






"""simple docstring"""
from math import pi, sqrt, tan

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

def 							snake_case (  A__      ,A__      ,A__		):
			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 							snake_case (  A__		):
			if radius < 0:
						raise ValueError("surface_area_sphere() only accepts non-negative values"		)
			return 4 * pi * radius**2

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

def 							snake_case (  A__      ,A__		):
			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 							snake_case (  A__      ,A__      ,A__		):
			if radius_a < 0 or radius_a < 0 or height < 0:
						raise ValueError(
						    "surface_area_conical_frustum() only accepts non-negative values"		)
			UpperCAmelCase_	:					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 							snake_case (  A__      ,A__		):
			if radius < 0 or height < 0:
						raise ValueError("surface_area_cylinder() only accepts non-negative values"		)
			return 2 * pi * radius * (height + radius)

def 							snake_case (  A__      ,A__		):
			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(A__      ,2		) * torus_radius * tube_radius

def 							snake_case (  A__      ,A__		):
			if length < 0 or width < 0:
						raise ValueError("area_rectangle() only accepts non-negative values"		)
			return length * width

def 							snake_case (  A__		):
			if side_length < 0:
						raise ValueError("area_square() only accepts non-negative values"		)
			return side_length**2

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

def 							snake_case (  A__      ,A__      ,A__		):
			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"		)
			UpperCAmelCase_	:					Optional[int]     	=   (sidea + sidea + sidea) / 2
			UpperCAmelCase_	:					Dict     	=   sqrt(
			    semi_perimeter
			    * (semi_perimeter - sidea)
			    * (semi_perimeter - sidea)
			    * (semi_perimeter - sidea)		)
			return area

def 							snake_case (  A__      ,A__		):
			if base < 0 or height < 0:
						raise ValueError("area_parallelogram() only accepts non-negative values"		)
			return base * height

def 							snake_case (  A__      ,A__      ,A__		):
			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 							snake_case (  A__		):
			if radius < 0:
						raise ValueError("area_circle() only accepts non-negative values"		)
			return pi * radius**2

def 							snake_case (  A__      ,A__		):
			if radius_x < 0 or radius_y < 0:
						raise ValueError("area_ellipse() only accepts non-negative values"		)
			return pi * radius_x * radius_y

def 							snake_case (  A__      ,A__		):
			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 							snake_case (  A__      ,A__		):
			if not isinstance(A__      ,A__		) 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) = }')











"""simple docstring"""
import argparse
import logging
import sys
from unittest.mock import patch

import run_glue_deebert

from transformers.testing_utils import TestCasePlus, get_gpu_count, require_torch_non_multi_gpu, slow


logging.basicConfig(level=logging.DEBUG)

lowerCamelCase_							      = logging.getLogger()

def 							snake_case (  ):
			UpperCAmelCase_	:					str     	=   argparse.ArgumentParser()
			parser.add_argument("-f"		)
			UpperCAmelCase_	:					Optional[Any]     	=   parser.parse_args()
			return args.f







class      UpperCamelCase_			(__A	):





	def 	_SCREAMING_SNAKE_CASE ( self   :					str		)		->     None:
				UpperCAmelCase_	:					List[str]     	=   logging.StreamHandler(sys.stdout		)
				logger.addHandler(lowerCAmelCase_		)





	def 	_SCREAMING_SNAKE_CASE ( self   :					int      ,      lowerCAmelCase_   :					List[str]		)		->     Tuple:
				UpperCAmelCase_	:					Optional[int]     	=   get_gpu_count()

				if n_gpu > 1:
							pass
							# XXX: doesn't quite work with n_gpu > 1 https://github.com/huggingface/transformers/issues/10560
							# script = f"{self.examples_dir_str}/research_projects/deebert/run_glue_deebert.py"
							# distributed_args = f"-m torch.distributed.launch --nproc_per_node={n_gpu} {script}".split()
							# cmd = [sys.executable] + distributed_args + args
							# execute_subprocess_async(cmd, env=self.get_env())
							# XXX: test the results - need to save them first into .json file
				else:
							args.insert(0      ,      "run_glue_deebert.py"		)
							with patch.object(lowerCAmelCase_      ,      "argv"      ,      lowerCAmelCase_		):
										UpperCAmelCase_	:					Dict     	=   run_glue_deebert.main()
										for value in result.values():
													self.assertGreaterEqual(lowerCAmelCase_      ,      0.6_6_6		)





	@slow
	@require_torch_non_multi_gpu
	def 	_SCREAMING_SNAKE_CASE ( self   :					Dict		)		->     int:
				UpperCAmelCase_	:					Tuple     	=   "\n            --model_type roberta\n            --model_name_or_path roberta-base\n            --task_name MRPC\n            --do_train\n            --do_eval\n            --do_lower_case\n            --data_dir ./tests/fixtures/tests_samples/MRPC/\n            --max_seq_length 128\n            --per_gpu_eval_batch_size=1\n            --per_gpu_train_batch_size=8\n            --learning_rate 2e-4\n            --num_train_epochs 3\n            --overwrite_output_dir\n            --seed 42\n            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage\n            --plot_data_dir ./examples/deebert/results/\n            --save_steps 0\n            --overwrite_cache\n            --eval_after_first_stage\n            ".split()
				self.run_and_check(lowerCAmelCase_		)

				UpperCAmelCase_	:					Union[str, Any]     	=   "\n            --model_type roberta\n            --model_name_or_path ./examples/deebert/saved_models/roberta-base/MRPC/two_stage\n            --task_name MRPC\n            --do_eval\n            --do_lower_case\n            --data_dir ./tests/fixtures/tests_samples/MRPC/\n            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage\n            --plot_data_dir ./examples/deebert/results/\n            --max_seq_length 128\n            --eval_each_highway\n            --eval_highway\n            --overwrite_cache\n            --per_gpu_eval_batch_size=1\n            ".split()
				self.run_and_check(lowerCAmelCase_		)

				UpperCAmelCase_	:					str     	=   "\n            --model_type roberta\n            --model_name_or_path ./examples/deebert/saved_models/roberta-base/MRPC/two_stage\n            --task_name MRPC\n            --do_eval\n            --do_lower_case\n            --data_dir ./tests/fixtures/tests_samples/MRPC/\n            --output_dir ./examples/deebert/saved_models/roberta-base/MRPC/two_stage\n            --plot_data_dir ./examples/deebert/results/\n            --max_seq_length 128\n            --early_exit_entropy 0.1\n            --eval_highway\n            --overwrite_cache\n            --per_gpu_eval_batch_size=1\n            ".split()
				self.run_and_check(lowerCAmelCase_		)



