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					(   a_				: List[Any]						,			a_				: List[str]						,			a_				: Optional[Any]):
			lowerCamelCase						:List[Any]						  =     1.5
			lowerCamelCase						:Any						  =     int(factor * num_class_images)
			lowerCamelCase						:List[str]						  =     ClipClient(
			    url='''https://knn.laion.ai/knn-service'''						,			indice_name='''laion_400m'''						,			num_images=a_						,			aesthetic_weight=0.1)

			os.makedirs(F"{class_data_dir}/images"						,			exist_ok=a_)
			if len(list(Path(F"{class_data_dir}/images").iterdir())) >= num_class_images:
						return

			while True:
						lowerCamelCase						:Dict						  =     client.query(text=a_)
						if len(a_) >= factor * num_class_images or num_images > 1e4:
									break
						else:
									lowerCamelCase						:Tuple						  =     int(factor * num_images)
									lowerCamelCase						:Optional[int]						  =     ClipClient(
									    url='''https://knn.laion.ai/knn-service'''						,			indice_name='''laion_400m'''						,			num_images=a_						,			aesthetic_weight=0.1						,			)

			lowerCamelCase						:List[str]						  =     0
			lowerCamelCase						:Tuple						  =     0
			lowerCamelCase						:Union[str, Any]						  =     tqdm(desc='''downloading real regularization images'''						,			total=a_)

			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:
									lowerCamelCase						:List[Any]						  =     class_images[count]
									count += 1
									try:
												lowerCamelCase						:Dict						  =     requests.get(images['''url'''])
												if img.status_code == 2_00:
															lowerCamelCase						: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					(   ):
			lowerCamelCase						:List[Any]						  =     argparse.ArgumentParser(''''''						,			add_help=a_)
			parser.add_argument('''--class_prompt'''						,			help='''text prompt to retrieve images'''						,			required=a_						,			type=a_)
			parser.add_argument('''--class_data_dir'''						,			help='''path to save images'''						,			required=a_						,			type=a_)
			parser.add_argument('''--num_class_images'''						,			help='''number of images to download'''						,			default=2_00						,			type=a_)
			return parser.parse_args()


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




import os
from math import logaa





def  _lowerCamelCase					(   a_				: str = "base_exp.txt"):
			lowerCamelCase						:float						  =     0
			lowerCamelCase						:Optional[int]						  =     0
			for i, line in enumerate(open(os.path.join(os.path.dirname(a_)						,			a_))):
						lowerCamelCase  ,    lowerCamelCase						:Optional[int]						  =     list(map(a_						,			line.split(''',''')))
						if x * logaa(a_) > largest:
									lowerCamelCase						:List[Any]						  =     x * logaa(a_)
									lowerCamelCase						:Any						  =     i + 1
			return result


if __name__ == "__main__":
			print(solution())



