

"""simple docstring"""






import colorsys

from PIL import Image  # type: ignore



def   lowercase_	(    _lowercase       :		float							,      _lowercase       :		float							,      _lowercase       :		int	):




					'''simple docstring'''






					UpperCAmelCase			:   Dict      =				x
					UpperCAmelCase			:   Dict      =				y
					for step in range(_lowercase	):  # noqa: B007
										UpperCAmelCase			:   List[str]      =				a * a - b * b + x
										UpperCAmelCase			:   Dict      =				2 * a * b + y
										UpperCAmelCase			:   Optional[Any]      =				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   lowercase_	(    _lowercase       :		float	):




					'''simple docstring'''






					if distance == 1:
										return (0, 0, 0)
					else:
										return (2_55, 2_55, 2_55)



def   lowercase_	(    _lowercase       :		float	):




					'''simple docstring'''






					if distance == 1:
										return (0, 0, 0)
					else:
										return tuple(round(i * 2_55	) for i in colorsys.hsv_to_rgb(_lowercase							,      1							,      1	)	)



def   lowercase_	(    _lowercase       :		int = 8_00							,      _lowercase       :		int = 6_00							,      _lowercase       :		float = -0.6							,      _lowercase       :		float = 0							,      _lowercase       :		float = 3.2							,      _lowercase       :		int = 50							,      _lowercase       :		bool = True							,      ):




					'''simple docstring'''






					UpperCAmelCase			:   Dict      =				Image.new("RGB"							,      (image_width, image_height)	)
					UpperCAmelCase			:   Any      =				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
															UpperCAmelCase			:   List[str]      =				figure_width / image_width * image_height
															UpperCAmelCase			:   Tuple      =				figure_center_x + (image_x / image_width - 0.5) * figure_width
															UpperCAmelCase			:   Any      =				figure_center_y + (image_y / image_height - 0.5) * figure_height

															UpperCAmelCase			:   List[Any]      =				get_distance(_lowercase							,      _lowercase							,      _lowercase	)

															# color the corresponding pixel based on the selected coloring-function
															if use_distance_color_coding:
																				UpperCAmelCase			:   Optional[Any]      =				get_color_coded_rgb(_lowercase	)
															else:
																				UpperCAmelCase			:   Any      =				get_black_and_white_rgb(_lowercase	)

					return img


if __name__ == "__main__":
	import doctest

	doctest.testmod()

	# colored version, full figure
	snake_case_   :   str        =       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()





"""simple docstring"""






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


snake_case_   :   List[Any]        =       logging.get_logger(__name__)

snake_case_   :   List[Any]        =       {
    """RWKV/rwkv-4-169m-pile""": """https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-430m-pile""": """https://huggingface.co/RWKV/rwkv-4-430m-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-1b5-pile""": """https://huggingface.co/RWKV/rwkv-4-1b5-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-3b-pile""": """https://huggingface.co/RWKV/rwkv-4-3b-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-7b-pile""": """https://huggingface.co/RWKV/rwkv-4-7b-pile/resolve/main/config.json""",
    """RWKV/rwkv-4-14b-pile""": """https://huggingface.co/RWKV/rwkv-4-14b-pile/resolve/main/config.json""",
    """RWKV/rwkv-raven-1b5""": """https://huggingface.co/RWKV/rwkv-raven-1b5/resolve/main/config.json""",
    """RWKV/rwkv-raven-3b""": """https://huggingface.co/RWKV/rwkv-raven-3b/resolve/main/config.json""",
    """RWKV/rwkv-raven-7b""": """https://huggingface.co/RWKV/rwkv-raven-7b/resolve/main/config.json""",
    """RWKV/rwkv-raven-14b""": """https://huggingface.co/RWKV/rwkv-raven-14b/resolve/main/config.json""",
}







class       snake_case__  ( lowerCAmelCase_     ):
			SCREAMING_SNAKE_CASE__     				=						'''rwkv'''
			SCREAMING_SNAKE_CASE__     				=						{'''max_position_embeddings''': '''context_length'''}







			def __init__(			self			: int			,  lowercase			: Optional[Any]=5_02_77			,  lowercase			: Union[str, Any]=10_24			,  lowercase			: Union[str, Any]=40_96			,  lowercase			: List[str]=32			,  lowercase			: str=None			,  lowercase			: Tuple=None			,  lowercase			: Dict=1E-5			,  lowercase			: Any=0			,  lowercase			: List[Any]=0			,  lowercase			: int=6			,  lowercase			: Dict=False			,  lowercase			: Dict=True			,  **lowercase			: Optional[Any]			,  ):





								'''simple docstring'''



								UpperCAmelCase			:   Optional[int]      =				vocab_size
								UpperCAmelCase			:   List[str]      =				context_length
								UpperCAmelCase			:   Optional[Any]      =				hidden_size
								UpperCAmelCase			:   List[Any]      =				num_hidden_layers
								UpperCAmelCase			:   Union[str, Any]      =				attention_hidden_size if attention_hidden_size is not None else hidden_size
								UpperCAmelCase			:   List[Any]      =				intermediate_size if intermediate_size is not None else 4 * hidden_size
								UpperCAmelCase			:   Tuple      =				layer_norm_epsilon
								UpperCAmelCase			:   Optional[int]      =				rescale_every
								UpperCAmelCase			:   Tuple      =				use_cache

								UpperCAmelCase			:   Union[str, Any]      =				bos_token_id
								UpperCAmelCase			:   Optional[int]      =				eos_token_id

								super().__init__(
								    tie_word_embeddings=lowercase			,  bos_token_id=lowercase			,  eos_token_id=lowercase			,  **lowercase  )


