowercase__=5_12   ,		lowercase__=2   ,		lowercase__=0.02   ,		lowercase__=1e-12   ,		lowercase__=0   ,		lowercase__="absolute"   ,		lowercase__ = 0   ,		**lowercase__   ,		):
											super().__init__(pad_token_id=lowercase__   ,		**lowercase__       )

											snake_case_					:		List[Any] 					=					vocab_size
											snake_case_					:		List[str] 					=					hidden_size
											snake_case_					:		Tuple 					=					num_hidden_layers
											snake_case_					:		List[Any] 					=					num_attention_heads
											snake_case_					:		int 					=					hidden_act
											snake_case_					:		Dict 					=					intermediate_size
											snake_case_					:		int 					=					hidden_dropout_prob
											snake_case_					:		Any 					=					attention_probs_dropout_prob
											snake_case_					:		str 					=					max_position_embeddings
											snake_case_					:		List[str] 					=					type_vocab_size
											snake_case_					:		List[str] 					=					initializer_range
											snake_case_					:		Optional[int] 					=					layer_norm_eps
											snake_case_					:		Union[str, Any] 					=					projection_dim
											snake_case_					:		str 					=					position_embedding_type




