




import warnings
from dataclasses import dataclass, field
from typing import Optional, Tuple

from .training_args import TrainingArguments
from .utils import cached_property, is_tf_available, logging, requires_backends


a_ 		=  logging.get_logger(__name__)

if is_tf_available():
 import tensorflow as tf

@dataclass
class 			_lowerCamelCase    (      _SCREAMING_SNAKE_CASE ):

      """simple docstring"""

      lowerCAmelCase__      :			List[str]     =       "tf"
      lowerCAmelCase__      :			Optional[str]     =       field(
          default=_SCREAMING_SNAKE_CASE				,      metadata={"help": "Name of TPU"}				,      )

      lowerCAmelCase__      :			Optional[str]     =       field(
          default=_SCREAMING_SNAKE_CASE				,      metadata={"help": "Zone of TPU"}				,      )

      lowerCAmelCase__      :			Optional[str]     =       field(
          default=_SCREAMING_SNAKE_CASE				,      metadata={"help": "Name of Cloud TPU-enabled project"}				,      )

      lowerCAmelCase__      :			float     =       field(
          default=1.0				,      metadata={"help": "Power for the Polynomial decay LR scheduler."}				,      )

      lowerCAmelCase__      :			bool     =       field(default=_SCREAMING_SNAKE_CASE				,      metadata={"help": "Whether to activate the XLA compilation or not"} )







      @cached_property
      def    snake_case						(  self       :			int					):
          requires_backends(self			,							['''tf''']					)
          logger.info('''Tensorflow: setting up strategy'''					)

          __UpperCamelCase			=    tf.config.list_physical_devices('''GPU'''					)

          # Set to float16 at first
          if self.fpaa:
              tf.keras.mixed_precision.set_global_policy('''mixed_float16'''					)

          if self.no_cuda:
              __UpperCamelCase			=    tf.distribute.OneDeviceStrategy(device='''/cpu:0'''					)
          else:
              try:
                  if self.tpu_name:
                      __UpperCamelCase			=    tf.distribute.cluster_resolver.TPUClusterResolver(
                          self.tpu_name			,							zone=self.tpu_zone			,							project=self.gcp_project					)
                  else:
                      __UpperCamelCase			=    tf.distribute.cluster_resolver.TPUClusterResolver()
              except ValueError:
                  if self.tpu_name:
                      raise RuntimeError(F"Couldn't connect to TPU {self.tpu_name}!"					)
                  else:
                      __UpperCamelCase			=    None

              if tpu:
                  # Set to bfloat16 in case of TPU
                  if self.fpaa:
                      tf.keras.mixed_precision.set_global_policy('''mixed_bfloat16'''					)

                  tf.config.experimental_connect_to_cluster(snake_case					)
                  tf.tpu.experimental.initialize_tpu_system(snake_case					)

                  __UpperCamelCase			=    tf.distribute.TPUStrategy(snake_case					)

              elif len(snake_case					) == 0:
                  __UpperCamelCase			=    tf.distribute.OneDeviceStrategy(device='''/cpu:0'''					)
              elif len(snake_case					) == 1:
                  __UpperCamelCase			=    tf.distribute.OneDeviceStrategy(device='''/gpu:0'''					)
              elif len(snake_case					) > 1:
                  # If you only want to use a specific subset of GPUs use `CUDA_VISIBLE_DEVICES=0`
                  __UpperCamelCase			=    tf.distribute.MirroredStrategy()
              else:
                  raise ValueError('''Cannot find the proper strategy, please check your environment properties.'''					)

          return strategy







      @property
      def    snake_case						(  self       :			Any					):
          requires_backends(self			,							['''tf''']					)
          return self._setup_strategy







      @property
      def    snake_case						(  self       :			Union[str, Any]					):
          requires_backends(self			,							['''tf''']					)
          return self._setup_strategy.num_replicas_in_sync







      @property
      def    snake_case						(  self       :			Tuple					):
          return False  # TF Logging is handled by Keras not the Trainer







      @property
      def    snake_case						(  self       :			List[Any]					):
          if self.per_gpu_train_batch_size:
              logger.warning(
                  '''Using deprecated `--per_gpu_train_batch_size` argument which will be removed in a future '''
                  '''version. Using `--per_device_train_batch_size` is preferred.'''					)
          __UpperCamelCase			=    self.per_gpu_train_batch_size or self.per_device_train_batch_size
          return per_device_batch_size * self.n_replicas







      @property
      def    snake_case						(  self       :			str					):
          if self.per_gpu_eval_batch_size:
              logger.warning(
                  '''Using deprecated `--per_gpu_eval_batch_size` argument which will be removed in a future '''
                  '''version. Using `--per_device_eval_batch_size` is preferred.'''					)
          __UpperCamelCase			=    self.per_gpu_eval_batch_size or self.per_device_eval_batch_size
          return per_device_batch_size * self.n_replicas







      @property
      def    snake_case						(  self       :			List[Any]					):
          requires_backends(self			,							['''tf''']					)
          warnings.warn(
              '''The n_gpu argument is deprecated and will be removed in a future version, use n_replicas instead.'''			,							snake_case			,							)
          return self._setup_strategy.num_replicas_in_sync








"""simple docstring"""




from __future__ import annotations

from math import pi, pow

def     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_     ):
					if side_length < 0:
										raise ValueError('vol_cube() only accepts non-negative values'     )
					return pow(SCREAMING_SNAKE_CASE_,	3     )

def     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_     ):
					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     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_     ):
					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_     )     )

					SCREAMING_SNAKE_CASE           =      (
					    (radius_a - radius_a + centers_distance)
					    * (radius_a + radius_a - centers_distance)
					    / (2 * centers_distance)
					)
					SCREAMING_SNAKE_CASE           =      (
					    (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     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_     ):

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

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

def     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_     ):
					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     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_     ):
					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     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_     ):
					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     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_     ):
					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     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_     ):
					# 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     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_     ):
					# 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     UpperCamelCase_    (						SCREAMING_SNAKE_CASE_,	SCREAMING_SNAKE_CASE_     ):
					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     UpperCamelCase_    (						):
					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()
