






"""simple docstring"""

lowercase    			=       frozenset(
    [
        '''prompt''',
        '''height''',
        '''width''',
        '''guidance_scale''',
        '''negative_prompt''',
        '''prompt_embeds''',
        '''negative_prompt_embeds''',
        '''cross_attention_kwargs''',
    ]
)

lowercase    			=       frozenset(['''prompt''', '''negative_prompt'''])

lowercase    			=       frozenset([])

lowercase    			=       frozenset(['''image'''])

lowercase    			=       frozenset(
    [
        '''image''',
        '''height''',
        '''width''',
        '''guidance_scale''',
    ]
)

lowercase    			=       frozenset(['''image'''])

lowercase    			=       frozenset(
    [
        '''prompt''',
        '''image''',
        '''height''',
        '''width''',
        '''guidance_scale''',
        '''negative_prompt''',
        '''prompt_embeds''',
        '''negative_prompt_embeds''',
    ]
)

lowercase    			=       frozenset(['''prompt''', '''image''', '''negative_prompt'''])

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

lowercase    			=       frozenset(['''prompt''', '''image''', '''mask_image''', '''negative_prompt'''])

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

lowercase    			=       frozenset(['''image''', '''mask_image'''])

lowercase    			=       frozenset(
    [
        '''example_image''',
        '''image''',
        '''mask_image''',
        '''height''',
        '''width''',
        '''guidance_scale''',
    ]
)

lowercase    			=       frozenset(['''example_image''', '''image''', '''mask_image'''])

lowercase    			=       frozenset(['''class_labels'''])

lowercase    			=       frozenset(['''class_labels'''])

lowercase    			=       frozenset(['''batch_size'''])

lowercase    			=       frozenset([])

lowercase    			=       frozenset(['''batch_size'''])

lowercase    			=       frozenset([])

lowercase    			=       frozenset(
    [
        '''prompt''',
        '''audio_length_in_s''',
        '''guidance_scale''',
        '''negative_prompt''',
        '''prompt_embeds''',
        '''negative_prompt_embeds''',
        '''cross_attention_kwargs''',
    ]
)

lowercase    			=       frozenset(['''prompt''', '''negative_prompt'''])
lowercase    			=       frozenset(['''input_tokens'''])

lowercase    			=       frozenset(['''input_tokens'''])











"""simple docstring"""

from __future__ import annotations

from random import choice






def _lowerCAmelCase	(  __lowerCamelCase:Optional[int]   ):

						'''simple docstring'''






						return choice(__lowerCamelCase   )






def _lowerCAmelCase	(  __lowerCamelCase:list[int] ,						__lowerCamelCase:int   ):

						'''simple docstring'''






						__magic_name__            =     random_pivot(__lowerCamelCase   )

						# partition based on pivot
						# linear time
						__magic_name__            =     [e for e in lst if e < pivot]
						__magic_name__            =     [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(__lowerCamelCase   ) == k - 1:
												return pivot
						# pivot is in elements bigger than k
						elif len(__lowerCamelCase   ) < k - 1:
												return kth_number(__lowerCamelCase ,						k - len(__lowerCamelCase   ) - 1   )
						# pivot is in elements smaller than k
						else:
												return kth_number(__lowerCamelCase ,						__lowerCamelCase   )


if __name__ == "__main__":
			import doctest

			doctest.testmod()



