



"""simple docstring"""







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						,     __lowerCamelCase						,     __lowerCamelCase	)							->      Union[str, Any]:
		lowercase__   :    int				=			1.5
		lowercase__   :    Optional[int]				=			int(factor * num_class_images	)
		lowercase__   :    List[Any]				=			ClipClient(
		    url='''https://knn.laion.ai/knn-service'''						,     indice_name='''laion_400m'''						,     num_images=SCREAMING_SNAKE_CASE_						,     aesthetic_weight=0.1	)

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

		while True:
				lowercase__   :    Dict				=			client.query(text=SCREAMING_SNAKE_CASE_	)
				if len(SCREAMING_SNAKE_CASE_	) >= factor * num_class_images or num_images > 1E4:
						break
				else:
						lowercase__   :    Optional[int]				=			int(factor * num_images	)
						lowercase__   :    str				=			ClipClient(
						    url='''https://knn.laion.ai/knn-service'''						,     indice_name='''laion_400m'''						,     num_images=SCREAMING_SNAKE_CASE_						,     aesthetic_weight=0.1						,     )

		lowercase__   :    Tuple				=			0
		lowercase__   :    List[str]				=			0
		lowercase__   :    List[str]				=			tqdm(desc='''downloading real regularization images'''						,     total=SCREAMING_SNAKE_CASE_	)

		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:
						lowercase__   :    str				=			class_images[count]
						count += 1
						try:
								lowercase__   :    Tuple				=			requests.get(images['''url''']	)
								if img.status_code == 2_00:
										lowercase__   :    str				=			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      (    )							->      Union[str, Any]:
		lowercase__   :    Optional[int]				=			argparse.ArgumentParser(''''''						,     add_help=SCREAMING_SNAKE_CASE_	)
		parser.add_argument('''--class_prompt'''						,     help='''text prompt to retrieve images'''						,     required=SCREAMING_SNAKE_CASE_						,     type=SCREAMING_SNAKE_CASE_	)
		parser.add_argument('''--class_data_dir'''						,     help='''path to save images'''						,     required=SCREAMING_SNAKE_CASE_						,     type=SCREAMING_SNAKE_CASE_	)
		parser.add_argument('''--num_class_images'''						,     help='''number of images to download'''						,     default=2_00						,     type=SCREAMING_SNAKE_CASE_	)
		return parser.parse_args()


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



import math

def 	snake_case__			(    SCREAMING_SNAKE_CASE_		:    int			):



     '''simple docstring'''





     lowercase__    :   Optional[Any]      =       []
     lowercase__    :   str      =       2
     lowercase__    :   Optional[Any]      =       int(math.sqrt(SCREAMING_SNAKE_CASE_			)			)  # Size of every segment
     lowercase__    :   Dict      =       [True] * (end + 1)
     lowercase__    :   Union[str, Any]      =       []

     while start <= end:
          if temp[start] is True:
               in_prime.append(SCREAMING_SNAKE_CASE_			)
               for i in range(start * start	,     end + 1	,     SCREAMING_SNAKE_CASE_			):
                    lowercase__    :   int      =       False
          start += 1
     prime += in_prime

     lowercase__    :   Optional[int]      =       end + 1
     lowercase__    :   List[str]      =       min(2 * end	,     SCREAMING_SNAKE_CASE_			)

     while low <= n:
          lowercase__    :   str      =       [True] * (high - low + 1)
          for each in in_prime:
               lowercase__    :   str      =       math.floor(low / each			) * each
               if t < low:
                    t += each

               for j in range(SCREAMING_SNAKE_CASE_	,     high + 1	,     SCREAMING_SNAKE_CASE_			):
                    lowercase__    :   Optional[Any]      =       False

          for j in range(len(SCREAMING_SNAKE_CASE_			)			):
               if temp[j] is True:
                    prime.append(j + low			)

          lowercase__    :   Optional[Any]      =       high + 1
          lowercase__    :   Optional[int]      =       min(high + end	,     SCREAMING_SNAKE_CASE_			)

     return prime

print(sieve(10**6))

