






from __future__ import annotations

from math import pi, pow







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase    )				->			float:
     if side_length < 0:
          raise ValueError("vol_cube() only accepts non-negative values"    )
     return pow(__lowerCAmelCase      ,					3    )







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if height < 0 or radius < 0:
          raise ValueError("vol_spherical_cap() only accepts non-negative values"    )
     # Volume is 1/3 pi * height squared * (3 * radius - height)
     return 1 / 3 * pi * pow(__lowerCAmelCase      ,					2    ) * (3 * radius - height)







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if radius_a < 0 or radius_a < 0 or centers_distance < 0:
          raise ValueError("vol_spheres_intersect() only accepts non-negative values"    )
     if centers_distance == 0:
          return vol_sphere(min(__lowerCAmelCase      ,					__lowerCAmelCase    )    )

     UpperCamelCase__    :     Optional[int]        =						(
         (radius_a - radius_a + centers_distance)
         * (radius_a + radius_a - centers_distance)
         / (2 * centers_distance)
     )
     UpperCamelCase__    :     Any        =						(
         (radius_a - radius_a + centers_distance)
         * (radius_a + radius_a - centers_distance)
         / (2 * centers_distance)
     )

     return vol_spherical_cap(__lowerCAmelCase      ,					__lowerCAmelCase    ) + vol_spherical_cap(__lowerCAmelCase      ,					__lowerCAmelCase    )







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:

     if radius_a <= 0 or radius_a <= 0 or centers_distance < 0:
          raise ValueError(
              "vol_spheres_union() only accepts non-negative values, non-zero radius"    )

     if centers_distance == 0:
          return vol_sphere(max(__lowerCAmelCase      ,					__lowerCAmelCase    )    )

     return (
         vol_sphere(__lowerCAmelCase    )
         + vol_sphere(__lowerCAmelCase    )
         - vol_spheres_intersect(__lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )
     )







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if width < 0 or height < 0 or length < 0:
          raise ValueError("vol_cuboid() only accepts non-negative values"    )
     return float(width * height * length    )







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if height < 0 or area_of_base < 0:
          raise ValueError("vol_cone() only accepts non-negative values"    )
     return area_of_base * height / 3.0







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if height < 0 or radius < 0:
          raise ValueError("vol_right_circ_cone() only accepts non-negative values"    )
     return pi * pow(__lowerCAmelCase      ,					2    ) * height / 3.0







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if height < 0 or area_of_base < 0:
          raise ValueError("vol_prism() only accepts non-negative values"    )
     return float(area_of_base * height    )







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if height < 0 or area_of_base < 0:
          raise ValueError("vol_pyramid() only accepts non-negative values"    )
     return area_of_base * height / 3.0







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase    )				->			float:
     if radius < 0:
          raise ValueError("vol_sphere() only accepts non-negative values"    )
     # Volume is 4/3 * pi * radius cubed
     return 4 / 3 * pi * pow(__lowerCAmelCase      ,					3    )







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase    )				->			float:
     if radius < 0:
          raise ValueError("vol_hemisphere() only accepts non-negative values"    )
     # Volume is radius cubed * pi * 2/3
     return pow(__lowerCAmelCase      ,					3    ) * pi * 2 / 3







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if height < 0 or radius < 0:
          raise ValueError("vol_circular_cylinder() only accepts non-negative values"    )
     # Volume is radius squared * height * pi
     return pow(__lowerCAmelCase      ,					2    ) * height * pi







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     # Volume - (outer_radius squared - inner_radius squared) * pi * height
     if inner_radius < 0 or outer_radius < 0 or height < 0:
          raise ValueError(
              "vol_hollow_circular_cylinder() only accepts non-negative values"    )
     if outer_radius <= inner_radius:
          raise ValueError("outer_radius must be greater than inner_radius"    )
     return pi * (pow(__lowerCAmelCase      ,					2    ) - pow(__lowerCAmelCase      ,					2    )) * height







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     # Volume is 1/3 * pi * height *
     #           (radius_1 squared + radius_2 squared + radius_1 * radius_2)
     if radius_a < 0 or radius_a < 0 or height < 0:
          raise ValueError("vol_conical_frustum() only accepts non-negative values"    )
     return (
         1
         / 3
         * pi
         * height
         * (pow(__lowerCAmelCase      ,					2    ) + pow(__lowerCAmelCase      ,					2    ) + radius_a * radius_a)
     )







def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase    )				->			float:
     if torus_radius < 0 or tube_radius < 0:
          raise ValueError("vol_torus() only accepts non-negative values"    )
     return 2 * pow(__lowerCAmelCase      ,					2    ) * torus_radius * pow(__lowerCAmelCase      ,					2    )







def 	SCREAMING_SNAKE_CASE							(      )				->			Any:
     print("Volumes:"    )
     print(f'Cube: {vol_cube(2    ) = }'    )  # = 8
     print(f'Cuboid: {vol_cuboid(2      ,					2      ,					2    ) = }'    )  # = 8
     print(f'Cone: {vol_cone(2      ,					2    ) = }'    )  # ~= 1.33
     print(f'Right Circular Cone: {vol_right_circ_cone(2      ,					2    ) = }'    )  # ~= 8.38
     print(f'Prism: {vol_prism(2      ,					2    ) = }'    )  # = 4
     print(f'Pyramid: {vol_pyramid(2      ,					2    ) = }'    )  # ~= 1.33
     print(f'Sphere: {vol_sphere(2    ) = }'    )  # ~= 33.5
     print(f'Hemisphere: {vol_hemisphere(2    ) = }'    )  # ~= 16.75
     print(f'Circular Cylinder: {vol_circular_cylinder(2      ,					2    ) = }'    )  # ~= 25.1
     print(f'Torus: {vol_torus(2      ,					2    ) = }'    )  # ~= 157.9
     print(f'Conical Frustum: {vol_conical_frustum(2      ,					2      ,					4    ) = }'    )  # ~= 58.6
     print(f'Spherical cap: {vol_spherical_cap(1      ,					2    ) = }'    )  # ~= 5.24
     print(f'Spheres intersetion: {vol_spheres_intersect(2      ,					2      ,					1    ) = }'    )  # ~= 21.21
     print(f'Spheres union: {vol_spheres_union(2      ,					2      ,					1    ) = }'    )  # ~= 45.81
     print(
         f'Hollow Circular Cylinder: {vol_hollow_circular_cylinder(1      ,					2      ,					3    ) = }'    )  # ~= 28.3


if __name__ == "__main__":
 main()












import numpy as np  # noqa: E402

from ...configuration_utils import ConfigMixin, register_to_config
from ...schedulers.scheduling_utils import SchedulerMixin


try:
 import librosa  # noqa: E402

 lowerCamelCase			:							List[str]       =True
 lowerCamelCase			:							Dict       =''''''
except Exception as e:
 lowerCamelCase			:							str       =False
 lowerCamelCase			:							List[Any]       =(
     F"""Cannot import librosa because {e}. Make sure to correctly install librosa to be able to install it."""
 )


from PIL import Image  # noqa: E402





class     __a						(					A__ ,     A__ ):
 _lowerCAmelCase : Optional[Any] 				=				'''mel_config.json'''







 @register_to_config
 def __init__(	self      :     Any							,     SCREAMING_SNAKE_CASE      :     int = 2_56							,     SCREAMING_SNAKE_CASE      :     int = 2_56							,     SCREAMING_SNAKE_CASE      :     int = 2_20_50							,     SCREAMING_SNAKE_CASE      :     int = 20_48							,     SCREAMING_SNAKE_CASE      :     int = 5_12							,     SCREAMING_SNAKE_CASE      :     int = 80							,     SCREAMING_SNAKE_CASE      :     int = 32							,     ):


      '''simple docstring'''






      UpperCamelCase__    :     str        =						hop_length
      UpperCamelCase__    :     Optional[Any]        =						sample_rate
      UpperCamelCase__    :     Dict        =						n_fft
      UpperCamelCase__    :     str        =						top_db
      UpperCamelCase__    :     Optional[Any]        =						n_iter
      self.set_resolution(SCREAMING_SNAKE_CASE							,     SCREAMING_SNAKE_CASE		)
      UpperCamelCase__    :     str        =						None

      if not _librosa_can_be_imported:
           raise ValueError(_import_error		)







 def       __lowercase      (	self      :     Tuple							,     SCREAMING_SNAKE_CASE      :     int							,     SCREAMING_SNAKE_CASE      :     int		):


      '''simple docstring'''






      UpperCamelCase__    :     Dict        =						x_res
      UpperCamelCase__    :     Dict        =						y_res
      UpperCamelCase__    :     Dict        =						self.y_res
      UpperCamelCase__    :     Any        =						self.x_res * self.hop_length - 1







 def       __lowercase      (	self      :     str							,     SCREAMING_SNAKE_CASE      :     str = None							,     SCREAMING_SNAKE_CASE      :     np.ndarray = None		):


      '''simple docstring'''






      if audio_file is not None:
           UpperCamelCase__       ,  UpperCamelCase__    :     int        =						librosa.load(SCREAMING_SNAKE_CASE							,     mono=SCREAMING_SNAKE_CASE							,     sr=self.sr		)
      else:
           UpperCamelCase__    :     List[Any]        =						raw_audio

      # Pad with silence if necessary.
      if len(self.audio		) < self.x_res * self.hop_length:
           UpperCamelCase__    :     List[Any]        =						np.concatenate([self.audio, np.zeros((self.x_res * self.hop_length - len(self.audio		),)		)]		)







 def       __lowercase      (	self      :     List[Any]		):


      '''simple docstring'''






      return len(self.audio		) // self.slice_size







 def       __lowercase      (	self      :     int							,     SCREAMING_SNAKE_CASE      :     int = 0		):


      '''simple docstring'''






      return self.audio[self.slice_size * slice : self.slice_size * (slice + 1)]







 def       __lowercase      (	self      :     Tuple		):


      '''simple docstring'''






      return self.sr







 def       __lowercase      (	self      :     Union[str, Any]							,     SCREAMING_SNAKE_CASE      :     int		):


      '''simple docstring'''






      UpperCamelCase__    :     Optional[int]        =						librosa.feature.melspectrogram(
          y=self.get_audio_slice(SCREAMING_SNAKE_CASE		)							,     sr=self.sr							,     n_fft=self.n_fft							,     hop_length=self.hop_length							,     n_mels=self.n_mels		)
      UpperCamelCase__    :     Tuple        =						librosa.power_to_db(SCREAMING_SNAKE_CASE							,     ref=np.max							,     top_db=self.top_db		)
      UpperCamelCase__    :     Optional[Any]        =						(((log_S + self.top_db) * 2_55 / self.top_db).clip(0							,     2_55		) + 0.5).astype(np.uinta		)
      UpperCamelCase__    :     Optional[Any]        =						Image.fromarray(SCREAMING_SNAKE_CASE		)
      return image







 def       __lowercase      (	self      :     List[Any]							,     SCREAMING_SNAKE_CASE      :     Image.Image		):


      '''simple docstring'''






      UpperCamelCase__    :     Optional[Any]        =						np.frombuffer(image.tobytes()							,     dtype="uint8"		).reshape((image.height, image.width)		)
      UpperCamelCase__    :     str        =						bytedata.astype("float"		) * self.top_db / 2_55 - self.top_db
      UpperCamelCase__    :     Any        =						librosa.db_to_power(SCREAMING_SNAKE_CASE		)
      UpperCamelCase__    :     Tuple        =						librosa.feature.inverse.mel_to_audio(
          SCREAMING_SNAKE_CASE							,     sr=self.sr							,     n_fft=self.n_fft							,     hop_length=self.hop_length							,     n_iter=self.n_iter		)
      return audio