
import argparse
import os
from io import BytesIO
from pathlib import Path

import requests
from clip_retrieval.clip_client import ClipClient
from PIL import Image
from tqdm import tqdm




def        __UpperCamelCase					(    lowerCAmelCase__							:    Optional[Any]  ,       lowerCAmelCase__							:    List[str]  ,       lowerCAmelCase__							:    List[str]  ):
 __a			:  Optional[int]		    =  1.5
 __a			:  Tuple		    =  int(factor * num_class_images  )
 __a			:  List[Any]		    =  ClipClient(
     url='''https://knn.laion.ai/knn-service'''  ,       indice_name='''laion_400m'''  ,       num_images=lowerCAmelCase__  ,       aesthetic_weight=0.1  )

 os.makedirs(f"{class_data_dir}/images"  ,       exist_ok=lowerCAmelCase__  )
 if len(list(Path(f"{class_data_dir}/images"  ).iterdir()  )  ) >= num_class_images:
  return

 while True:
  __a			:  List[Any]		    =  client.query(text=lowerCAmelCase__  )
  if len(lowerCAmelCase__  ) >= factor * num_class_images or num_images > 1e4:
   break
  else:
   __a			:  Optional[Any]		    =  int(factor * num_images  )
   __a			:  int		    =  ClipClient(
       url='''https://knn.laion.ai/knn-service'''  ,       indice_name='''laion_400m'''  ,       num_images=lowerCAmelCase__  ,       aesthetic_weight=0.1  ,       )

 __a			:  Optional[Any]		    =  0
 __a			:  Optional[int]		    =  0
 __a			:  Dict		    =  tqdm(desc='''downloading real regularization images'''  ,       total=lowerCAmelCase__  )

 with open(f"{class_data_dir}/caption.txt"  ,       '''w'''  ) as fa, open(f"{class_data_dir}/urls.txt"  ,       '''w'''  ) as fa, open(
     f"{class_data_dir}/images.txt"  ,       '''w'''  ) as fa:
  while total < num_class_images:
   __a			:  str		    =  class_images[count]
   count += 1
   try:
    __a			:  Any		    =  requests.get(images['''url''']  )
    if img.status_code == 2_0_0:
     __a			:  List[Any]		    =  Image.open(BytesIO(img.content  )  )
     with open(f"{class_data_dir}/images/{total}.jpg"  ,       '''wb'''  ) as f:
      f.write(img.content  )
     fa.write(images['''caption'''] + '''\n'''  )
     fa.write(images['''url'''] + '''\n'''  )
     fa.write(f"{class_data_dir}/images/{total}.jpg" + '''\n'''  )
     total += 1
     pbar.update(1  )
    else:
     continue
   except Exception:
    continue
 return




def        __UpperCamelCase					(    ):
 __a			:  str		    =  argparse.ArgumentParser(''''''  ,       add_help=lowerCAmelCase__  )
 parser.add_argument('''--class_prompt'''  ,       help='''text prompt to retrieve images'''  ,       required=lowerCAmelCase__  ,       type=lowerCAmelCase__  )
 parser.add_argument('''--class_data_dir'''  ,       help='''path to save images'''  ,       required=lowerCAmelCase__  ,       type=lowerCAmelCase__  )
 parser.add_argument('''--num_class_images'''  ,       help='''number of images to download'''  ,       default=2_0_0  ,       type=lowerCAmelCase__  )
 return parser.parse_args()


if __name__ == "__main__":
      lowercase__          =parse_args()
      retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)


def        __UpperCamelCase					(    lowerCAmelCase__							:    list  ):

 def merge(lowerCAmelCase__							:    list  ,       lowerCAmelCase__							:    list  ) -> list:

  def _merge():
   while left and right:
    yield (left if left[0] <= right[0] else right).pop(0  )
   yield from left
   yield from right

  return list(_merge()  )

 if len(lowerCAmelCase__  ) <= 1:
  return collection
 __a			:  str		    =  len(lowerCAmelCase__  ) // 2
 return merge(merge_sort(collection[:mid]  )  ,       merge_sort(collection[mid:]  )  )


if __name__ == "__main__":
      import doctest

      doctest.testmod()
      lowercase__          =input('Enter numbers separated by a comma:\n').strip()
      lowercase__          =[int(item) for item in user_input.split(',')]
      print(*merge_sort(unsorted), sep=',')
