






"""simple docstring"""

import importlib
import os
from dataclasses import dataclass
from enum import Enum
from typing import Any, Dict, Optional, Union

import torch

from ..utils import BaseOutput


lowercase    			=       '''scheduler_config.json'''

class 						A_							(      snake_case_  ):
				UpperCAmelCase__        =				1
				UpperCAmelCase__        =				2
				UpperCAmelCase__        =				3
				UpperCAmelCase__        =				4
				UpperCAmelCase__        =				5
				UpperCAmelCase__        =				6
				UpperCAmelCase__        =				7
				UpperCAmelCase__        =				8
				UpperCAmelCase__        =				9
				UpperCAmelCase__        =				1_0
				UpperCAmelCase__        =				1_1
				UpperCAmelCase__        =				1_2
				UpperCAmelCase__        =				1_3
				UpperCAmelCase__        =				1_4





@dataclass
class 						A_							(      snake_case_  ):
				UpperCAmelCase__        =				42





class 						A_							:
				UpperCAmelCase__        =				SCHEDULER_CONFIG_NAME
				UpperCAmelCase__        =				[]
				UpperCAmelCase__        =				True







				@classmethod
				def     _snake_case					(							cls							:						int						,    __lowerCamelCase							:						Dict[str, Any] = None						,    __lowerCamelCase							:						Optional[str] = None						,    __lowerCamelCase							:						int=False						,    **__lowerCamelCase							:						List[str]						,    )				->					str:
										__magic_name__      ,    __magic_name__      ,    __magic_name__            =     cls.load_config(
										    pretrained_model_name_or_path=__lowerCamelCase						,    subfolder=__lowerCamelCase						,    return_unused_kwargs=__lowerCamelCase						,    return_commit_hash=__lowerCamelCase						,    **__lowerCamelCase						,    )
										return cls.from_config(__lowerCamelCase						,    return_unused_kwargs=__lowerCamelCase						,    **__lowerCamelCase	)







				def     _snake_case					(							self							:						str						,    __lowerCamelCase							:						Union[str, os.PathLike]						,    __lowerCamelCase							:						bool = False						,    **__lowerCamelCase							:						Dict	)				->					List[Any]:
										self.save_config(save_directory=__lowerCamelCase						,    push_to_hub=__lowerCamelCase						,    **__lowerCamelCase	)







				@property
				def     _snake_case					(							self							:						Dict	)				->					int:
										return self._get_compatibles()







				@classmethod
				def     _snake_case					(							cls							:						Optional[int]	)				->					Union[str, Any]:
										__magic_name__            =     list(set([cls.__name__] + cls._compatibles	)	)
										__magic_name__            =     importlib.import_module(__name__.split("."	)[0]	)
										__magic_name__            =     [
										    getattr(__lowerCamelCase						,    __lowerCamelCase	) for c in compatible_classes_str if hasattr(__lowerCamelCase						,    __lowerCamelCase	)
										]
										return compatible_classes











"""simple docstring"""

import colorsys

from PIL import Image  # type: ignore






def _lowerCAmelCase	(  __lowerCamelCase:float ,						__lowerCamelCase:float ,						__lowerCamelCase:int   ):

						'''simple docstring'''






						__magic_name__            =     x
						__magic_name__            =     y
						for step in range(__lowerCamelCase   ):  # noqa: B007
												__magic_name__            =     a * a - b * b + x
												__magic_name__            =     2 * a * b + y
												__magic_name__            =     a_new

												# divergence happens for all complex number with an absolute value
												# greater than 4
												if a * a + b * b > 4:
																		break
						return step / (max_step - 1)






def _lowerCAmelCase	(  __lowerCamelCase:float   ):

						'''simple docstring'''






						if distance == 1:
												return (0, 0, 0)
						else:
												return (2_5_5, 2_5_5, 2_5_5)






def _lowerCAmelCase	(  __lowerCamelCase:float   ):

						'''simple docstring'''






						if distance == 1:
												return (0, 0, 0)
						else:
												return tuple(round(i * 2_5_5   ) for i in colorsys.hsv_to_rgb(__lowerCamelCase ,						1 ,						1   )   )






def _lowerCAmelCase	(  __lowerCamelCase:int = 8_0_0 ,						__lowerCamelCase:int = 6_0_0 ,						__lowerCamelCase:float = -0.6 ,						__lowerCamelCase:float = 0 ,						__lowerCamelCase:float = 3.2 ,						__lowerCamelCase:int = 5_0 ,						__lowerCamelCase:bool = True ,						):

						'''simple docstring'''






						__magic_name__            =     Image.new("RGB" ,						(image_width, image_height)   )
						__magic_name__            =     img.load()

						# loop through the image-coordinates
						for image_x in range(__lowerCamelCase   ):
												for image_y in range(__lowerCamelCase   ):
																		# determine the figure-coordinates based on the image-coordinates
																		__magic_name__            =     figure_width / image_width * image_height
																		__magic_name__            =     figure_center_x + (image_x / image_width - 0.5) * figure_width
																		__magic_name__            =     figure_center_y + (image_y / image_height - 0.5) * figure_height

																		__magic_name__            =     get_distance(__lowerCamelCase ,						__lowerCamelCase ,						__lowerCamelCase   )

																		# color the corresponding pixel based on the selected coloring-function
																		if use_distance_color_coding:
																								__magic_name__            =     get_color_coded_rgb(__lowerCamelCase   )
																		else:
																								__magic_name__            =     get_black_and_white_rgb(__lowerCamelCase   )

						return img


if __name__ == "__main__":
			import doctest

			doctest.testmod()

			# colored version, full figure
			lowercase    			=       get_image()

			# uncomment for colored version, different section, zoomed in
			# img = get_image(figure_center_x = -0.6, figure_center_y = -0.4,
			# figure_width = 0.8)

			# uncomment for black and white version, full figure
			# img = get_image(use_distance_color_coding = False)

			# uncomment to save the image
			# img.save("mandelbrot.png")

			img.show()



