



import colorsys

from PIL import Image  # type: ignore






def  UpperCAmelCase__    (    lowercase__						,       lowercase__						,       lowercase__   ) ->      float:
						__lowercase					=				x
						__lowercase					=				y
						for step in range(lowercase__   ):  # noqa: B007
												__lowercase					=				a * a - b * b + x
												__lowercase					=				2 * a * b + y
												__lowercase					=				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  UpperCAmelCase__    (    lowercase__   ) ->      tuple:

						if distance == 1:
												return (0, 0, 0)
						else:
												return (255, 255, 255)






def  UpperCAmelCase__    (    lowercase__   ) ->      tuple:

						if distance == 1:
												return (0, 0, 0)
						else:
												return tuple(round(i * 255   ) for i in colorsys.hsv_to_rgb(lowercase__						,       1						,       1   )   )






def  UpperCAmelCase__    (    lowercase__ = 800						,       lowercase__ = 600						,       lowercase__ = -0.6						,       lowercase__ = 0						,       lowercase__ = 3.2						,       lowercase__ = 50						,       lowercase__ = True						,       ) ->      Image.Image:
						__lowercase					=				Image.new("""RGB"""						,       (image_width, image_height)   )
						__lowercase					=				img.load()

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

																		__lowercase					=				get_distance(lowercase__						,       lowercase__						,       lowercase__   )

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

						return img


if __name__ == "__main__":
			import doctest

			doctest.testmod()

			# colored version, full figure
			UpperCamelCase__ =						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()










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


UpperCamelCase__ =						logging.get_logger(__name__)

UpperCamelCase__ =						{
    "hustvl/yolos-small": "https://huggingface.co/hustvl/yolos-small/resolve/main/config.json",
    # See all YOLOS models at https://huggingface.co/models?filter=yolos
}
class 			_lowerCAmelCase   ( _UpperCAmelCase			):






			"""simple docstring"""





			lowercase__      :  Union[str, Any]      =			"""yolos"""





			def __init__(				self	:       Optional[int]			,     lowercase	:       Any=768			,     lowercase	:       Tuple=12			,     lowercase	:       Tuple=12			,     lowercase	:       str=3_072			,     lowercase	:       Optional[Any]="gelu"			,     lowercase	:       Union[str, Any]=0.0			,     lowercase	:       Dict=0.0			,     lowercase	:       Optional[int]=0.02			,     lowercase	:       Optional[Any]=1E-1_2			,     lowercase	:       Tuple=[512, 864]			,     lowercase	:       Optional[int]=16			,     lowercase	:       Dict=3			,     lowercase	:       Optional[Any]=True			,     lowercase	:       Optional[int]=100			,     lowercase	:       Optional[int]=True			,     lowercase	:       Any=False			,     lowercase	:       Any=1			,     lowercase	:       Any=5			,     lowercase	:       List[str]=2			,     lowercase	:       Union[str, Any]=5			,     lowercase	:       str=2			,     lowercase	:       Tuple=0.1			,     **lowercase	:       str			,     )						->					Optional[Any]:
									"""simple docstring"""







									super().__init__(**lowercase   )

									__lowercase					=				hidden_size
									__lowercase					=				num_hidden_layers
									__lowercase					=				num_attention_heads
									__lowercase					=				intermediate_size
									__lowercase					=				hidden_act
									__lowercase					=				hidden_dropout_prob
									__lowercase					=				attention_probs_dropout_prob
									__lowercase					=				initializer_range
									__lowercase					=				layer_norm_eps
									__lowercase					=				image_size
									__lowercase					=				patch_size
									__lowercase					=				num_channels
									__lowercase					=				qkv_bias
									__lowercase					=				num_detection_tokens
									__lowercase					=				use_mid_position_embeddings
									__lowercase					=				auxiliary_loss
									# Hungarian matcher
									__lowercase					=				class_cost
									__lowercase					=				bbox_cost
									__lowercase					=				giou_cost
									# Loss coefficients
									__lowercase					=				bbox_loss_coefficient
									__lowercase					=				giou_loss_coefficient
									__lowercase					=				eos_coefficient





class 			_lowerCAmelCase   ( _UpperCAmelCase			):






			"""simple docstring"""





			lowercase__      :  Dict      =			version.parse("""1.11"""			)





			@property
			def 		snake_case__			(				self	:       List[str]   )						->					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	:       int   )						->					float:
									"""simple docstring"""







									return 1E-4







			@property
			def 		snake_case__			(				self	:       Optional[Any]   )						->					int:
									"""simple docstring"""







									return 12





