






"""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	(  __lowerCamelCase:Optional[int] ,						__lowerCamelCase:int ,						__lowerCamelCase:Optional[Any]   ):

						'''simple docstring'''






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

						__magic_name__            =     0
						__magic_name__            =     0
						__magic_name__            =     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:
																		__magic_name__            =     class_images[count]
																		count += 1
																		try:
																								__magic_name__            =     requests.get(images["url"]   )
																								if img.status_code == 2_0_0:
																														__magic_name__            =     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	(  ):

						'''simple docstring'''






						__magic_name__            =     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=2_0_0 ,						type=__lowerCamelCase   )
						return parser.parse_args()


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











"""simple docstring"""

def _lowerCAmelCase	(  __lowerCamelCase:int   ):

						'''simple docstring'''






						__magic_name__            =     n ** (1 / 3)
						return (val * val * val) == n


if __name__ == "__main__":
			print(perfect_cube(27))
			print(perfect_cube(4))



