





'''simple docstring'''




from math import cos, sin, sqrt, tau

from audio_filters.iir_filter import IIRFilter



def 		__A		(  lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_ = 1 / sqrt(2	)	):


		"""simple docstring"""



		SCREAMING_SNAKE_CASE :				str		=			tau * frequency / samplerate
		SCREAMING_SNAKE_CASE :				List[Any]		=			sin(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				List[Any]		=			cos(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				str		=			_sin / (2 * q_factor)

		SCREAMING_SNAKE_CASE :				Optional[int]		=			(1 - _cos) / 2
		SCREAMING_SNAKE_CASE :				Union[str, Any]		=			1 - _cos

		SCREAMING_SNAKE_CASE :				Optional[int]		=			1 + alpha
		SCREAMING_SNAKE_CASE :				List[Any]		=			-2 * _cos
		SCREAMING_SNAKE_CASE :				Tuple		=			1 - alpha

		SCREAMING_SNAKE_CASE :				List[str]		=			IIRFilter(2	)
		filt.set_coefficients([aa, aa, aa]			,			[ba, ba, ba]	)
		return filt



def 		__A		(  lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_ = 1 / sqrt(2	)	):


		"""simple docstring"""



		SCREAMING_SNAKE_CASE :				List[str]		=			tau * frequency / samplerate
		SCREAMING_SNAKE_CASE :				Dict		=			sin(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				Dict		=			cos(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				Dict		=			_sin / (2 * q_factor)

		SCREAMING_SNAKE_CASE :				Any		=			(1 + _cos) / 2
		SCREAMING_SNAKE_CASE :				Tuple		=			-1 - _cos

		SCREAMING_SNAKE_CASE :				Optional[int]		=			1 + alpha
		SCREAMING_SNAKE_CASE :				Any		=			-2 * _cos
		SCREAMING_SNAKE_CASE :				int		=			1 - alpha

		SCREAMING_SNAKE_CASE :				List[str]		=			IIRFilter(2	)
		filt.set_coefficients([aa, aa, aa]			,			[ba, ba, ba]	)
		return filt



def 		__A		(  lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_ = 1 / sqrt(2	)	):


		"""simple docstring"""



		SCREAMING_SNAKE_CASE :				Any		=			tau * frequency / samplerate
		SCREAMING_SNAKE_CASE :				Union[str, Any]		=			sin(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				List[Any]		=			cos(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				Tuple		=			_sin / (2 * q_factor)

		SCREAMING_SNAKE_CASE :				Dict		=			_sin / 2
		SCREAMING_SNAKE_CASE :				Any		=			0
		SCREAMING_SNAKE_CASE :				Optional[int]		=			-ba

		SCREAMING_SNAKE_CASE :				List[Any]		=			1 + alpha
		SCREAMING_SNAKE_CASE :				Union[str, Any]		=			-2 * _cos
		SCREAMING_SNAKE_CASE :				Any		=			1 - alpha

		SCREAMING_SNAKE_CASE :				Any		=			IIRFilter(2	)
		filt.set_coefficients([aa, aa, aa]			,			[ba, ba, ba]	)
		return filt



def 		__A		(  lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_ = 1 / sqrt(2	)	):


		"""simple docstring"""



		SCREAMING_SNAKE_CASE :				Any		=			tau * frequency / samplerate
		SCREAMING_SNAKE_CASE :				Dict		=			sin(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				Any		=			cos(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				Tuple		=			_sin / (2 * q_factor)

		SCREAMING_SNAKE_CASE :				int		=			1 - alpha
		SCREAMING_SNAKE_CASE :				Any		=			-2 * _cos
		SCREAMING_SNAKE_CASE :				Optional[int]		=			1 + alpha

		SCREAMING_SNAKE_CASE :				List[Any]		=			IIRFilter(2	)
		filt.set_coefficients([ba, ba, ba]			,			[ba, ba, ba]	)
		return filt



def 		__A		(  lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_ = 1 / sqrt(2	)			,			):


		"""simple docstring"""



		SCREAMING_SNAKE_CASE :				Tuple		=			tau * frequency / samplerate
		SCREAMING_SNAKE_CASE :				str		=			sin(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				List[Any]		=			cos(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				str		=			_sin / (2 * q_factor)
		SCREAMING_SNAKE_CASE :				str		=			10 ** (gain_db / 40)

		SCREAMING_SNAKE_CASE :				str		=			1 + alpha * big_a
		SCREAMING_SNAKE_CASE :				Optional[Any]		=			-2 * _cos
		SCREAMING_SNAKE_CASE :				Any		=			1 - alpha * big_a
		SCREAMING_SNAKE_CASE :				Optional[int]		=			1 + alpha / big_a
		SCREAMING_SNAKE_CASE :				Tuple		=			-2 * _cos
		SCREAMING_SNAKE_CASE :				Optional[int]		=			1 - alpha / big_a

		SCREAMING_SNAKE_CASE :				Optional[Any]		=			IIRFilter(2	)
		filt.set_coefficients([aa, aa, aa]			,			[ba, ba, ba]	)
		return filt



def 		__A		(  lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_ = 1 / sqrt(2	)			,			):


		"""simple docstring"""



		SCREAMING_SNAKE_CASE :				List[str]		=			tau * frequency / samplerate
		SCREAMING_SNAKE_CASE :				Optional[int]		=			sin(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				Optional[Any]		=			cos(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				List[Any]		=			_sin / (2 * q_factor)
		SCREAMING_SNAKE_CASE :				List[str]		=			10 ** (gain_db / 40)
		SCREAMING_SNAKE_CASE :				List[Any]		=			(big_a + 1) - (big_a - 1) * _cos
		SCREAMING_SNAKE_CASE :				str		=			(big_a + 1) + (big_a - 1) * _cos
		SCREAMING_SNAKE_CASE :				Optional[int]		=			(big_a - 1) - (big_a + 1) * _cos
		SCREAMING_SNAKE_CASE :				str		=			(big_a - 1) + (big_a + 1) * _cos
		SCREAMING_SNAKE_CASE :				List[Any]		=			2 * sqrt(lowerCamelCase_	) * alpha

		SCREAMING_SNAKE_CASE :				Optional[Any]		=			big_a * (pmc + aaa)
		SCREAMING_SNAKE_CASE :				List[Any]		=			2 * big_a * mpc
		SCREAMING_SNAKE_CASE :				Tuple		=			big_a * (pmc - aaa)
		SCREAMING_SNAKE_CASE :				Optional[Any]		=			ppmc + aaa
		SCREAMING_SNAKE_CASE :				Optional[Any]		=			-2 * pmpc
		SCREAMING_SNAKE_CASE :				Optional[int]		=			ppmc - aaa

		SCREAMING_SNAKE_CASE :				Dict		=			IIRFilter(2	)
		filt.set_coefficients([aa, aa, aa]			,			[ba, ba, ba]	)
		return filt



def 		__A		(  lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_			,			lowerCamelCase_ = 1 / sqrt(2	)			,			):


		"""simple docstring"""



		SCREAMING_SNAKE_CASE :				Dict		=			tau * frequency / samplerate
		SCREAMING_SNAKE_CASE :				Dict		=			sin(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				Optional[Any]		=			cos(lowerCamelCase_	)
		SCREAMING_SNAKE_CASE :				Any		=			_sin / (2 * q_factor)
		SCREAMING_SNAKE_CASE :				List[str]		=			10 ** (gain_db / 40)
		SCREAMING_SNAKE_CASE :				Union[str, Any]		=			(big_a + 1) - (big_a - 1) * _cos
		SCREAMING_SNAKE_CASE :				Tuple		=			(big_a + 1) + (big_a - 1) * _cos
		SCREAMING_SNAKE_CASE :				List[str]		=			(big_a - 1) - (big_a + 1) * _cos
		SCREAMING_SNAKE_CASE :				int		=			(big_a - 1) + (big_a + 1) * _cos
		SCREAMING_SNAKE_CASE :				str		=			2 * sqrt(lowerCamelCase_	) * alpha

		SCREAMING_SNAKE_CASE :				List[str]		=			big_a * (ppmc + aaa)
		SCREAMING_SNAKE_CASE :				Dict		=			-2 * big_a * pmpc
		SCREAMING_SNAKE_CASE :				str		=			big_a * (ppmc - aaa)
		SCREAMING_SNAKE_CASE :				List[str]		=			pmc + aaa
		SCREAMING_SNAKE_CASE :				Tuple		=			2 * mpc
		SCREAMING_SNAKE_CASE :				int		=			pmc - aaa

		SCREAMING_SNAKE_CASE :				List[str]		=			IIRFilter(2	)
		filt.set_coefficients([aa, aa, aa]			,			[ba, ba, ba]	)
		return filt










'''simple docstring'''




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


__UpperCAmelCase            =       logging.get_logger(__name__)

__UpperCAmelCase            =       {
    """naver-clova-ix/donut-base""": """https://huggingface.co/naver-clova-ix/donut-base/resolve/main/config.json""",
    # See all Donut models at https://huggingface.co/models?filter=donut-swin
}




class      UpperCamelCase__					(					lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	'''donut-swin'''

					SCREAMING_SNAKE_CASE__				=	{
					    '''num_attention_heads''': '''num_heads''',
					    '''num_hidden_layers''': '''num_layers''',
					}


					def __init__(						self				:			str      ,						lowerCamelCase_				:			Union[str, Any]=2_24      ,						lowerCamelCase_				:			Union[str, Any]=4      ,						lowerCamelCase_				:			Optional[Any]=3      ,						lowerCamelCase_				:			Dict=96      ,						lowerCamelCase_				:			int=[2, 2, 6, 2]      ,						lowerCamelCase_				:			Optional[Any]=[3, 6, 12, 24]      ,						lowerCamelCase_				:			List[str]=7      ,						lowerCamelCase_				:			List[str]=4.0      ,						lowerCamelCase_				:			Optional[Any]=True      ,						lowerCamelCase_				:			List[str]=0.0      ,						lowerCamelCase_				:			Dict=0.0      ,						lowerCamelCase_				:			Dict=0.1      ,						lowerCamelCase_				:			Union[str, Any]="gelu"      ,						lowerCamelCase_				:			List[str]=False      ,						lowerCamelCase_				:			Optional[int]=0.02      ,						lowerCamelCase_				:			Any=1e-5      ,						**lowerCamelCase_				:			Union[str, Any]      ,						):

							'''simple docstring'''



							super().__init__(**lowerCamelCase_						)

							SCREAMING_SNAKE_CASE :				int		=			image_size
							SCREAMING_SNAKE_CASE :				Dict		=			patch_size
							SCREAMING_SNAKE_CASE :				str		=			num_channels
							SCREAMING_SNAKE_CASE :				Union[str, Any]		=			embed_dim
							SCREAMING_SNAKE_CASE :				Optional[int]		=			depths
							SCREAMING_SNAKE_CASE :				Union[str, Any]		=			len(lowerCamelCase_						)
							SCREAMING_SNAKE_CASE :				Optional[int]		=			num_heads
							SCREAMING_SNAKE_CASE :				Optional[int]		=			window_size
							SCREAMING_SNAKE_CASE :				Optional[Any]		=			mlp_ratio
							SCREAMING_SNAKE_CASE :				Dict		=			qkv_bias
							SCREAMING_SNAKE_CASE :				Optional[int]		=			hidden_dropout_prob
							SCREAMING_SNAKE_CASE :				Tuple		=			attention_probs_dropout_prob
							SCREAMING_SNAKE_CASE :				Dict		=			drop_path_rate
							SCREAMING_SNAKE_CASE :				List[str]		=			hidden_act
							SCREAMING_SNAKE_CASE :				Union[str, Any]		=			use_absolute_embeddings
							SCREAMING_SNAKE_CASE :				Tuple		=			layer_norm_eps
							SCREAMING_SNAKE_CASE :				Optional[Any]		=			initializer_range
							# we set the hidden_size attribute in order to make Swin work with VisionEncoderDecoderModel
							# this indicates the channel dimension after the last stage of the model
							SCREAMING_SNAKE_CASE :				str		=			int(embed_dim * 2 ** (len(lowerCamelCase_						) - 1)						)



