






"""simple docstring"""



from math import pi, sqrt, tan
def 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float    ):





  '''simple docstring'''





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





  '''simple docstring'''





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





  '''simple docstring'''





  if radius < 0:
    raise ValueError('surface_area_hemisphere() only accepts non-negative values'    )
  return 3 * pi * radius**2
def 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  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 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  float		,					__snake_case			:  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'    )
  lowercase							    =       (height**2 + (radius_a - radius_a) ** 2) ** 0.5
  return pi * ((slant_height * (radius_a + radius_a)) + radius_a**2 + radius_a**2)
def 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  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 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  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(__snake_case		,					2    ) * torus_radius * tube_radius
def 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  float    ):





  '''simple docstring'''





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





  '''simple docstring'''





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





  '''simple docstring'''





  if base < 0 or height < 0:
    raise ValueError('area_triangle() only accepts non-negative values'    )
  return (base * height) / 2
def 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  float		,					__snake_case			:  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'    )
  lowercase							    =       (sidea + sidea + sidea) / 2
  lowercase							    =       sqrt(
      semi_perimeter
      * (semi_perimeter - sidea)
      * (semi_perimeter - sidea)
      * (semi_perimeter - sidea)    )
  return area
def 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  float    ):





  '''simple docstring'''





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





  '''simple docstring'''





  if radius < 0:
    raise ValueError('area_circle() only accepts non-negative values'    )
  return pi * radius**2
def 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  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 						_SCREAMING_SNAKE_CASE (    __snake_case			:  float		,					__snake_case			:  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 						_SCREAMING_SNAKE_CASE (    __snake_case			:  int		,					__snake_case			:  float    ):





  '''simple docstring'''





  if not isinstance(__snake_case		,					__snake_case    ) 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(1_0, 2_0) = }''')
    print(F'''Square: {area_square(1_0) = }''')
    print(F'''Triangle: {area_triangle(1_0, 1_0) = }''')
    print(F'''Triangle: {area_triangle_three_sides(5, 1_2, 1_3) = }''')
    print(F'''Parallelogram: {area_parallelogram(1_0, 2_0) = }''')
    print(F'''Rhombus: {area_rhombus(1_0, 2_0) = }''')
    print(F'''Trapezium: {area_trapezium(1_0, 2_0, 3_0) = }''')
    print(F'''Circle: {area_circle(2_0) = }''')
    print(F'''Ellipse: {area_ellipse(1_0, 2_0) = }''')
    print('\nSurface Areas of various geometric shapes: \n')
    print(F'''Cube: {surface_area_cube(2_0) = }''')
    print(F'''Cuboid: {surface_area_cuboid(1_0, 2_0, 3_0) = }''')
    print(F'''Sphere: {surface_area_sphere(2_0) = }''')
    print(F'''Hemisphere: {surface_area_hemisphere(2_0) = }''')
    print(F'''Cone: {surface_area_cone(1_0, 2_0) = }''')
    print(F'''Conical Frustum: {surface_area_conical_frustum(1_0, 2_0, 3_0) = }''')
    print(F'''Cylinder: {surface_area_cylinder(1_0, 2_0) = }''')
    print(F'''Torus: {surface_area_torus(2_0, 1_0) = }''')
    print(F'''Equilateral Triangle: {area_reg_polygon(3, 1_0) = }''')
    print(F'''Square: {area_reg_polygon(4, 1_0) = }''')
    print(F'''Reqular Pentagon: {area_reg_polygon(5, 1_0) = }''')










"""simple docstring"""



import gc
import unittest

from diffusers import FlaxDPMSolverMultistepScheduler, FlaxStableDiffusionPipeline
from diffusers.utils import is_flax_available, slow
from diffusers.utils.testing_utils import require_flax


if is_flax_available():
    import jax
    import jax.numpy as jnp
    from flax.jax_utils import replicate
    from flax.training.common_utils import shard

@slow
@require_flax
class        a     (   unittest.TestCase	):







    def 			UpperCamelCase_      (			self       ):
      # clean up the VRAM after each test
      super().tearDown()
      gc.collect()







    def 			UpperCamelCase_      (			self       ):
      lowercase    ,     lowercase							    =       FlaxStableDiffusionPipeline.from_pretrained(
          'stabilityai/stable-diffusion-2'							,		revision='bf16'							,		dtype=jnp.bfloataa							,		)

      lowercase							    =       'A painting of a squirrel eating a burger'
      lowercase							    =       jax.device_count()
      lowercase							    =       num_samples * [prompt]
      lowercase							    =       sd_pipe.prepare_inputs(_lowerCamelCase       )

      lowercase							    =       replicate(_lowerCamelCase       )
      lowercase							    =       shard(_lowerCamelCase       )

      lowercase							    =       jax.random.PRNGKey(0       )
      lowercase							    =       jax.random.split(_lowerCamelCase							,		jax.device_count()       )

      lowercase							    =       sd_pipe(_lowerCamelCase							,		_lowerCamelCase							,		_lowerCamelCase							,		num_inference_steps=2_5							,		jit=_lowerCamelCase       )[0]
      assert images.shape == (jax.device_count(), 1, 7_6_8, 7_6_8, 3)

      lowercase							    =       images.reshape((images.shape[0] * images.shape[1],) + images.shape[-3:]       )
      lowercase							    =       images[0, 2_5_3:2_5_6, 2_5_3:2_5_6, -1]

      lowercase							    =       jnp.asarray(jax.device_get(image_slice.flatten()       )       )
      lowercase							    =       jnp.array([0.4_2_3_8, 0.4_4_1_4, 0.4_3_9_5, 0.4_4_5_3, 0.4_6_2_9, 0.4_5_9_0, 0.4_5_3_1, 0.4_5_5_0_8, 0.4_5_1_2]       )
      print(F'output_slice: {output_slice}'       )
      assert jnp.abs(output_slice - expected_slice       ).max() < 1e-2







    def 			UpperCamelCase_      (			self       ):
      lowercase							    =       'stabilityai/stable-diffusion-2'
      lowercase    ,     lowercase							    =       FlaxDPMSolverMultistepScheduler.from_pretrained(_lowerCamelCase							,		subfolder='scheduler'       )
      lowercase    ,     lowercase							    =       FlaxStableDiffusionPipeline.from_pretrained(
          _lowerCamelCase							,		scheduler=_lowerCamelCase							,		revision='bf16'							,		dtype=jnp.bfloataa							,		)
      lowercase							    =       scheduler_params

      lowercase							    =       'A painting of a squirrel eating a burger'
      lowercase							    =       jax.device_count()
      lowercase							    =       num_samples * [prompt]
      lowercase							    =       sd_pipe.prepare_inputs(_lowerCamelCase       )

      lowercase							    =       replicate(_lowerCamelCase       )
      lowercase							    =       shard(_lowerCamelCase       )

      lowercase							    =       jax.random.PRNGKey(0       )
      lowercase							    =       jax.random.split(_lowerCamelCase							,		jax.device_count()       )

      lowercase							    =       sd_pipe(_lowerCamelCase							,		_lowerCamelCase							,		_lowerCamelCase							,		num_inference_steps=2_5							,		jit=_lowerCamelCase       )[0]
      assert images.shape == (jax.device_count(), 1, 7_6_8, 7_6_8, 3)

      lowercase							    =       images.reshape((images.shape[0] * images.shape[1],) + images.shape[-3:]       )
      lowercase							    =       images[0, 2_5_3:2_5_6, 2_5_3:2_5_6, -1]

      lowercase							    =       jnp.asarray(jax.device_get(image_slice.flatten()       )       )
      lowercase							    =       jnp.array([0.4_3_3_6, 0.4_2_9_6_9, 0.4_4_5_3, 0.4_1_9_9, 0.4_2_9_7, 0.4_5_3_1, 0.4_4_3_4, 0.4_4_3_4, 0.4_2_9_7]       )
      print(F'output_slice: {output_slice}'       )
      assert jnp.abs(output_slice - expected_slice       ).max() < 1e-2


