


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

							lowerCAmelCase__			  =      0
							lowerCAmelCase__			  =      0
							lowerCAmelCase__			  =      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__			  =      class_images[count]
																					count += 1
																					try:
																												lowerCAmelCase__			  =      requests.get(images['''url''']			)
																												if img.status_code == 200:
																																			lowerCAmelCase__			  =      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    _snake_case  (	)		->       Union[str, Any]:
							lowerCAmelCase__			  =      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__":
		__UpperCAmelCase       							=				parse_args()
		retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)



'''simple docstring'''






import re


def    _snake_case  (	A			)		->       bool:
							lowerCAmelCase__			  =      re.compile(R'''^(\+91[\-\s]?)?[0]?(91)?[789]\d{9}$'''			)
							if match := re.search(A					,       A			):
														return match.string == phone
							return False


if __name__ == "__main__":
		print(indian_phone_validator('''+918827897895'''))