

'''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 							_lowerCAmelCase (      __magic_name__	:    Union[str, Any]      ,   __magic_name__	:    List[Any]      ,   __magic_name__	:    List[str]	)							->     List[Any]:
						lowercase   :       List[Any]								=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=__magic_name__      ,   aesthetic_weight=0.1	)

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

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

						lowercase   :       str								=0
						lowercase   :       Union[str, Any]								=0
						lowercase   :       int								=tqdm(desc='''downloading real regularization images'''      ,   total=__magic_name__	)

						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   :       Union[str, Any]								=class_images[count]
																		count += 1
																		try:
																								lowercase   :       Tuple								=requests.get(images['''url''']	)
																								if img.status_code == 200:
																														lowercase   :       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 							_lowerCAmelCase (      )							->     Union[str, Any]:
						lowercase   :       List[Any]								=argparse.ArgumentParser(''''''      ,   add_help=__magic_name__	)
						parser.add_argument('''--class_prompt'''      ,   help='''text prompt to retrieve images'''      ,   required=__magic_name__      ,   type=__magic_name__	)
						parser.add_argument('''--class_data_dir'''      ,   help='''path to save images'''      ,   required=__magic_name__      ,   type=__magic_name__	)
						parser.add_argument('''--num_class_images'''      ,   help='''number of images to download'''      ,   default=200      ,   type=__magic_name__	)
						return parser.parse_args()


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








'''simple docstring'''





def 							_lowerCAmelCase (      __magic_name__	:    int = 1000000	)							->     int:
						lowercase   :       Dict								=set(range(3      ,   __magic_name__      ,   2	)	)
						primes.add(2	)
						for p in range(3      ,   __magic_name__      ,   2	):
												if p not in primes:
																		continue
												primes.difference_update(set(range(p * p      ,   __magic_name__      ,   __magic_name__	)	)	)

						lowercase   :       List[Any]								=[float(__magic_name__	) for n in range(limit + 1	)]

						for p in primes:
												for n in range(__magic_name__      ,   limit + 1      ,   __magic_name__	):
																		phi[n] *= 1 - 1 / p

						return int(sum(phi[2:]	)	)


if __name__ == "__main__":
							print(f'''{solution() = }''')





