





'''simple docstring'''






from __future__ import annotations

from math import pi, pow
def      UpperCamelCase__   (	lowerCAmelCase						):





      """simple docstring"""


      if side_length < 0:
            raise ValueError("""vol_cube() only accepts non-negative values"""						)
      return pow(lowerCAmelCase							,			3						)
def      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


      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						)						)

      _lowerCAmelCase							  =							(
          (radius_a - radius_a + centers_distance)
          * (radius_a + radius_a - centers_distance)
          / (2 * centers_distance)
      )
      _lowerCAmelCase							  =							(
          (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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


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





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


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





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	lowerCAmelCase							,			lowerCAmelCase						):





      """simple docstring"""


      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      UpperCamelCase__   (	):





      """simple docstring"""


      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()













'''simple docstring'''






import torch

from transformers import PreTrainedModel

from .custom_configuration import CustomConfig, NoSuperInitConfig




class 				UpperCAmelCase  (    snake_case_     ):
      _lowercase:    str		  =     CustomConfig




      def __init__(    self    :				Optional[int]    ,    __snake_case    :				Tuple						)       ->   Optional[Any]:
            super().__init__(__snake_case						)
            _lowerCAmelCase							  =							torch.nn.Linear(config.hidden_size    ,    config.hidden_size						)




      def        lowercase__					(    self    :				Dict    ,    __snake_case    :				List[Any]						)       ->   Dict:
            return self.linear(__snake_case						)




      def        lowercase__					(    self    :				List[Any]    ,    __snake_case    :				int						)       ->   Any:
            pass




class 				UpperCAmelCase  (    snake_case_     ):
      _lowercase:    List[str]		  =     NoSuperInitConfig




      def __init__(    self    :				List[str]    ,    __snake_case    :				List[str]						)       ->   int:
            super().__init__(__snake_case						)
            _lowerCAmelCase							  =							torch.nn.Linear(config.attribute    ,    config.attribute						)




      def        lowercase__					(    self    :				List[str]    ,    __snake_case    :				Dict						)       ->   Any:
            return self.linear(__snake_case						)




      def        lowercase__					(    self    :				Optional[int]    ,    __snake_case    :				List[Any]						)       ->   Dict:
            pass






