

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

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

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

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

						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   :       Any								=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 (      )							->     str:
						lowercase   :       int								=argparse.ArgumentParser(''''''      ,   add_help=lowercase__	)
						parser.add_argument('''--class_prompt'''      ,   help='''text prompt to retrieve images'''      ,   required=lowercase__      ,   type=lowercase__	)
						parser.add_argument('''--class_data_dir'''      ,   help='''path to save images'''      ,   required=lowercase__      ,   type=lowercase__	)
						parser.add_argument('''--num_class_images'''      ,   help='''number of images to download'''      ,   default=200      ,   type=lowercase__	)
						return parser.parse_args()


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








'''simple docstring'''





from collections import defaultdict






def 							_lowerCAmelCase (      __magic_name__	:    str      ,   __magic_name__	:    str	)							->     bool:
						lowercase   :       Optional[int]								=first_str.lower().strip()
						lowercase   :       Union[str, Any]								=second_str.lower().strip()

						# Remove whitespace
						lowercase   :       Optional[int]								=first_str.replace(''' '''      ,   ''''''	)
						lowercase   :       Optional[Any]								=second_str.replace(''' '''      ,   ''''''	)

						# Strings of different lengths are not anagrams
						if len(__magic_name__	) != len(__magic_name__	):
												return False

						# Default values for count should be 0
						lowercase   :       defaultdict[str, int]								=defaultdict(__magic_name__	)

						# For each character in input strings,
						# increment count in the corresponding
						for i in range(len(__magic_name__	)	):
												count[first_str[i]] += 1
												count[second_str[i]] -= 1

						return all(_count == 0 for _count in count.values()	)


if __name__ == "__main__":
							from doctest import testmod

							testmod()
							UpperCamelCase_							=					input("""Enter the first string """).strip()
							UpperCamelCase_							=					input("""Enter the second string """).strip()

							UpperCamelCase_							=					check_anagrams(input_a, input_b)
							print(f'''{input_a} and {input_b} are {'' if status else 'not '}anagrams.''')





