




'''simple docstring'''



from math import cos, sin, sqrt, tau

from audio_filters.iir_filter import IIRFilter




def   lowercase__(			__UpperCamelCase:					int      ,__UpperCamelCase:					int      ,__UpperCamelCase:					float = 1 / sqrt(2    )    ):

      """simple docstring"""






      SCREAMING_SNAKE_CASE   :      int    					=						tau * frequency / samplerate
      SCREAMING_SNAKE_CASE   :      Tuple    					=						sin(__UpperCamelCase    )
      SCREAMING_SNAKE_CASE   :      Optional[Any]    					=						cos(__UpperCamelCase    )
      SCREAMING_SNAKE_CASE   :      Tuple    					=						_sin / (2 * q_factor)

      SCREAMING_SNAKE_CASE   :      int    					=						(1 - _cos) / 2
      SCREAMING_SNAKE_CASE   :      List[str]    					=						1 - _cos

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

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




def   lowercase__(			__UpperCamelCase:					int      ,__UpperCamelCase:					int      ,__UpperCamelCase:					float = 1 / sqrt(2    )    ):

      """simple docstring"""






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

      SCREAMING_SNAKE_CASE   :      str    					=						(1 + _cos) / 2
      SCREAMING_SNAKE_CASE   :      int    					=						-1 - _cos

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

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




def   lowercase__(			__UpperCamelCase:					int      ,__UpperCamelCase:					int      ,__UpperCamelCase:					float = 1 / sqrt(2    )    ):

      """simple docstring"""






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

      SCREAMING_SNAKE_CASE   :      List[str]    					=						_sin / 2
      SCREAMING_SNAKE_CASE   :      List[str]    					=						0
      SCREAMING_SNAKE_CASE   :      int    					=						-ba

      SCREAMING_SNAKE_CASE   :      List[str]    					=						1 + alpha
      SCREAMING_SNAKE_CASE   :      Optional[int]    					=						-2 * _cos
      SCREAMING_SNAKE_CASE   :      Dict    					=						1 - alpha

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




def   lowercase__(			__UpperCamelCase:					int      ,__UpperCamelCase:					int      ,__UpperCamelCase:					float = 1 / sqrt(2    )    ):

      """simple docstring"""






      SCREAMING_SNAKE_CASE   :      Tuple    					=						tau * frequency / samplerate
      SCREAMING_SNAKE_CASE   :      Optional[Any]    					=						sin(__UpperCamelCase    )
      SCREAMING_SNAKE_CASE   :      Optional[Any]    					=						cos(__UpperCamelCase    )
      SCREAMING_SNAKE_CASE   :      Dict    					=						_sin / (2 * q_factor)

      SCREAMING_SNAKE_CASE   :      Dict    					=						1 - alpha
      SCREAMING_SNAKE_CASE   :      int    					=						-2 * _cos
      SCREAMING_SNAKE_CASE   :      Tuple    					=						1 + alpha

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




def   lowercase__(			__UpperCamelCase:					int      ,__UpperCamelCase:					int      ,__UpperCamelCase:					float      ,__UpperCamelCase:					float = 1 / sqrt(2    )      ,):

      """simple docstring"""






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

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

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




def   lowercase__(			__UpperCamelCase:					int      ,__UpperCamelCase:					int      ,__UpperCamelCase:					float      ,__UpperCamelCase:					float = 1 / sqrt(2    )      ,):

      """simple docstring"""






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

      SCREAMING_SNAKE_CASE   :      Optional[Any]    					=						big_a * (pmc + aaa)
      SCREAMING_SNAKE_CASE   :      str    					=						2 * big_a * mpc
      SCREAMING_SNAKE_CASE   :      Dict    					=						big_a * (pmc - aaa)
      SCREAMING_SNAKE_CASE   :      str    					=						ppmc + aaa
      SCREAMING_SNAKE_CASE   :      Union[str, Any]    					=						-2 * pmpc
      SCREAMING_SNAKE_CASE   :      List[Any]    					=						ppmc - aaa

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





def   lowercase__(			__UpperCamelCase:					int      ,__UpperCamelCase:					int      ,__UpperCamelCase:					float      ,__UpperCamelCase:					float = 1 / sqrt(2    )      ,):

      """simple docstring"""






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

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

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





from dataclasses import dataclass
from enum import Enum
from typing import List, Optional, Union

import numpy as np
import PIL
from PIL import Image

from ...utils import BaseOutput, is_torch_available, is_transformers_available





@dataclass
class 					__lowerCAmelCase	(   SCREAMING_SNAKE_CASE				):
  _a		     =    42
  _a		     =    42


if is_transformers_available() and is_torch_available():
  from .pipeline_semantic_stable_diffusion import SemanticStableDiffusionPipeline


