



"""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        a__     (				lowerCAmelCase__     ,      lowerCAmelCase__     ,      lowerCAmelCase__				):
      UpperCAmelCase_      			=							1.5
      UpperCAmelCase_      			=							int(factor * num_class_images				)
      UpperCAmelCase_      			=							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:
            UpperCAmelCase_      			=							client.query(text=lowerCAmelCase__				)
            if len(lowerCAmelCase__				) >= factor * num_class_images or num_images > 1e4:
                  break
            else:
                  UpperCAmelCase_      			=							int(factor * num_images				)
                  UpperCAmelCase_      			=							ClipClient(
                      url="https://knn.laion.ai/knn-service"     ,      indice_name="laion_400m"     ,      num_images=lowerCAmelCase__     ,      aesthetic_weight=0.1     ,      )

      UpperCAmelCase_      			=							0
      UpperCAmelCase_      			=							0
      UpperCAmelCase_      			=							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:
                  UpperCAmelCase_      			=							class_images[count]
                  count += 1
                  try:
                        UpperCAmelCase_      			=							requests.get(images["url"]				)
                        if img.status_code == 200:
                              UpperCAmelCase_      			=							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        a__     (				):
      UpperCAmelCase_      			=							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       	=						parse_args()
  retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)









"""simple docstring"""





from maths.prime_check import is_prime
def        a__     (				lowerCAmelCase__				):
      if not isinstance(lowerCAmelCase__     ,      lowerCAmelCase__				):
            UpperCAmelCase_      			=							f"""Input value of [number={number}] must be an integer"""
            raise TypeError(lowerCAmelCase__				)
      if is_prime(lowerCAmelCase__				) and is_prime(number + 2				):
            return number + 2
      else:
            return -1


if __name__ == "__main__":
  import doctest

  doctest.testmod()




