





'''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_							):

				"""simple docstring"""






				lowercase         = 1.5
				lowercase         = int(factor * num_class_images							)
				lowercase         = 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         = client.query(text=lowerCAmelCase_							)
								if len(lowerCAmelCase_							) >= factor * num_class_images or num_images > 1E4:
												break
								else:
												lowercase         = int(factor * num_images							)
												lowercase         = ClipClient(
												    url="https://knn.laion.ai/knn-service"		,							indice_name="laion_400m"		,							num_images=lowerCAmelCase_		,							aesthetic_weight=0.1		,							)

				lowercase         = 0
				lowercase         = 0
				lowercase         = 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         = class_images[count]
												count += 1
												try:
																lowercase         = requests.get(images["url"]							)
																if img.status_code == 200:
																				lowercase         = 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_    (	):

				"""simple docstring"""






				lowercase         = 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 : Optional[Any]											=			parse_args()
			retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)











'''simple docstring'''

# Algorithm for the pigeonhole sorting









def 							UpperCAmelCase_    (	lowerCAmelCase_							):

				"""simple docstring"""






				lowercase         = min(lowerCAmelCase_							)  # min() finds the minimum value
				lowercase         = max(lowerCAmelCase_							)  # max() finds the maximum value

				lowercase         = max_val - min_val + 1  # size is difference of max and min values plus one

				# list of pigeonholes of size equal to the variable size
				lowercase         = [0] * size

				# Populate the pigeonholes.
				for x in a:
								assert isinstance(lowerCAmelCase_		,							lowerCAmelCase_							), "integers only please"
								holes[x - min_val] += 1

				# Putting the elements back into the array in an order.
				lowercase         = 0
				for count in range(lowerCAmelCase_							):
								while holes[count] > 0:
												holes[count] -= 1
												lowercase         = count + min_val
												i += 1







def 							UpperCAmelCase_    (	):

				"""simple docstring"""






				lowercase         = [8, 3, 2, 7, 4, 6, 8]
				pigeonhole_sort(lowerCAmelCase_							)
				print("Sorted order is:"		,							" ".join(lowerCAmelCase_							)							)


if __name__ == "__main__":
			main()




