






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 					snake_case_						(   lowerCAmelCase_				:  int				,				lowerCAmelCase_				:  int				,				lowerCAmelCase_				:  Optional[int]					):
							__lowercase					:							Any			=   1.5
							__lowercase					:							Tuple			=   int(factor * num_class_images					)
							__lowercase					:							List[str]			=   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:
														__lowercase					:							Dict			=   client.query(text=lowerCAmelCase_					)
														if len(lowerCAmelCase_					) >= factor * num_class_images or num_images > 1e4:
																					break
														else:
																					__lowercase					:							Optional[Any]			=   int(factor * num_images					)
																					__lowercase					:							Any			=   ClipClient(
																					    url="""https://knn.laion.ai/knn-service"""				,				indice_name="""laion_400m"""				,				num_images=lowerCAmelCase_				,				aesthetic_weight=0.1				,				)

							__lowercase					:							Tuple			=   0
							__lowercase					:							Optional[int]			=   0
							__lowercase					:							Optional[int]			=   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:
																					__lowercase					:							Any			=   class_images[count]
																					count += 1
																					try:
																												__lowercase					:							str			=   requests.get(images["""url"""]					)
																												if img.status_code == 200:
																																			__lowercase					:							Optional[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 					snake_case_						(   ):
							__lowercase					:							List[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=200				,				type=lowerCAmelCase_					)
							return parser.parse_args()


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







import math
def 					snake_case_						(   lowerCAmelCase_				:  int					):

							if 1 < number < 4:
														# 2 and 3 are primes
														return True
							elif number < 2 or number % 2 == 0 or number % 3 == 0:
														# Negatives, 0, 1, all even numbers, all multiples of 3 are not primes
														return False

							# All primes number are in format of 6k +/- 1
							for i in range(5				,				int(math.sqrt(lowerCAmelCase_					) + 1					)				,				6					):
														if number % i == 0 or number % (i + 2) == 0:
																					return False
							return True
def 					snake_case_						(   lowerCAmelCase_				:  int = 10001					):

							try:
														__lowercase					:							Optional[int]			=   int(lowerCAmelCase_					)
							except (TypeError, ValueError):
														raise TypeError("""Parameter nth must be int or castable to int."""					) from None
							if nth <= 0:
														raise ValueError("""Parameter nth must be greater than or equal to one."""					)
							__lowercase					:							list[int]			=   []
							__lowercase					:							str			=   2
							while len(lowerCAmelCase_					) < nth:
														if is_prime(lowerCAmelCase_					):
																					primes.append(lowerCAmelCase_					)
																					num += 1
														else:
																					num += 1
							return primes[len(lowerCAmelCase_					) - 1]


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