


"""simple docstring"""


from collections.abc import Callable
from math import pi, sqrt
from random import uniform
from statistics import mean




def   snake_case		(     UpperCamelCase__       :						List[str]    )   ->      List[Any]:

						# A local function to see if a dot lands in the circle.
						def is_in_circle(UpperCamelCase__       :						str			,				UpperCamelCase__       :						Any    ) -> bool:
												lowerCamelCase					:					str        =	sqrt((x**2) + (y**2)    )
												# Our circle has a radius of 1, so a distance
												# greater than 1 would land outside the circle.
												return distance_from_centre <= 1

						# The proportion of guesses that landed in the circle
						lowerCamelCase					:					Dict        =	mean(
						    int(is_in_circle(uniform(-1.0			,				1.0    )			,				uniform(-1.0			,				1.0    )    )    )
						    for _ in range(lowercase__    )    )
						# The ratio of the area for circle to square is pi/4.
						lowerCamelCase					:					Tuple        =	proportion * 4
						print(F'The estimated value of pi is {pi_estimate}'    )
						print(F'The numpy value of pi is {pi}'    )
						print(F'The total error is {abs(pi - pi_estimate    )}'    )




def   snake_case		(     UpperCamelCase__       :						Optional[Any]			,				UpperCamelCase__       :						Any			,				UpperCamelCase__       :						Optional[Any] = 0.0			,				UpperCamelCase__       :						List[str] = 1.0			,				)   ->      Optional[int]:
						return mean(
						    function_to_integrate(uniform(lowercase__			,				lowercase__    )    ) for _ in range(lowercase__    )    ) * (max_value - min_value)




def   snake_case		(     UpperCamelCase__       :						List[Any]			,				UpperCamelCase__       :						List[Any] = 0.0			,				UpperCamelCase__       :						Any = 1.0    )   ->      Dict:

						def identity_function(UpperCamelCase__       :						List[str]    ) -> float:
												return x

						lowerCamelCase					:					Union[str, Any]        =	area_under_curve_estimator(
						    lowercase__			,				lowercase__			,				lowercase__			,				lowercase__    )
						lowerCamelCase					:					Union[str, Any]        =	(max_value * max_value - min_value * min_value) / 2

						print("""******************"""    )
						print(F'Estimating area under y=x where x varies from {min_value} to {max_value}'    )
						print(F'Estimated value is {estimated_value}'    )
						print(F'Expected value is {expected_value}'    )
						print(F'Total error is {abs(estimated_value - expected_value    )}'    )
						print("""******************"""    )




def   snake_case		(     UpperCamelCase__       :						List[Any]    )   ->      Dict:

						def function_to_integrate(UpperCamelCase__       :						Dict    ) -> float:
												return sqrt(4.0 - x * x    )

						lowerCamelCase					:					Any        =	area_under_curve_estimator(
						    lowercase__			,				lowercase__			,				0.0			,				2.0    )

						print("""******************"""    )
						print("""Estimating pi using area_under_curve_estimator"""    )
						print(F'Estimated value is {estimated_value}'    )
						print(F'Expected value is {pi}'    )
						print(F'Total error is {abs(estimated_value - pi    )}'    )
						print("""******************"""    )


if __name__ == "__main__":
				import doctest

				doctest.testmod()








"""simple docstring"""


from typing import TYPE_CHECKING

from ...utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_flax_available,
    is_tf_available,
    is_tokenizers_available,
    is_torch_available,
    is_vision_available,
)


__lowerCamelCase      :List[str]	    =		{
    'configuration_owlvit': [
        'OWLVIT_PRETRAINED_CONFIG_ARCHIVE_MAP',
        'OwlViTConfig',
        'OwlViTOnnxConfig',
        'OwlViTTextConfig',
        'OwlViTVisionConfig',
    ],
    'processing_owlvit': ['OwlViTProcessor'],
}


try:
    if not is_vision_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    __lowerCamelCase      :Optional[int]	    =		['OwlViTFeatureExtractor']
    __lowerCamelCase      :List[str]	    =		['OwlViTImageProcessor']

try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    __lowerCamelCase      :Optional[Any]	    =		[
        'OWLVIT_PRETRAINED_MODEL_ARCHIVE_LIST',
        'OwlViTModel',
        'OwlViTPreTrainedModel',
        'OwlViTTextModel',
        'OwlViTVisionModel',
        'OwlViTForObjectDetection',
    ]

if TYPE_CHECKING:
    from .configuration_owlvit import (
        OWLVIT_PRETRAINED_CONFIG_ARCHIVE_MAP,
        OwlViTConfig,
        OwlViTOnnxConfig,
        OwlViTTextConfig,
        OwlViTVisionConfig,
    )
    from .processing_owlvit import OwlViTProcessor

    try:
        if not is_vision_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .feature_extraction_owlvit import OwlViTFeatureExtractor
        from .image_processing_owlvit import OwlViTImageProcessor

    try:
        if not is_torch_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .modeling_owlvit import (
            OWLVIT_PRETRAINED_MODEL_ARCHIVE_LIST,
            OwlViTForObjectDetection,
            OwlViTModel,
            OwlViTPreTrainedModel,
            OwlViTTextModel,
            OwlViTVisionModel,
        )

else:
    import sys

    __lowerCamelCase      :Dict	    =		_LazyModule(__name__, globals()['__file__'], _import_structure, module_spec=__spec__)




