





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						(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)       ->     List[Any]:
  lowercase__			    =						1.5
  lowercase__			    =						int(factor * num_class_images	)
  lowercase__			    =						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:
    lowercase__			    =						client.query(text=a__	)
    if len(a__	) >= 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=a__	,		aesthetic_weight=0.1	,		)

  lowercase__			    =						0
  lowercase__			    =						0
  lowercase__			    =						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:
      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						()       ->     Dict:
  lowercase__			    =						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=200	,		type=a__	)
  return parser.parse_args()


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









import math




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)       ->     List[Any]:
  if 0 not in (x, y):
    # We use the relation x^y = y*log10(x), where 10 is the base.
    return y * math.logaa(_SCREAMING_SNAKE_CASE	)
  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.
      lowercase_					     =	"""Enter the base and the power separated by a comma: """
      lowercase_     ,							lowercase_					     =	map(int, input(prompt).split(""","""))
      lowercase_     ,							lowercase_					     =	map(int, input(prompt).split(""","""))

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


