






'''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	(				SCREAMING_SNAKE_CASE__:	Any,					SCREAMING_SNAKE_CASE__:	Union[str, Any],					SCREAMING_SNAKE_CASE__:	Tuple    )  ->			Optional[Any]:

   """simple docstring"""
   __a				     =    1.5
   __a				     =    int(factor * num_class_images    )
   __a				     =    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:
      __a				     =    client.query(text=SCREAMING_SNAKE_CASE__    )
      if len(SCREAMING_SNAKE_CASE__    ) >= factor * num_class_images or num_images > 1e4:
         break
      else:
         __a				     =    int(factor * num_images    )
         __a				     =    ClipClient(
             url='https://knn.laion.ai/knn-service',					indice_name='laion_400m',					num_images=SCREAMING_SNAKE_CASE__,					aesthetic_weight=0.1,					)

   __a				     =    0
   __a				     =    0
   __a				     =    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:
         __a				     =    class_images[count]
         count += 1
         try:
            __a				     =    requests.get(images['url']    )
            if img.status_code == 200:
               __a				     =    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	(				)  ->			List[str]:

   """simple docstring"""
   __a				     =    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=200,					type=SCREAMING_SNAKE_CASE__    )
   return parser.parse_args()


if __name__ == "__main__":
 __UpperCamelCase      :       Union[str, Any]      			=      parse_args()
 retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)







'''simple docstring'''



def    __UpperCAmelCase	(				SCREAMING_SNAKE_CASE__:	int,					SCREAMING_SNAKE_CASE__:	bool = False    )  ->			bool:

   """simple docstring"""
   if n == 2:
      return True
   if not n % 2 or n < 2:
      return False
   if n > 5 and n % 10 not in (1, 3, 7, 9):  # can quickly check last digit
      return False
   if n > 3317044064679887385961981 and not allow_probable:
      raise ValueError(
          'Warning: upper bound of deterministic test is exceeded. '
          'Pass allow_probable=True to allow probabilistic test. '
          'A return value of True indicates a probable prime.'    )
   # array bounds provided by analysis
   __a				     =    [
       2047,
       1373653,
       25326001,
       3215031751,
       2152302898747,
       3474749660383,
       341550071728321,
       1,
       3825123056546413051,
       1,
       1,
       318665857834031151167461,
       3317044064679887385961981,
   ]

   __a				     =    [2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41]
   for idx, _p in enumerate(SCREAMING_SNAKE_CASE__,					1    ):
      if n < _p:
         # then we have our last prime to check
         __a				     =    primes[:idx]
         break
   __a     ,			__a				     =    n - 1, 0
   # break up n -1 into a power of 2 (s) and
   # remaining odd component
   # essentially, solve for d * 2 ** s == n - 1
   while d % 2 == 0:
      d //= 2
      s += 1
   for prime in plist:
      __a				     =    False
      for r in range(SCREAMING_SNAKE_CASE__    ):
         __a				     =    pow(SCREAMING_SNAKE_CASE__,					d * 2**r,					SCREAMING_SNAKE_CASE__    )
         # see article for analysis explanation for m
         if (r == 0 and m == 1) or ((m + 1) % n == 0):
            __a				     =    True
            # this loop will not determine compositeness
            break
      if pr:
         continue
      # if pr is False, then the above loop never evaluated to true,
      # and the n MUST be composite
      return False
   return True



def    __UpperCAmelCase	(				)  ->			None:

   """simple docstring"""
   assert not miller_rabin(561    )
   assert miller_rabin(563    )
   # 2047

   assert not miller_rabin(838201    )
   assert miller_rabin(838207    )
   # 1_373_653

   assert not miller_rabin(17316001    )
   assert miller_rabin(17316017    )
   # 25_326_001

   assert not miller_rabin(3078386641    )
   assert miller_rabin(3078386653    )
   # 3_215_031_751

   assert not miller_rabin(1713045574801    )
   assert miller_rabin(1713045574819    )
   # 2_152_302_898_747

   assert not miller_rabin(2779799728307    )
   assert miller_rabin(2779799728327    )
   # 3_474_749_660_383

   assert not miller_rabin(113850023909441    )
   assert miller_rabin(113850023909527    )
   # 341_550_071_728_321

   assert not miller_rabin(1275041018848804351    )
   assert miller_rabin(1275041018848804391    )
   # 3_825_123_056_546_413_051

   assert not miller_rabin(79666464458507787791867    )
   assert miller_rabin(79666464458507787791951    )
   # 318_665_857_834_031_151_167_461

   assert not miller_rabin(552840677446647897660333    )
   assert miller_rabin(552840677446647897660359    )
   # 3_317_044_064_679_887_385_961_981
   # upper limit for probabilistic test


if __name__ == "__main__":
 test_miller_rabin()