



from math import pi, sqrt, tan






def     __a					(		__UpperCAmelCase       ):
 if side_length < 0:
  raise ValueError('''surface_area_cube() only accepts non-negative values'''       )
 return 6 * side_length**2






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase							,  __UpperCAmelCase       ):
 if length < 0 or breadth < 0 or height < 0:
  raise ValueError('''surface_area_cuboid() only accepts non-negative values'''       )
 return 2 * ((length * breadth) + (breadth * height) + (length * height))






def     __a					(		__UpperCAmelCase       ):
 if radius < 0:
  raise ValueError('''surface_area_sphere() only accepts non-negative values'''       )
 return 4 * pi * radius**2






def     __a					(		__UpperCAmelCase       ):
 if radius < 0:
  raise ValueError('''surface_area_hemisphere() only accepts non-negative values'''       )
 return 3 * pi * radius**2






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if radius < 0 or height < 0:
  raise ValueError('''surface_area_cone() only accepts non-negative values'''       )
 return pi * radius * (radius + (height**2 + radius**2) ** 0.5)






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase							,  __UpperCAmelCase       ):
 if radius_a < 0 or radius_a < 0 or height < 0:
  raise ValueError(
      '''surface_area_conical_frustum() only accepts non-negative values'''       )
 a__												= (height**2 + (radius_a - radius_a) ** 2) ** 0.5
 return pi * ((slant_height * (radius_a + radius_a)) + radius_a**2 + radius_a**2)






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if radius < 0 or height < 0:
  raise ValueError('''surface_area_cylinder() only accepts non-negative values'''       )
 return 2 * pi * radius * (height + radius)






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if torus_radius < 0 or tube_radius < 0:
  raise ValueError('''surface_area_torus() only accepts non-negative values'''       )
 if torus_radius < tube_radius:
  raise ValueError(
      '''surface_area_torus() does not support spindle or self intersecting tori'''       )
 return 4 * pow(__UpperCAmelCase							,  2       ) * torus_radius * tube_radius






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if length < 0 or width < 0:
  raise ValueError('''area_rectangle() only accepts non-negative values'''       )
 return length * width






def     __a					(		__UpperCAmelCase       ):
 if side_length < 0:
  raise ValueError('''area_square() only accepts non-negative values'''       )
 return side_length**2






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if base < 0 or height < 0:
  raise ValueError('''area_triangle() only accepts non-negative values'''       )
 return (base * height) / 2






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase							,  __UpperCAmelCase       ):
 if sidea < 0 or sidea < 0 or sidea < 0:
  raise ValueError('''area_triangle_three_sides() only accepts non-negative values'''       )
 elif sidea + sidea < sidea or sidea + sidea < sidea or sidea + sidea < sidea:
  raise ValueError('''Given three sides do not form a triangle'''       )
 a__												= (sidea + sidea + sidea) / 2
 a__												= sqrt(
     semi_perimeter
     * (semi_perimeter - sidea)
     * (semi_perimeter - sidea)
     * (semi_perimeter - sidea)       )
 return area






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if base < 0 or height < 0:
  raise ValueError('''area_parallelogram() only accepts non-negative values'''       )
 return base * height






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase							,  __UpperCAmelCase       ):
 if basea < 0 or basea < 0 or height < 0:
  raise ValueError('''area_trapezium() only accepts non-negative values'''       )
 return 1 / 2 * (basea + basea) * height






def     __a					(		__UpperCAmelCase       ):
 if radius < 0:
  raise ValueError('''area_circle() only accepts non-negative values'''       )
 return pi * radius**2






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if radius_x < 0 or radius_y < 0:
  raise ValueError('''area_ellipse() only accepts non-negative values'''       )
 return pi * radius_x * radius_y






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if diagonal_a < 0 or diagonal_a < 0:
  raise ValueError('''area_rhombus() only accepts non-negative values'''       )
 return 1 / 2 * diagonal_a * diagonal_a






def     __a					(		__UpperCAmelCase							,  __UpperCAmelCase       ):
 if not isinstance(__UpperCAmelCase							,  __UpperCAmelCase       ) or sides < 3:
  raise ValueError(
      '''area_reg_polygon() only accepts integers greater than or \
equal to three as number of sides'''       )
 elif length < 0:
  raise ValueError(
      '''area_reg_polygon() only accepts non-negative values as \
length of a side'''       )
 return (sides * length**2) / (4 * tan(pi / sides       ))
 return (sides * length**2) / (4 * tan(pi / sides       ))


if __name__ == "__main__":
     import doctest

     doctest.testmod(verbose=True)  # verbose so we can see methods missing tests

     print('[DEMO] Areas of various geometric shapes: \n')
     print(f'Rectangle: {area_rectangle(10, 20) = }')
     print(f'Square: {area_square(10) = }')
     print(f'Triangle: {area_triangle(10, 10) = }')
     print(f'Triangle: {area_triangle_three_sides(5, 12, 13) = }')
     print(f'Parallelogram: {area_parallelogram(10, 20) = }')
     print(f'Rhombus: {area_rhombus(10, 20) = }')
     print(f'Trapezium: {area_trapezium(10, 20, 30) = }')
     print(f'Circle: {area_circle(20) = }')
     print(f'Ellipse: {area_ellipse(10, 20) = }')
     print('\nSurface Areas of various geometric shapes: \n')
     print(f'Cube: {surface_area_cube(20) = }')
     print(f'Cuboid: {surface_area_cuboid(10, 20, 30) = }')
     print(f'Sphere: {surface_area_sphere(20) = }')
     print(f'Hemisphere: {surface_area_hemisphere(20) = }')
     print(f'Cone: {surface_area_cone(10, 20) = }')
     print(f'Conical Frustum: {surface_area_conical_frustum(10, 20, 30) = }')
     print(f'Cylinder: {surface_area_cylinder(10, 20) = }')
     print(f'Torus: {surface_area_torus(20, 10) = }')
     print(f'Equilateral Triangle: {area_reg_polygon(3, 10) = }')
     print(f'Square: {area_reg_polygon(4, 10) = }')
     print(f'Reqular Pentagon: {area_reg_polygon(5, 10) = }')










from typing import Union

from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging
from .base import PIPELINE_INIT_ARGS, Pipeline


if is_vision_available():
     from PIL import Image

     from ..image_utils import load_image

if is_torch_available():
     from ..models.auto.modeling_auto import MODEL_FOR_VISUAL_QUESTION_ANSWERING_MAPPING

a_      :      str    =     logging.get_logger(__name__)
@add_end_docstrings(_lowercase				)
class    __UpperCamelCase			(       _lowercase				):

 """simple docstring"""



 def __init__(	self		,				*SCREAMING_SNAKE_CASE		,				**SCREAMING_SNAKE_CASE      ) ->			int:
  super().__init__(*SCREAMING_SNAKE_CASE		,				**SCREAMING_SNAKE_CASE      )
  self.check_model_type(SCREAMING_SNAKE_CASE      )

 def 						_UpperCAmelCase       (	self		,				SCREAMING_SNAKE_CASE=None		,				SCREAMING_SNAKE_CASE=None		,				SCREAMING_SNAKE_CASE=None		,				**SCREAMING_SNAKE_CASE      ) ->			Union[str, Any]:
  a__							,			a__												= {}, {}
  if padding is not None:
   a__												= padding
  if truncation is not None:
   a__												= truncation
  if top_k is not None:
   a__												= top_k
  return preprocess_params, {}, postprocess_params

 def __call__(	self		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE = None		,				**SCREAMING_SNAKE_CASE      ) ->			Optional[int]:
  if isinstance(SCREAMING_SNAKE_CASE		,				(Image.Image, str)      ) and isinstance(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      ):
   a__												= {'''image''': image, '''question''': question}
  else:
   a__												= image
  a__												= super().__call__(SCREAMING_SNAKE_CASE		,				**SCREAMING_SNAKE_CASE      )
  return results

 def 						_UpperCAmelCase       (	self		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE=False		,				SCREAMING_SNAKE_CASE=False      ) ->			Dict:
  a__												= load_image(inputs['''image''']      )
  a__												= self.tokenizer(
      inputs['''question''']		,				return_tensors=self.framework		,				padding=SCREAMING_SNAKE_CASE		,				truncation=SCREAMING_SNAKE_CASE      )
  a__												= self.image_processor(images=SCREAMING_SNAKE_CASE		,				return_tensors=self.framework      )
  model_inputs.update(SCREAMING_SNAKE_CASE      )
  return model_inputs

 def 						_UpperCAmelCase       (	self		,				SCREAMING_SNAKE_CASE      ) ->			Union[str, Any]:
  a__												= self.model(**SCREAMING_SNAKE_CASE      )
  return model_outputs



 def 						_UpperCAmelCase       (	self		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE=5      ) ->			Optional[Any]:
  if top_k > self.model.config.num_labels:
   a__												= self.model.config.num_labels

  if self.framework == "pt":
   a__												= model_outputs.logits.sigmoid()[0]
   a__							,			a__												= probs.topk(SCREAMING_SNAKE_CASE      )
  else:
   raise ValueError(f"Unsupported framework: {self.framework}"      )

  a__												= scores.tolist()
  a__												= ids.tolist()
  return [{"score": score, "answer": self.model.config.idalabel[_id]} for score, _id in zip(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      )]





