





"""simple docstring"""




UpperCamelCase_									=frozenset(
    [
        """prompt""",
        """height""",
        """width""",
        """guidance_scale""",
        """negative_prompt""",
        """prompt_embeds""",
        """negative_prompt_embeds""",
        """cross_attention_kwargs""",
    ]
)

UpperCamelCase_									=frozenset(["""prompt""", """negative_prompt"""])

UpperCamelCase_									=frozenset([])

UpperCamelCase_									=frozenset(["""image"""])

UpperCamelCase_									=frozenset(
    [
        """image""",
        """height""",
        """width""",
        """guidance_scale""",
    ]
)

UpperCamelCase_									=frozenset(["""image"""])

UpperCamelCase_									=frozenset(
    [
        """prompt""",
        """image""",
        """height""",
        """width""",
        """guidance_scale""",
        """negative_prompt""",
        """prompt_embeds""",
        """negative_prompt_embeds""",
    ]
)

UpperCamelCase_									=frozenset(["""prompt""", """image""", """negative_prompt"""])

UpperCamelCase_									=frozenset(
    [
        # Text guided image variation with an image mask
        """prompt""",
        """image""",
        """mask_image""",
        """height""",
        """width""",
        """guidance_scale""",
        """negative_prompt""",
        """prompt_embeds""",
        """negative_prompt_embeds""",
    ]
)

UpperCamelCase_									=frozenset(["""prompt""", """image""", """mask_image""", """negative_prompt"""])

UpperCamelCase_									=frozenset(
    [
        # image variation with an image mask
        """image""",
        """mask_image""",
        """height""",
        """width""",
        """guidance_scale""",
    ]
)

UpperCamelCase_									=frozenset(["""image""", """mask_image"""])

UpperCamelCase_									=frozenset(
    [
        """example_image""",
        """image""",
        """mask_image""",
        """height""",
        """width""",
        """guidance_scale""",
    ]
)

UpperCamelCase_									=frozenset(["""example_image""", """image""", """mask_image"""])

UpperCamelCase_									=frozenset(["""class_labels"""])

UpperCamelCase_									=frozenset(["""class_labels"""])

UpperCamelCase_									=frozenset(["""batch_size"""])

UpperCamelCase_									=frozenset([])

UpperCamelCase_									=frozenset(["""batch_size"""])

UpperCamelCase_									=frozenset([])

UpperCamelCase_									=frozenset(
    [
        """prompt""",
        """audio_length_in_s""",
        """guidance_scale""",
        """negative_prompt""",
        """prompt_embeds""",
        """negative_prompt_embeds""",
        """cross_attention_kwargs""",
    ]
)

UpperCamelCase_									=frozenset(["""prompt""", """negative_prompt"""])
UpperCamelCase_									=frozenset(["""input_tokens"""])

UpperCamelCase_									=frozenset(["""input_tokens"""])










"""simple docstring"""




from __future__ import annotations

from random import choice





def 	a_    (							_lowercase       ):
						return choice(_lowercase       )





def 	a_    (							_lowercase	,						_lowercase       ):
						_UpperCamelCase      : Optional[int]         =   random_pivot(_lowercase       )

						# partition based on pivot
						# linear time
						_UpperCamelCase      : Union[str, Any]         =   [e for e in lst if e < pivot]
						_UpperCamelCase      : int         =   [e for e in lst if e > pivot]

						# if we get lucky, pivot might be the element we want.
						# we can easily see this:
						# small (elements smaller than k)
						# + pivot (kth element)
						# + big (elements larger than k)
						if len(_lowercase       ) == k - 1:
												return pivot
						# pivot is in elements bigger than k
						elif len(_lowercase       ) < k - 1:
												return kth_number(_lowercase	,						k - len(_lowercase       ) - 1       )
						# pivot is in elements smaller than k
						else:
												return kth_number(_lowercase	,						_lowercase       )


if __name__ == "__main__":
						import doctest

						doctest.testmod()



