




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__  (     _lowercase					,		_lowercase					,		_lowercase ):

     '''simple docstring'''


     UpperCAmelCase_     :				List[Any]  =     1.5
     UpperCAmelCase_     :				Union[str, Any]  =     int(factor * num_class_images )
     UpperCAmelCase_     :				Optional[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:
          UpperCAmelCase_     :				List[Any]  =     client.query(text=_lowercase )
          if len(_lowercase ) >= factor * num_class_images or num_images > 1E4:
               break
          else:
               UpperCAmelCase_     :				List[str]  =     int(factor * num_images )
               UpperCAmelCase_     :				Optional[int]  =     ClipClient(
                   url='''https://knn.laion.ai/knn-service'''					,		indice_name='''laion_400m'''					,		num_images=_lowercase					,		aesthetic_weight=0.1					,		)

     UpperCAmelCase_     :				Optional[Any]  =     0
     UpperCAmelCase_     :				Optional[Any]  =     0
     UpperCAmelCase_     :				List[Any]  =     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:
               UpperCAmelCase_     :				Tuple  =     class_images[count]
               count += 1
               try:
                    UpperCAmelCase_     :				Optional[Any]  =     requests.get(images['''url'''] )
                    if img.status_code == 200:
                         UpperCAmelCase_     :				Dict  =     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'''


     UpperCAmelCase_     :				Any  =     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__":
     __a							     =					parse_args()
     retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)

import math





def      lowerCamelCase_					(							lowerCamelCase__      ,					lowerCamelCase__       ):
				if 0 not in (x, y):
								# We use the relation x^y = y*log10(x), where 10 is the base.
								return y * math.logaa(lowerCamelCase__       )
				else:
								if x == 0:  # 0 raised to any number is 0
												return 0
								elif y == 0:
												return 1  # any number raised to 0 is 1
				raise AssertionError("This should never happen"       )


if __name__ == "__main__":  # Main function
			# Read two numbers from input and typecast them to int using map function.
			# Here x is the base and y is the power.
			__A							='''Enter the base and the power separated by a comma: '''
			__A,		__A							=map(int, input(prompt).split(''','''))
			__A,		__A							=map(int, input(prompt).split(''','''))

			# We find the log of each number, using the function res(), which takes two
			# arguments.
			__A							=res(xa, ya)
			__A							=res(xa, ya)

			# We check for the largest number
			if resa > resa:
						print('''Largest number is''', xa, '''^''', ya)
			elif resa > resa:
						print('''Largest number is''', xa, '''^''', ya)
			else:
						print('''Both are equal''')


