





'''simple docstring'''


import numpy as np
class 				a_       :





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





        """simple docstring"""




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





     def 							lowercase__				(			self		: Dict     ,				lowercase		: Optional[Any]=None     ,				lowercase		: Dict=None     ,				lowercase		: List[Any]=None     ,				lowercase		: str=None     ,				lowercase		: Union[str, Any]=None						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Tuple     ,				lowercase		: str=""     ,				lowercase		: Union[str, Any]=None     ,				lowercase		: Union[str, Any]=None     ,				lowercase		: Any=None     ,				lowercase		: Union[str, Any]=None     ,				lowercase		: Optional[Any]=None						):





        """simple docstring"""




        self.set_matricies(red=lowercase     ,				green=lowercase     ,				blue=lowercase     ,				red_edge=lowercase     ,				nir=lowercase						)
        lowercase_      :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 							lowercase__				(			self		: Dict						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: int						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: List[Any]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Optional[int]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: List[str]						):





        """simple docstring"""




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





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





        """simple docstring"""




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





     def 							lowercase__				(			self		: Tuple						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: List[Any]						):





        """simple docstring"""




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





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





        """simple docstring"""




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





     def 							lowercase__				(			self		: int						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Optional[int]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Any						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Any     ,				lowercase		: List[Any]=0.08     ,				lowercase		: Tuple=1.22     ,				lowercase		: Optional[int]=0.03						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: List[str]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Optional[int]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: str						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Any						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: str						):





        """simple docstring"""




        lowercase_      :Any         =			self.ndvi()
        return ((ndvi + 0.5) / (abs(ndvi + 0.5						))) * (abs(ndvi + 0.5						) ** (1 / 2))





     def 							lowercase__				(			self		: str						):





        """simple docstring"""




        return self.nir - self.green





     def 							lowercase__				(			self		: Optional[int]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Any						):





        """simple docstring"""




        lowercase_      :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 - 0.1_25) / (1 - self.red)





     def 							lowercase__				(			self		: List[Any]     ,				lowercase		: Union[str, Any]=0.16						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Optional[int]     ,				lowercase		: Optional[Any]=0.5						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: str						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: List[str]     ,				lowercase		: Union[str, Any]=None     ,				lowercase		: str=None						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: str						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Any						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Optional[Any]						):





        """simple docstring"""




        return self.nir / self.red





     def 							lowercase__				(			self		: Optional[int]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Tuple						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: str						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Optional[int]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Tuple						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: Optional[int]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: str						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: int						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: List[str]						):





        """simple docstring"""




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





     def 							lowercase__				(			self		: str						):





        """simple docstring"""




        return self.nir / self.red





     def 							lowercase__				(			self		: Dict						):





        """simple docstring"""




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







     def 							lowercase__				(			self		: List[Any]						):





        """simple docstring"""




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









'''simple docstring'''


import copy
from typing import Dict, Optional

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto import CONFIG_MAPPING
from ..detr import DetrConfig
from ..swin import SwinConfig


lowerCAmelCase :					Any 							={
    '''facebook/maskformer-swin-base-ade''': (
        '''https://huggingface.co/facebook/maskformer-swin-base-ade/blob/main/config.json'''
    )
    # See all MaskFormer models at https://huggingface.co/models?filter=maskformer
}

lowerCAmelCase :					int 							=logging.get_logger(__name__)
class 				a_       (    _lowerCAmelCase							):
     __A								=      "maskformer"
     __A								=      {"hidden_size": "mask_feature_size"}
     __A								=      ["resnet", "swin"]
     __A								=      ["detr"]





     def __init__(			self		: List[Any]     ,				lowercase		: int = 256     ,				lowercase		: int = 256     ,				lowercase		: float = 0.1     ,				lowercase		: bool = False     ,				lowercase		: Optional[Dict] = None     ,				lowercase		: Optional[Dict] = None     ,				lowercase		: float = 0.02     ,				lowercase		: float = 1.0     ,				lowercase		: float = 1.0     ,				lowercase		: float = 1.0     ,				lowercase		: float = 20.0     ,				lowercase		: Optional[bool] = None     ,				**lowercase		: Any     ,				):





        """simple docstring"""




        if backbone_config is None:
           # fall back to https://huggingface.co/microsoft/swin-base-patch4-window12-384-in22k
           lowercase_      :Any         =			SwinConfig(
               image_size=384     ,				in_channels=3     ,				patch_size=4     ,				embed_dim=128     ,				depths=[2, 2, 18, 2]     ,				num_heads=[4, 8, 16, 32]     ,				window_size=12     ,				drop_path_rate=0.3     ,				out_features=["stage1", "stage2", "stage3", "stage4"]     ,				)

        if isinstance(lowercase     ,				lowercase						):
           lowercase_      :Optional[int]         =			backbone_config.pop("model_type"						)
           lowercase_      :Optional[int]         =			CONFIG_MAPPING[backbone_model_type]
           lowercase_      :int         =			config_class.from_dict(lowercase						)

        # verify that the backbone is supported
        if backbone_config.model_type not in self.backbones_supported:
           logger.warning_once(
               F'Backbone {backbone_config.model_type} is not a supported model and may not be compatible with MaskFormer. '
               F'Supported model types: {",".join(self.backbones_supported						)}'						)

        if decoder_config is None:
           # fall back to https://huggingface.co/facebook/detr-resnet-50
           lowercase_      :Optional[Any]         =			DetrConfig()
        else:
           # verify that the decoder is supported
           lowercase_      :Tuple         =			(
               decoder_config.pop("model_type"						) if isinstance(lowercase     ,				lowercase						) else decoder_config.model_type
           )
           if decoder_type not in self.decoders_supported:
              raise ValueError(
                  F'Transformer Decoder {decoder_type} not supported, please use one of'
                  F' {",".join(self.decoders_supported						)}'						)
           if isinstance(lowercase     ,				lowercase						):
              lowercase_      :str         =			CONFIG_MAPPING[decoder_type]
              lowercase_      :List[str]         =			config_class.from_dict(lowercase						)

        lowercase_      :str         =			backbone_config
        lowercase_      :Union[str, Any]         =			decoder_config
        # main feature dimension for the model
        lowercase_      :Any         =			fpn_feature_size
        lowercase_      :Optional[int]         =			mask_feature_size
        # initializer
        lowercase_      :List[Any]         =			init_std
        lowercase_      :Union[str, Any]         =			init_xavier_std
        # Hungarian matcher && loss
        lowercase_      :List[str]         =			cross_entropy_weight
        lowercase_      :int         =			dice_weight
        lowercase_      :List[str]         =			mask_weight
        lowercase_      :Optional[Any]         =			use_auxiliary_loss
        lowercase_      :str         =			no_object_weight
        lowercase_      :int         =			output_auxiliary_logits

        lowercase_      :Optional[Any]         =			self.decoder_config.encoder_attention_heads
        lowercase_      :int         =			self.decoder_config.num_hidden_layers
        super().__init__(**lowercase						)





     @classmethod
     def 							lowercase__				(			cls		: Tuple     ,				lowercase		: PretrainedConfig     ,				lowercase		: PretrainedConfig     ,				**lowercase		: Union[str, Any]						):





        """simple docstring"""




        return cls(
            backbone_config=lowercase     ,				decoder_config=lowercase     ,				**lowercase     ,				)







     def 							lowercase__				(			self		: Optional[Any]						):





        """simple docstring"""




        lowercase_      :str         =			copy.deepcopy(self.__dict__						)
        lowercase_      :int         =			self.backbone_config.to_dict()
        lowercase_      :List[Any]         =			self.decoder_config.to_dict()
        lowercase_      :Optional[Any]         =			self.__class__.model_type
        return output


