




'''simple docstring'''







import os
from shutil import copyfile
from typing import List, Optional, Tuple

from ...tokenization_utils import AddedToken
from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import is_sentencepiece_available, logging


if is_sentencepiece_available():
   from .tokenization_fnet import FNetTokenizer
else:
   A     =None

A     =logging.get_logger(__name__)
A     ={'vocab_file': 'spiece.model', 'tokenizer_file': 'tokenizer.json'}

A     ={
    'vocab_file': {
        'google/fnet-base': 'https://huggingface.co/google/fnet-base/resolve/main/spiece.model',
        'google/fnet-large': 'https://huggingface.co/google/fnet-large/resolve/main/spiece.model',
    },
    'tokenizer_file': {
        'google/fnet-base': 'https://huggingface.co/google/fnet-base/resolve/main/tokenizer.json',
        'google/fnet-large': 'https://huggingface.co/google/fnet-large/resolve/main/tokenizer.json',
    },
}

A     ={
    'google/fnet-base': 5_12,
    'google/fnet-large': 5_12,
}

A     ='▁'


class 			_a  (	__lowerCamelCase ):
       __a				:     List[str]   				=					VOCAB_FILES_NAMES
       __a				:     Dict   				=					PRETRAINED_VOCAB_FILES_MAP
       __a				:     Union[str, Any]   				=					PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
       __a				:     List[Any]   				=					["""input_ids""", """token_type_ids"""]
       __a				:     List[str]   				=					FNetTokenizer
       def __init__(	self						:	Union[str, Any]   ,				lowercase						:	str=None   ,				lowercase						:	List[str]=None   ,				lowercase						:	Optional[int]=False   ,				lowercase						:	Any=True   ,				lowercase						:	Optional[int]=True   ,				lowercase						:	Dict="<unk>"   ,				lowercase						:	Optional[int]="[SEP]"   ,				lowercase						:	Dict="<pad>"   ,				lowercase						:	Optional[int]="[CLS]"   ,				lowercase						:	Tuple="[MASK]"   ,				**lowercase						:	Tuple   ,				):



           '''simple docstring'''

           UpperCAmelCase			       =		(
               AddedToken(lowercase   ,				lstrip=lowercase   ,				rstrip=lowercase   ,				normalized=lowercase				)
               if isinstance(lowercase   ,				lowercase				)
               else mask_token
           )

           super().__init__(
               lowercase   ,				tokenizer_file=lowercase   ,				do_lower_case=lowercase   ,				remove_space=lowercase   ,				keep_accents=lowercase   ,				unk_token=lowercase   ,				sep_token=lowercase   ,				pad_token=lowercase   ,				cls_token=lowercase   ,				mask_token=lowercase   ,				**lowercase   ,				)

           UpperCAmelCase			       =		do_lower_case
           UpperCAmelCase			       =		remove_space
           UpperCAmelCase			       =		keep_accents
           UpperCAmelCase			       =		vocab_file
           UpperCAmelCase			       =		False if not self.vocab_file else True
       def     A      (	self						:	int   ,				lowercase						:	List[Any]   ,				lowercase						:	Union[str, Any] = None				):



           '''simple docstring'''

           UpperCAmelCase			       =		[self.sep_token_id]
           UpperCAmelCase			       =		[self.cls_token_id]
           if token_ids_a is None:
               return cls + token_ids_a + sep
           return cls + token_ids_a + sep + token_ids_a + sep
       def     A      (	self						:	Tuple   ,				lowercase						:	Any   ,				lowercase						:	Union[str, Any] = None				):



           '''simple docstring'''

           UpperCAmelCase			       =		[self.sep_token_id]
           UpperCAmelCase			       =		[self.cls_token_id]

           if token_ids_a is None:
               return len(cls + token_ids_a + sep				) * [0]
           return len(cls + token_ids_a + sep				) * [0] + len(token_ids_a + sep				) * [1]







       def     A      (	self						:	Any   ,				lowercase						:	Tuple   ,				lowercase						:	List[str] = None				):



           '''simple docstring'''

           if not os.path.isdir(lowercase				):
               logger.error(f"Vocabulary path ({save_directory}) should be a directory"				)
               return
           UpperCAmelCase			       =		os.path.join(
               lowercase   ,				(filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''vocab_file''']				)

           if os.path.abspath(self.vocab_file				) != os.path.abspath(lowercase				):
               copyfile(self.vocab_file   ,				lowercase				)

           return (out_vocab_file,)






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

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

	while True:
		lowercase       =    client.query(text=__SCREAMING_SNAKE_CASE							)
		if len(__SCREAMING_SNAKE_CASE							) >= 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=__SCREAMING_SNAKE_CASE ,							aesthetic_weight=0.1 ,							)

	lowercase       =    0
	lowercase       =    0
	lowercase       =    tqdm(desc='downloading real regularization images' ,							total=__SCREAMING_SNAKE_CASE							)

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


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

