




'''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_					(UpperCamelCase :						int				,		UpperCamelCase :						Any				,		UpperCamelCase :						Optional[int]   ):





							'''simple docstring'''


							_a			  =       1.5
							_a			  =       int(factor * num_class_images   )
							_a			  =       ClipClient(
							    url='''https://knn.laion.ai/knn-service'''				,		indice_name='''laion_400m'''				,		num_images=UpperCamelCase				,		aesthetic_weight=0.1   )

							os.makedirs(f'{class_data_dir}/images'				,		exist_ok=UpperCamelCase   )
							if len(list(Path(f'{class_data_dir}/images'   ).iterdir()   )   ) >= num_class_images:
														return

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

							_a			  =       0
							_a			  =       0
							_a			  =       tqdm(desc='''downloading real regularization images'''				,		total=UpperCamelCase   )

							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:
																					_a			  =       class_images[count]
																					count += 1
																					try:
																												_a			  =       requests.get(images['''url''']   )
																												if img.status_code == 200:
																																			_a			  =       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_					():





							'''simple docstring'''


							_a			  =       argparse.ArgumentParser(''''''				,		add_help=UpperCamelCase   )
							parser.add_argument('''--class_prompt'''				,		help='''text prompt to retrieve images'''				,		required=UpperCamelCase				,		type=UpperCamelCase   )
							parser.add_argument('''--class_data_dir'''				,		help='''path to save images'''				,		required=UpperCamelCase				,		type=UpperCamelCase   )
							parser.add_argument('''--num_class_images'''				,		help='''number of images to download'''				,		default=200				,		type=UpperCamelCase   )
							return parser.parse_args()


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







'''simple docstring'''


_snake_case   :   Any     							=	tuple[float, float, float]
_snake_case   :   Optional[int]     							=	tuple[float, float, float]
def 	snake_case_					(UpperCamelCase :						Pointad				,		UpperCamelCase :						Pointad   ):





							'''simple docstring'''


							_a			  =       end_pointa[0] - end_pointa[0]
							_a			  =       end_pointa[1] - end_pointa[1]
							_a			  =       end_pointa[2] - end_pointa[2]
							return (x, y, z)
def 	snake_case_					(UpperCamelCase :						Vectorad				,		UpperCamelCase :						Vectorad   ):





							'''simple docstring'''


							_a			  =       ab[1] * ac[2] - ab[2] * ac[1]  # *i
							_a			  =       (ab[0] * ac[2] - ab[2] * ac[0]) * -1  # *j
							_a			  =       ab[0] * ac[1] - ab[1] * ac[0]  # *k
							return (x, y, z)
def 	snake_case_					(UpperCamelCase :						Vectorad				,		UpperCamelCase :						int   ):





							'''simple docstring'''


							return tuple(round(UpperCamelCase				,		UpperCamelCase   ) for x in vector   ) == (0, 0, 0)

def 	snake_case_					(UpperCamelCase :						Pointad				,		UpperCamelCase :						Pointad				,		UpperCamelCase :						Pointad				,		UpperCamelCase :						int = 10   ):





							'''simple docstring'''


							_a			  =       create_vector(UpperCamelCase				,		UpperCamelCase   )
							_a			  =       create_vector(UpperCamelCase				,		UpperCamelCase   )
							return is_zero_vector(get_ad_vectors_cross(UpperCamelCase				,		UpperCamelCase   )				,		UpperCamelCase   )

