





'''simple docstring'''







from __future__ import annotations

from math import pi, pow





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      int | float )			->						float:
						if side_length < 0:
												raise ValueError('''vol_cube() only accepts non-negative values''' )
						return pow(SCREAMING_SNAKE_CASE__,      3 )





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if height < 0 or radius < 0:
												raise ValueError('''vol_spherical_cap() only accepts non-negative values''' )
						# Volume is 1/3 pi * height squared * (3 * radius - height)
						return 1 / 3 * pi * pow(SCREAMING_SNAKE_CASE__,      2 ) * (3 * radius - height)





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if radius_a < 0 or radius_a < 0 or centers_distance < 0:
												raise ValueError('''vol_spheres_intersect() only accepts non-negative values''' )
						if centers_distance == 0:
												return vol_sphere(min(SCREAMING_SNAKE_CASE__,      SCREAMING_SNAKE_CASE__ ) )

						UpperCAmelCase_      :   Tuple      =	(
						    (radius_a - radius_a + centers_distance)
						    * (radius_a + radius_a - centers_distance)
						    / (2 * centers_distance)
						)
						UpperCAmelCase_      :   Any      =	(
						    (radius_a - radius_a + centers_distance)
						    * (radius_a + radius_a - centers_distance)
						    / (2 * centers_distance)
						)

						return vol_spherical_cap(SCREAMING_SNAKE_CASE__,      SCREAMING_SNAKE_CASE__ ) + vol_spherical_cap(SCREAMING_SNAKE_CASE__,      SCREAMING_SNAKE_CASE__ )





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:

						if radius_a <= 0 or radius_a <= 0 or centers_distance < 0:
												raise ValueError(
												    '''vol_spheres_union() only accepts non-negative values, non-zero radius''' )

						if centers_distance == 0:
												return vol_sphere(max(SCREAMING_SNAKE_CASE__,      SCREAMING_SNAKE_CASE__ ) )

						return (
						    vol_sphere(SCREAMING_SNAKE_CASE__ )
						    + vol_sphere(SCREAMING_SNAKE_CASE__ )
						    - vol_spheres_intersect(SCREAMING_SNAKE_CASE__,      SCREAMING_SNAKE_CASE__,      SCREAMING_SNAKE_CASE__ )
						)





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if width < 0 or height < 0 or length < 0:
												raise ValueError('''vol_cuboid() only accepts non-negative values''' )
						return float(width * height * length )





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if height < 0 or area_of_base < 0:
												raise ValueError('''vol_cone() only accepts non-negative values''' )
						return area_of_base * height / 3.0





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if height < 0 or radius < 0:
												raise ValueError('''vol_right_circ_cone() only accepts non-negative values''' )
						return pi * pow(SCREAMING_SNAKE_CASE__,      2 ) * height / 3.0





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if height < 0 or area_of_base < 0:
												raise ValueError('''vol_prism() only accepts non-negative values''' )
						return float(area_of_base * height )





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if height < 0 or area_of_base < 0:
												raise ValueError('''vol_pyramid() only accepts non-negative values''' )
						return area_of_base * height / 3.0





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if radius < 0:
												raise ValueError('''vol_sphere() only accepts non-negative values''' )
						# Volume is 4/3 * pi * radius cubed
						return 4 / 3 * pi * pow(SCREAMING_SNAKE_CASE__,      3 )





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if radius < 0:
												raise ValueError('''vol_hemisphere() only accepts non-negative values''' )
						# Volume is radius cubed * pi * 2/3
						return pow(SCREAMING_SNAKE_CASE__,      3 ) * pi * 2 / 3





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if height < 0 or radius < 0:
												raise ValueError('''vol_circular_cylinder() only accepts non-negative values''' )
						# Volume is radius squared * height * pi
						return pow(SCREAMING_SNAKE_CASE__,      2 ) * height * pi





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						# Volume - (outer_radius squared - inner_radius squared) * pi * height
						if inner_radius < 0 or outer_radius < 0 or height < 0:
												raise ValueError(
												    '''vol_hollow_circular_cylinder() only accepts non-negative values''' )
						if outer_radius <= inner_radius:
												raise ValueError('''outer_radius must be greater than inner_radius''' )
						return pi * (pow(SCREAMING_SNAKE_CASE__,      2 ) - pow(SCREAMING_SNAKE_CASE__,      2 )) * height





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						# Volume is 1/3 * pi * height *
						#           (radius_1 squared + radius_2 squared + radius_1 * radius_2)
						if radius_a < 0 or radius_a < 0 or height < 0:
												raise ValueError('''vol_conical_frustum() only accepts non-negative values''' )
						return (
						    1
						    / 3
						    * pi
						    * height
						    * (pow(SCREAMING_SNAKE_CASE__,      2 ) + pow(SCREAMING_SNAKE_CASE__,      2 ) + radius_a * radius_a)
						)





def 							lowerCamelCase_   (	SCREAMING_SNAKE_CASE__   :      float,      SCREAMING_SNAKE_CASE__   :      float )			->						float:
						if torus_radius < 0 or tube_radius < 0:
												raise ValueError('''vol_torus() only accepts non-negative values''' )
						return 2 * pow(SCREAMING_SNAKE_CASE__,      2 ) * torus_radius * pow(SCREAMING_SNAKE_CASE__,      2 )





def 							lowerCamelCase_   (	)			->						Optional[Any]:
						print('''Volumes:''' )
						print(F"""Cube: {vol_cube(2 ) = }""" )  # = 8
						print(F"""Cuboid: {vol_cuboid(2,      2,      2 ) = }""" )  # = 8
						print(F"""Cone: {vol_cone(2,      2 ) = }""" )  # ~= 1.33
						print(F"""Right Circular Cone: {vol_right_circ_cone(2,      2 ) = }""" )  # ~= 8.38
						print(F"""Prism: {vol_prism(2,      2 ) = }""" )  # = 4
						print(F"""Pyramid: {vol_pyramid(2,      2 ) = }""" )  # ~= 1.33
						print(F"""Sphere: {vol_sphere(2 ) = }""" )  # ~= 33.5
						print(F"""Hemisphere: {vol_hemisphere(2 ) = }""" )  # ~= 16.75
						print(F"""Circular Cylinder: {vol_circular_cylinder(2,      2 ) = }""" )  # ~= 25.1
						print(F"""Torus: {vol_torus(2,      2 ) = }""" )  # ~= 157.9
						print(F"""Conical Frustum: {vol_conical_frustum(2,      2,      4 ) = }""" )  # ~= 58.6
						print(F"""Spherical cap: {vol_spherical_cap(1,      2 ) = }""" )  # ~= 5.24
						print(F"""Spheres intersetion: {vol_spheres_intersect(2,      2,      1 ) = }""" )  # ~= 21.21
						print(F"""Spheres union: {vol_spheres_union(2,      2,      1 ) = }""" )  # ~= 45.81
						print(
						    F"""Hollow Circular Cylinder: {vol_hollow_circular_cylinder(1,      2,      3 ) = }""" )  # ~= 28.3


if __name__ == "__main__":
					main()













"""simple docstring"""



import json
import os
import shutil
import tempfile
import unittest

from transformers.models.wavaveca import WavaVecaCTCTokenizer, WavaVecaFeatureExtractor, WavaVecaProcessor
from transformers.models.wavaveca.tokenization_wavaveca import VOCAB_FILES_NAMES
from transformers.utils import FEATURE_EXTRACTOR_NAME

from .test_feature_extraction_wavaveca import floats_list

class 			a	(  unittest.TestCase      ):







    def      UpperCamelCase_ (     self			):
      lowercase				       =			'<pad> <s> </s> <unk> | E T A O N I H S R D L U M W C F G Y P B V K \' X J Q Z'.split(' '			)
      lowercase				       =			dict(zip(_lowerCamelCase				,						range(len(_lowerCamelCase			)			)			)			)

      lowercase				       =			{
          'pad_token': '<pad>',
          'unk_token': '<unk>',
          'bos_token': '<s>',
          'eos_token': '</s>',
      }
      lowercase				       =			{
          'feature_size': 1,
          'padding_value': 0.0,
          'sampling_rate': 1_6_0_0_0,
          'return_attention_mask': False,
          'do_normalize': True,
      }

      lowercase				       =			tempfile.mkdtemp()
      lowercase				       =			os.path.join(self.tmpdirname				,						VOCAB_FILES_NAMES['vocab_file']			)
      lowercase				       =			os.path.join(self.tmpdirname				,						_lowerCamelCase			)
      with open(self.vocab_file				,						'w'				,						encoding='utf-8'			) as fp:
        fp.write(json.dumps(_lowerCamelCase			) + '\n'			)

      with open(self.feature_extraction_file				,						'w'				,						encoding='utf-8'			) as fp:
        fp.write(json.dumps(_lowerCamelCase			) + '\n'			)







    def      UpperCamelCase_ (     self				,						**_lowerCamelCase			):
      lowercase				       =			self.add_kwargs_tokens_map.copy()
      kwargs.update(_lowerCamelCase			)
      return WavaVecaCTCTokenizer.from_pretrained(self.tmpdirname				,						**_lowerCamelCase			)







    def      UpperCamelCase_ (     self				,						**_lowerCamelCase			):
      return WavaVecaFeatureExtractor.from_pretrained(self.tmpdirname				,						**_lowerCamelCase			)







    def      UpperCamelCase_ (     self			):
      shutil.rmtree(self.tmpdirname			)







    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.get_tokenizer()
      lowercase				       =			self.get_feature_extractor()

      lowercase				       =			WavaVecaProcessor(tokenizer=_lowerCamelCase				,						feature_extractor=_lowerCamelCase			)

      processor.save_pretrained(self.tmpdirname			)
      lowercase				       =			WavaVecaProcessor.from_pretrained(self.tmpdirname			)

      self.assertEqual(processor.tokenizer.get_vocab()				,						tokenizer.get_vocab()			)
      self.assertIsInstance(processor.tokenizer				,						_lowerCamelCase			)

      self.assertEqual(processor.feature_extractor.to_json_string()				,						feature_extractor.to_json_string()			)
      self.assertIsInstance(processor.feature_extractor				,						_lowerCamelCase			)







    def      UpperCamelCase_ (     self			):
      lowercase				       =			WavaVecaProcessor(tokenizer=self.get_tokenizer()				,						feature_extractor=self.get_feature_extractor()			)
      processor.save_pretrained(self.tmpdirname			)

      lowercase				       =			self.get_tokenizer(bos_token='(BOS)'				,						eos_token='(EOS)'			)
      lowercase				       =			self.get_feature_extractor(do_normalize=_lowerCamelCase				,						padding_value=1.0			)

      lowercase				       =			WavaVecaProcessor.from_pretrained(
          self.tmpdirname				,						bos_token='(BOS)'				,						eos_token='(EOS)'				,						do_normalize=_lowerCamelCase				,						padding_value=1.0			)

      self.assertEqual(processor.tokenizer.get_vocab()				,						tokenizer_add_kwargs.get_vocab()			)
      self.assertIsInstance(processor.tokenizer				,						_lowerCamelCase			)

      self.assertEqual(processor.feature_extractor.to_json_string()				,						feature_extractor_add_kwargs.to_json_string()			)
      self.assertIsInstance(processor.feature_extractor				,						_lowerCamelCase			)







    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.get_feature_extractor()
      lowercase				       =			self.get_tokenizer()

      lowercase				       =			WavaVecaProcessor(tokenizer=_lowerCamelCase				,						feature_extractor=_lowerCamelCase			)

      lowercase				       =			floats_list((3, 1_0_0_0)			)

      lowercase				       =			feature_extractor(_lowerCamelCase				,						return_tensors='np'			)
      lowercase				       =			processor(_lowerCamelCase				,						return_tensors='np'			)

      for key in input_feat_extract.keys():
        self.assertAlmostEqual(input_feat_extract[key].sum()				,						input_processor[key].sum()				,						delta=1e-2			)







    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.get_feature_extractor()
      lowercase				       =			self.get_tokenizer()

      lowercase				       =			WavaVecaProcessor(tokenizer=_lowerCamelCase				,						feature_extractor=_lowerCamelCase			)

      lowercase				       =			'This is a test string'

      lowercase				       =			processor(text=_lowerCamelCase			)

      lowercase				       =			tokenizer(_lowerCamelCase			)

      for key in encoded_tok.keys():
        self.assertListEqual(encoded_tok[key]				,						encoded_processor[key]			)







    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.get_feature_extractor()
      lowercase				       =			self.get_tokenizer()

      lowercase				       =			WavaVecaProcessor(tokenizer=_lowerCamelCase				,						feature_extractor=_lowerCamelCase			)

      lowercase				       =			[[1, 4, 5, 8, 1, 0, 8], [3, 4, 3, 1, 1, 8, 9]]

      lowercase				       =			processor.batch_decode(_lowerCamelCase			)
      lowercase				       =			tokenizer.batch_decode(_lowerCamelCase			)

      self.assertListEqual(_lowerCamelCase				,						_lowerCamelCase			)







    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.get_feature_extractor()
      lowercase				       =			self.get_tokenizer()

      lowercase				       =			WavaVecaProcessor(tokenizer=_lowerCamelCase				,						feature_extractor=_lowerCamelCase			)

      self.assertListEqual(
          processor.model_input_names				,						feature_extractor.model_input_names				,						msg='`processor` and `feature_extractor` model input names do not match'				,						)


