





"""simple docstring"""






import random
import unittest

import torch

from diffusers import IFInpaintingPipeline
from diffusers.utils import floats_tensor
from diffusers.utils.import_utils import is_xformers_available
from diffusers.utils.testing_utils import skip_mps, torch_device

from ..pipeline_params import (
    TEXT_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS,
    TEXT_GUIDED_IMAGE_INPAINTING_PARAMS,
)
from ..test_pipelines_common import PipelineTesterMixin
from . import IFPipelineTesterMixin




@skip_mps
class 					__lowercase      (      _UpperCamelCase ,   _UpperCamelCase ,   unittest.TestCase				):







					'''simple docstring'''




					__lowerCAmelCase	=	IFInpaintingPipeline
					__lowerCAmelCase	=	TEXT_GUIDED_IMAGE_INPAINTING_PARAMS - {'''width''', '''height'''}
					__lowerCAmelCase	=	TEXT_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS
					__lowerCAmelCase	=	PipelineTesterMixin.required_optional_params - {'''latents'''}







					def 			_lowerCamelCase		(    self  ):
									return self._get_dummy_components()







					def 			_lowerCamelCase		(    self						,      _UpperCAmelCase						,      _UpperCAmelCase=0  ):
									if str(_UpperCAmelCase  ).startswith('''mps'''  ):
													__a			:    str      							=	torch.manual_seed(_UpperCAmelCase  )
									else:
													__a			:    List[Any]      							=	torch.Generator(device=_UpperCAmelCase  ).manual_seed(_UpperCAmelCase  )

									__a			:    str      							=	floats_tensor((1, 3, 32, 32)						,      rng=random.Random(_UpperCAmelCase  )  ).to(_UpperCAmelCase  )
									__a			:    Optional[Any]      							=	floats_tensor((1, 3, 32, 32)						,      rng=random.Random(_UpperCAmelCase  )  ).to(_UpperCAmelCase  )

									__a			:    Optional[Any]      							=	{
									    '''prompt''': '''A painting of a squirrel eating a burger''',
									    '''image''': image,
									    '''mask_image''': mask_image,
									    '''generator''': generator,
									    '''num_inference_steps''': 2,
									    '''output_type''': '''numpy''',
									}

									return inputs







					@unittest.skipIf(
					    torch_device != '''cuda''' or not is_xformers_available()						,      reason='''XFormers attention is only available with CUDA and `xformers` installed'''						,      )
					def 			_lowerCamelCase		(    self  ):
									self._test_xformers_attention_forwardGenerator_pass(expected_max_diff=1e-3  )







					def 			_lowerCamelCase		(    self  ):
									self._test_save_load_optional_components()







					@unittest.skipIf(torch_device != '''cuda'''						,      reason='''float16 requires CUDA'''  )
					def 			_lowerCamelCase		(    self  ):
									# Due to non-determinism in save load of the hf-internal-testing/tiny-random-t5 text encoder
									super().test_save_load_floataa(expected_max_diff=1e-1  )







					def 			_lowerCamelCase		(    self  ):
									self._test_attention_slicing_forward_pass(expected_max_diff=1e-2  )







					def 			_lowerCamelCase		(    self  ):
									self._test_save_load_local()







					def 			_lowerCamelCase		(    self  ):
									self._test_inference_batch_single_identical(
									    expected_max_diff=1e-2						,      )






from math import pi, sqrt, tan

def      UpperCAmelCase_    (    _UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


     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      UpperCAmelCase_    (    _UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


     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      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


     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      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


     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      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


     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      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


     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      UpperCAmelCase_    (    _UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


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

def      UpperCAmelCase_    (    _UpperCAmelCase							:float  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


     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      UpperCAmelCase_    (    _UpperCAmelCase							:int  ,						_UpperCAmelCase							:float				)	->				float:
     '''simple docstring'''


     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) = }''')



