



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

 _lowercase					:       Optional[int]       =		0
 _lowercase					:       str       =		0
 _lowercase					:       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:
   _lowercase					:       Optional[Any]       =		class_images[count]
   count += 1
   try:
    _lowercase					:       str       =		requests.get(images['url']					)
    if img.status_code == 200:
     _lowercase					:       int       =		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					:       Optional[int]       =		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				:    List[Any]     						=parse_args()
  retrieve(args.class_prompt, args.class_data_dir, args.num_class_images)





'''simple docstring'''

import argparse
from collections import defaultdict







def 						__UpperCamelCase				(							_lowercase,				_lowercase,				_lowercase,				_lowercase,				_lowercase					) ->			int:
	_lowercase					:       Optional[int]       =		f'''{file}_{class_name}_{test_name}'''
	done_test[_id] += 1

	with open(_lowercase,				'r'					) as f:
		_lowercase					:       Optional[int]       =		f.readlines()

	_lowercase					:       Dict       =		f'''class {class_name}('''
	_lowercase					:       List[Any]       =		f'''{4 * " "}def {test_name}('''
	_lowercase					:       List[str]       =		f'''{8 * " "}{correct_line.split()[0]}'''
	_lowercase					:       List[str]       =		f'''{16 * " "}{correct_line.split()[0]}'''
	_lowercase					:       Dict       =		False
	_lowercase					:       str       =		False
	_lowercase					:       List[Any]       =		False
	_lowercase					:       Union[str, Any]       =		False
	_lowercase					:       Any       =		0
	_lowercase					:       Tuple       =		0

	_lowercase					:       Optional[int]       =		[]
	for line in lines:
		if line.startswith(_lowercase					):
			_lowercase					:       int       =		True
		elif in_class and line.startswith(_lowercase					):
			_lowercase					:       List[Any]       =		True
		elif in_class and in_func and (line.startswith(_lowercase					) or line.startswith(_lowercase					)):
			_lowercase					:       str       =		len(line.split(correct_line.split()[0]					)[0]					)
			count += 1

			if count == done_test[_id]:
				_lowercase					:       List[Any]       =		True

		if in_class and in_func and in_line:
			if ")" not in line:
				continue
			else:
				_lowercase					:       Any       =		True

		if in_class and in_func and in_line and insert_line:
			new_lines.append(f'''{spaces * " "}{correct_line}'''					)
			_lowercase					:       Any       =		False
		else:
			new_lines.append(_lowercase					)

	with open(_lowercase,				'w'					) as f:
		for line in new_lines:
			f.write(_lowercase					)







def 						__UpperCamelCase				(							_lowercase,				_lowercase=None					) ->			Optional[Any]:
	if fail is not None:
		with open(_lowercase,				'r'					) as f:
			_lowercase					:       Any       =		{l.strip() for l in f.readlines()}
	else:
		_lowercase					:       str       =		None

	with open(_lowercase,				'r'					) as f:
		_lowercase					:       str       =		f.readlines()

	_lowercase					:       Union[str, Any]       =		defaultdict(_lowercase					)
	for line in correct_lines:
		_lowercase  ,    _lowercase  ,    _lowercase  ,    _lowercase					:       Union[str, Any]       =		line.split(';'					)
		if test_failures is None or "::".join([file, class_name, test_name]					) in test_failures:
			overwrite_file(_lowercase,				_lowercase,				_lowercase,				_lowercase,				_lowercase					)


if __name__ == "__main__":
		_A				:    str     						=argparse.ArgumentParser()
		parser.add_argument('''--correct_filename''', help='''filename of tests with expected result''')
		parser.add_argument('''--fail_filename''', help='''filename of test failures''', type=str, default=None)
		_A				:    Union[str, Any]     						=parser.parse_args()

		main(args.correct_filename, args.fail_filename)
