



'''simple docstring'''





from math import pi, sqrt, tan





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





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





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





def   a_   (		_UpperCAmelCase    :      float ,_UpperCAmelCase    :      float				)    ->  float:
      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    :      float ,_UpperCAmelCase    :      float ,_UpperCAmelCase    :      float				)    ->  float:
      if radius_a < 0 or radius_a < 0 or height < 0:
            raise ValueError(
                'surface_area_conical_frustum() only accepts non-negative values'				)
      __snake_case :   Union[str, Any]													=    (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    :      float ,_UpperCAmelCase    :      float				)    ->  float:
      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    :      float ,_UpperCAmelCase    :      float				)    ->  float:
      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    :      float ,_UpperCAmelCase    :      float				)    ->  float:
      if length < 0 or width < 0:
            raise ValueError('area_rectangle() only accepts non-negative values'				)
      return length * width





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





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





def   a_   (		_UpperCAmelCase    :      float ,_UpperCAmelCase    :      float ,_UpperCAmelCase    :      float				)    ->  float:
      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'				)
      __snake_case :   str													=    (sidea + sidea + sidea) / 2
      __snake_case :   Optional[int]													=    sqrt(
          semi_perimeter
          * (semi_perimeter - sidea)
          * (semi_perimeter - sidea)
          * (semi_perimeter - sidea)				)
      return area





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





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





def   a_   (		_UpperCAmelCase    :      float ,_UpperCAmelCase    :      float				)    ->  float:
      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    :      float ,_UpperCAmelCase    :      float				)    ->  float:
      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    :      int ,_UpperCAmelCase    :      float				)    ->  float:
      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(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 json
import logging
import os
import sys
from time import time
from unittest.mock import patch

from transformers.testing_utils import TestCasePlus, require_torch_tpu


logging.basicConfig(level=logging.DEBUG)

A__    :   List[str]           =					logging.getLogger()





def   a_   (		_UpperCAmelCase    :      int				)    ->  Optional[int]:
      __snake_case :   List[str]													=    {}
      __snake_case :   List[str]													=    os.path.join(_UpperCAmelCase ,'all_results.json'				)
      if os.path.exists(_UpperCAmelCase				):
            with open(_UpperCAmelCase ,'r'				) as f:
                  __snake_case :   Dict													=    json.load(_UpperCAmelCase				)
      else:
            raise ValueError(f'''can\'t find {path}'''				)
      return results


A__    :   Dict           =					logging.StreamHandler(sys.stdout)
logger.addHandler(stream_handler)





@require_torch_tpu
class  snake_case__						(    SCREAMING_SNAKE_CASE_				):
 def A_   (   self						:							Optional[Any]  )      ->   List[str]:







       '''simple docstring'''
       import xla_spawn

       __snake_case :   int													=    self.get_auto_remove_tmp_dir()
       __snake_case :   Tuple													=    f'''
            ./examples/pytorch/text-classification/run_glue.py
            --num_cores=8
            ./examples/pytorch/text-classification/run_glue.py
            --model_name_or_path distilbert-base-uncased
            --output_dir {tmp_dir}
            --overwrite_output_dir
            --train_file ./tests/fixtures/tests_samples/MRPC/train.csv
            --validation_file ./tests/fixtures/tests_samples/MRPC/dev.csv
            --do_train
            --do_eval
            --debug tpu_metrics_debug
            --per_device_train_batch_size=2
            --per_device_eval_batch_size=1
            --learning_rate=1e-4
            --max_steps=10
            --warmup_steps=2
            --seed=42
            --max_seq_length=128
            '''.split()

       with patch.object(__a      ,     'argv'      ,     __a  ):
             __snake_case :   Tuple													=    time()
             xla_spawn.main()
             __snake_case :   Optional[int]													=    time()

             __snake_case :   List[Any]													=    get_results(__a  )
             self.assertGreaterEqual(result['eval_accuracy']      ,     0.7_5  )

             # Assert that the script takes less than 500 seconds to make sure it doesn't hang.
             self.assertLess(end - start      ,     500  )





 def A_   (   self						:							List[str]  )      ->   Optional[int]:







       '''simple docstring'''
       import xla_spawn

       __snake_case :   Optional[Any]													=    '\n            ./tests/test_trainer_tpu.py\n            --num_cores=8\n            ./tests/test_trainer_tpu.py\n            '.split()
       with patch.object(__a      ,     'argv'      ,     __a  ):
             xla_spawn.main()



