





'''simple docstring'''

import warnings
from collections import OrderedDict
from typing import Mapping

from packaging import version

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


lowercase__						:      Any	=    logging.get_logger(__name__)

lowercase__						:      Tuple	=    {
    'nvidia/segformer-b0-finetuned-ade-512-512': (
        'https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512/resolve/main/config.json'
    ),
    # See all SegFormer models at https://huggingface.co/models?filter=segformer
}
class     __lowerCAmelCase					(   __magic_name__			):






       """simple docstring"""
       _snake_case     :					Optional[int]						    =   'segformer'





       def __init__(							self       :		Any	,			lowerCAmelCase__       :		Optional[int]=3	,			lowerCAmelCase__       :		List[str]=4	,			lowerCAmelCase__       :		Union[str, Any]=[2, 2, 2, 2]	,			lowerCAmelCase__       :		List[Any]=[8, 4, 2, 1]	,			lowerCAmelCase__       :		Any=[32, 64, 160, 256]	,			lowerCAmelCase__       :		Union[str, Any]=[7, 3, 3, 3]	,			lowerCAmelCase__       :		Optional[Any]=[4, 2, 2, 2]	,			lowerCAmelCase__       :		int=[1, 2, 5, 8]	,			lowerCAmelCase__       :		int=[4, 4, 4, 4]	,			lowerCAmelCase__       :		Optional[Any]="gelu"	,			lowerCAmelCase__       :		Optional[int]=0.0	,			lowerCAmelCase__       :		List[Any]=0.0	,			lowerCAmelCase__       :		str=0.1	,			lowerCAmelCase__       :		Tuple=0.02	,			lowerCAmelCase__       :		Optional[Any]=0.1	,			lowerCAmelCase__       :		Tuple=1e-6	,			lowerCAmelCase__       :		Union[str, Any]=256	,			lowerCAmelCase__       :		Optional[int]=255	,			**lowerCAmelCase__       :		Dict	,			)   ->					str:

            '''simple docstring'''




            super().__init__(**lowerCAmelCase__					)

            if "reshape_last_stage" in kwargs and kwargs["reshape_last_stage"] is False:
                 warnings.warn(
                     '''Reshape_last_stage is set to False in this config. This argument is deprecated and will soon be'''
                     ''' removed, as the behaviour will default to that of reshape_last_stage = True.'''	,			lowerCAmelCase__	,			)

            _UpperCamelCase       =	num_channels
            _UpperCamelCase       =	num_encoder_blocks
            _UpperCamelCase       =	depths
            _UpperCamelCase       =	sr_ratios
            _UpperCamelCase       =	hidden_sizes
            _UpperCamelCase       =	patch_sizes
            _UpperCamelCase       =	strides
            _UpperCamelCase       =	mlp_ratios
            _UpperCamelCase       =	num_attention_heads
            _UpperCamelCase       =	hidden_act
            _UpperCamelCase       =	hidden_dropout_prob
            _UpperCamelCase       =	attention_probs_dropout_prob
            _UpperCamelCase       =	classifier_dropout_prob
            _UpperCamelCase       =	initializer_range
            _UpperCamelCase       =	drop_path_rate
            _UpperCamelCase       =	layer_norm_eps
            _UpperCamelCase       =	decoder_hidden_size
            _UpperCamelCase       =	kwargs.get('''reshape_last_stage'''	,			lowerCAmelCase__					)
            _UpperCamelCase       =	semantic_loss_ignore_index

class     __lowerCAmelCase					(   __magic_name__			):






       """simple docstring"""
       _snake_case     :					Union[str, Any]						    =   version.parse('1.11'			)





       @property
       def snake_case__						(							self       :		Optional[int]					)   ->					Mapping[str, Mapping[int, str]]:

            '''simple docstring'''




            return OrderedDict(
                [
                    ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
                ]					)





       @property
       def snake_case__						(							self       :		Any					)   ->					float:

            '''simple docstring'''




            return 1e-4







       @property
       def snake_case__						(							self       :		int					)   ->					int:

            '''simple docstring'''




            return 12










'''simple docstring'''

import math







def  a__    (    lowercase :					float, lowercase :					float				)		->		float:





     """simple docstring"""

     if initial_intensity < 0:
          raise ValueError('''The value of intensity cannot be negative'''				)
          # handling of negative values of initial intensity
     if angle < 0 or angle > 360:
          raise ValueError('''In Malus Law, the angle is in the range 0-360 degrees'''				)
          # handling of values out of allowed range
     return initial_intensity * (math.cos(math.radians(lowercase				)				) ** 2)


if __name__ == "__main__":
   import doctest

   doctest.testmod(name='malus_law')



