




"""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

lowercase__  		=		10







def   _snake_case    (       lowercase__	):
				_lowerCamelCase  :    List[Any]					=					1
				_lowerCamelCase  :    Optional[int]					=					max(lowercase__	)
				while placement <= max_digit:
								# declare and initialize empty buckets
								_lowerCamelCase  :    list[list]					=					[[] for _ in range(lowercase__	)]
								# split list_of_ints between the buckets
								for i in list_of_ints:
												_lowerCamelCase  :    Dict					=					int((i / placement) % RADIX	)
												buckets[tmp].append(lowercase__	)
								# put each buckets' contents into list_of_ints
								_lowerCamelCase  :    str					=					0
								for b in range(lowercase__	):
												for i in buckets[b]:
																_lowerCamelCase  :    str					=					i
																a += 1
        # move to next
								placement *= RADIX
				return list_of_ints


if __name__ == "__main__":
			import doctest

			doctest.testmod()