



'''simple docstring'''






import argparse

from transformers import CLIPImageProcessor, CLIPVisionModelWithProjection

from diffusers import UnCLIPImageVariationPipeline, UnCLIPPipeline


if __name__ == "__main__":
    SCREAMING_SNAKE_CASE_	   =			argparse.ArgumentParser()

    parser.add_argument('--dump_path', default=None, type=str, required=True, help='Path to the output model.')

    parser.add_argument(
        '--txt2img_unclip',
        default='kakaobrain/karlo-v1-alpha',
        type=str,
        required=False,
        help='The pretrained txt2img unclip.',
    )

    SCREAMING_SNAKE_CASE_	   =			parser.parse_args()

    SCREAMING_SNAKE_CASE_	   =			UnCLIPPipeline.from_pretrained(args.txtaimg_unclip)

    SCREAMING_SNAKE_CASE_	   =			CLIPImageProcessor()
    SCREAMING_SNAKE_CASE_	   =			CLIPVisionModelWithProjection.from_pretrained('openai/clip-vit-large-patch14')

    SCREAMING_SNAKE_CASE_	   =			UnCLIPImageVariationPipeline(
        decoder=txtaimg.decoder,
        text_encoder=txtaimg.text_encoder,
        tokenizer=txtaimg.tokenizer,
        text_proj=txtaimg.text_proj,
        feature_extractor=feature_extractor,
        image_encoder=image_encoder,
        super_res_first=txtaimg.super_res_first,
        super_res_last=txtaimg.super_res_last,
        decoder_scheduler=txtaimg.decoder_scheduler,
        super_res_scheduler=txtaimg.super_res_scheduler,
    )

    imgaimg.save_pretrained(args.dump_path)
'''simple docstring'''






from __future__ import annotations






def  UpperCamelCase__					(					_lowercase    :				list[int]   ,    _lowercase    :				int   ,    _lowercase    :				int   ,    _lowercase    :				int     )							->	None:
  if (direction == 1 and array[indexa] > array[indexa]) or (
      direction == 0 and array[indexa] < array[indexa]
  ):
    __UpperCAmelCase, __UpperCAmelCase:					str		= array[indexa], array[indexa]






def  UpperCamelCase__					(					_lowercase    :				list[int]   ,    _lowercase    :				int   ,    _lowercase    :				int   ,    _lowercase    :				int     )							->	None:
  if length > 1:
    __UpperCAmelCase:					List[str]		= int(length / 2     )
    for i in range(_lowercase   ,    low + middle     ):
      comp_and_swap(_lowercase   ,    _lowercase   ,    i + middle   ,    _lowercase     )
    bitonic_merge(_lowercase   ,    _lowercase   ,    _lowercase   ,    _lowercase     )
    bitonic_merge(_lowercase   ,    low + middle   ,    _lowercase   ,    _lowercase     )






def  UpperCamelCase__					(					_lowercase    :				list[int]   ,    _lowercase    :				int   ,    _lowercase    :				int   ,    _lowercase    :				int     )							->	None:
  if length > 1:
    __UpperCAmelCase:					Any		= int(length / 2     )
    bitonic_sort(_lowercase   ,    _lowercase   ,    _lowercase   ,    1     )
    bitonic_sort(_lowercase   ,    low + middle   ,    _lowercase   ,    0     )
    bitonic_merge(_lowercase   ,    _lowercase   ,    _lowercase   ,    _lowercase     )


if __name__ == "__main__":
    SCREAMING_SNAKE_CASE_	   =			input('Enter numbers separated by a comma:\n').strip()
    SCREAMING_SNAKE_CASE_	   =			[int(item.strip()) for item in user_input.split(',')]

    bitonic_sort(unsorted, 0, len(unsorted), 1)
    print('\nSorted array in ascending order is: ', end='')
    print(*unsorted, sep=', ')

    bitonic_merge(unsorted, 0, len(unsorted), 0)
    print('Sorted array in descending order is: ', end='')
    print(*unsorted, sep=', ')