





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        __lowercase       (				_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE			,						_SCREAMING_SNAKE_CASE     )			->       int:


      '''simple docstring'''


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

      SCREAMING_SNAKE_CASE		=						0
      SCREAMING_SNAKE_CASE		=						0
      SCREAMING_SNAKE_CASE		=						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:
                  SCREAMING_SNAKE_CASE		=						class_images[count]
                  count += 1
                  try:
                        SCREAMING_SNAKE_CASE		=						requests.get(images["""url"""]     )
                        if img.status_code == 2_00:
                              SCREAMING_SNAKE_CASE		=						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        __lowercase       (				)			->       List[str]:


      '''simple docstring'''


      SCREAMING_SNAKE_CASE		=						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=2_00			,						type=_SCREAMING_SNAKE_CASE     )
      return parser.parse_args()


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









import os
import unittest

from transformers import BertTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    BertTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english

@require_tokenizers
class 		UpperCamelCase__			(				lowerCAmelCase_							,				unittest.TestCase       ):



     '''simple docstring'''

     __snake_case   :     Any		     =      BertTokenizer
     __snake_case   :     Dict		     =      BertTokenizerFast
     __snake_case   :     Tuple		     =      True
     __snake_case   :     List[Any]		     =      True
     __snake_case   :     Optional[Any]		     =      filter_non_english






     def     SCREAMING_SNAKE_CASE__  (							self						:   Union[str, Any]	)					->		Any:




           '''simple docstring'''


           super().setUp()

           SCREAMING_SNAKE_CASE		=						[
               """[UNK]""",
               """[CLS]""",
               """[SEP]""",
               """[PAD]""",
               """[MASK]""",
               """want""",
               """##want""",
               """##ed""",
               """wa""",
               """un""",
               """runn""",
               """##ing""",
               """,""",
               """low""",
               """lowest""",
           ]
           SCREAMING_SNAKE_CASE		=						os.path.join(self.tmpdirname						,VOCAB_FILES_NAMES["""vocab_file"""]	)
           with open(self.vocab_file						,"""w"""						,encoding="""utf-8"""	) as vocab_writer:
                 vocab_writer.write("""""".join([x + """\n""" for x in vocab_tokens]	)	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   str						,lowerCamelCase__						:   List[Any]	)					->		str:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						"""UNwant\u00E9d,running"""
           SCREAMING_SNAKE_CASE		=						"""unwanted, running"""
           return input_text, output_text






     def     SCREAMING_SNAKE_CASE__  (							self						:   Dict	)					->		str:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						self.tokenizer_class(self.vocab_file	)

           SCREAMING_SNAKE_CASE		=						tokenizer.tokenize("""UNwant\u00E9d,running"""	)
           self.assertListEqual(lowerCamelCase__						,["""un""", """##want""", """##ed""", """,""", """runn""", """##ing"""]	)
           self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCamelCase__	)						,[9, 6, 7, 12, 10, 11]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[Any]	)					->		List[Any]:




           '''simple docstring'''


           if not self.test_rust_tokenizer:
                 return

           SCREAMING_SNAKE_CASE		=						self.get_tokenizer()
           SCREAMING_SNAKE_CASE		=						self.get_rust_tokenizer()

           SCREAMING_SNAKE_CASE		=						"""UNwant\u00E9d,running"""

           SCREAMING_SNAKE_CASE		=						tokenizer.tokenize(lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						rust_tokenizer.tokenize(lowerCamelCase__	)
           self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)

           SCREAMING_SNAKE_CASE		=						tokenizer.encode(lowerCamelCase__						,add_special_tokens=lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						rust_tokenizer.encode(lowerCamelCase__						,add_special_tokens=lowerCamelCase__	)
           self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)

           SCREAMING_SNAKE_CASE		=						self.get_rust_tokenizer()
           SCREAMING_SNAKE_CASE		=						tokenizer.encode(lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						rust_tokenizer.encode(lowerCamelCase__	)
           self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)

           # With lower casing
           SCREAMING_SNAKE_CASE		=						self.get_tokenizer(do_lower_case=lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						self.get_rust_tokenizer(do_lower_case=lowerCamelCase__	)

           SCREAMING_SNAKE_CASE		=						"""UNwant\u00E9d,running"""

           SCREAMING_SNAKE_CASE		=						tokenizer.tokenize(lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						rust_tokenizer.tokenize(lowerCamelCase__	)
           self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)

           SCREAMING_SNAKE_CASE		=						tokenizer.encode(lowerCamelCase__						,add_special_tokens=lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						rust_tokenizer.encode(lowerCamelCase__						,add_special_tokens=lowerCamelCase__	)
           self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)

           SCREAMING_SNAKE_CASE		=						self.get_rust_tokenizer()
           SCREAMING_SNAKE_CASE		=						tokenizer.encode(lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						rust_tokenizer.encode(lowerCamelCase__	)
           self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   int	)					->		Optional[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer()

           self.assertListEqual(tokenizer.tokenize("""ah\u535A\u63A8zz"""	)						,["""ah""", """\u535A""", """\u63A8""", """zz"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Dict	)					->		Union[str, Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer(do_lower_case=lowerCamelCase__	)

           self.assertListEqual(
               tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """	)						,["""hello""", """!""", """how""", """are""", """you""", """?"""]	)
           self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""	)						,["""hello"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Any	)					->		Dict:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer(do_lower_case=lowerCamelCase__						,strip_accents=lowerCamelCase__	)

           self.assertListEqual(
               tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """	)						,["""hällo""", """!""", """how""", """are""", """you""", """?"""]	)
           self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""	)						,["""h\u00E9llo"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   str	)					->		List[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer(do_lower_case=lowerCamelCase__						,strip_accents=lowerCamelCase__	)

           self.assertListEqual(
               tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """	)						,["""hallo""", """!""", """how""", """are""", """you""", """?"""]	)
           self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""	)						,["""hello"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   List[str]	)					->		Any:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer(do_lower_case=lowerCamelCase__	)

           self.assertListEqual(
               tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """	)						,["""hallo""", """!""", """how""", """are""", """you""", """?"""]	)
           self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""	)						,["""hello"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]	)					->		Union[str, Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer(do_lower_case=lowerCamelCase__	)

           self.assertListEqual(
               tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """	)						,["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Dict	)					->		Optional[int]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer(do_lower_case=lowerCamelCase__						,strip_accents=lowerCamelCase__	)

           self.assertListEqual(
               tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """	)						,["""HäLLo""", """!""", """how""", """Are""", """yoU""", """?"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   int	)					->		List[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer(do_lower_case=lowerCamelCase__						,strip_accents=lowerCamelCase__	)

           self.assertListEqual(
               tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """	)						,["""HaLLo""", """!""", """how""", """Are""", """yoU""", """?"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]	)					->		Optional[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer(do_lower_case=lowerCamelCase__						,never_split=["""[UNK]"""]	)

           self.assertListEqual(
               tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU? [UNK]"""	)						,["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?""", """[UNK]"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[Any]	)					->		Any:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						BasicTokenizer()
           SCREAMING_SNAKE_CASE		=						"""a\n'll !!to?'d of, can't."""
           SCREAMING_SNAKE_CASE		=						["""a""", """'""", """ll""", """!""", """!""", """to""", """?""", """'""", """d""", """of""", """,""", """can""", """'""", """t""", """."""]
           self.assertListEqual(tokenizer.tokenize(lowerCamelCase__	)						,lowerCamelCase__	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Dict	)					->		int:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

           SCREAMING_SNAKE_CASE		=						{}
           for i, token in enumerate(lowerCamelCase__	):
                 SCREAMING_SNAKE_CASE		=						i
           SCREAMING_SNAKE_CASE		=						WordpieceTokenizer(vocab=lowerCamelCase__						,unk_token="""[UNK]"""	)

           self.assertListEqual(tokenizer.tokenize(""""""	)						,[]	)

           self.assertListEqual(tokenizer.tokenize("""unwanted running"""	)						,["""un""", """##want""", """##ed""", """runn""", """##ing"""]	)

           self.assertListEqual(tokenizer.tokenize("""unwantedX running"""	)						,["""[UNK]""", """runn""", """##ing"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]	)					->		Dict:




           '''simple docstring'''


           self.assertTrue(_is_whitespace(""" """	)	)
           self.assertTrue(_is_whitespace("""\t"""	)	)
           self.assertTrue(_is_whitespace("""\r"""	)	)
           self.assertTrue(_is_whitespace("""\n"""	)	)
           self.assertTrue(_is_whitespace("""\u00A0"""	)	)

           self.assertFalse(_is_whitespace("""A"""	)	)
           self.assertFalse(_is_whitespace("""-"""	)	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]	)					->		Optional[int]:




           '''simple docstring'''


           self.assertTrue(_is_control("""\u0005"""	)	)

           self.assertFalse(_is_control("""A"""	)	)
           self.assertFalse(_is_control(""" """	)	)
           self.assertFalse(_is_control("""\t"""	)	)
           self.assertFalse(_is_control("""\r"""	)	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Tuple	)					->		List[str]:




           '''simple docstring'''


           self.assertTrue(_is_punctuation("""-"""	)	)
           self.assertTrue(_is_punctuation("""$"""	)	)
           self.assertTrue(_is_punctuation("""`"""	)	)
           self.assertTrue(_is_punctuation("""."""	)	)

           self.assertFalse(_is_punctuation("""A"""	)	)
           self.assertFalse(_is_punctuation(""" """	)	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[Any]	)					->		Any:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						self.get_tokenizer()
           SCREAMING_SNAKE_CASE		=						self.get_rust_tokenizer()

           # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
           self.assertListEqual([tokenizer.tokenize(lowerCamelCase__	) for t in ["""Test""", """\xad""", """test"""]]						,[["""[UNK]"""], [], ["""[UNK]"""]]	)

           self.assertListEqual(
               [rust_tokenizer.tokenize(lowerCamelCase__	) for t in ["""Test""", """\xad""", """test"""]]						,[["""[UNK]"""], [], ["""[UNK]"""]]	)






     @slow
     def     SCREAMING_SNAKE_CASE__  (							self						:   Any	)					->		Optional[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						self.tokenizer_class.from_pretrained("""bert-base-uncased"""	)

           SCREAMING_SNAKE_CASE		=						tokenizer.encode("""sequence builders"""						,add_special_tokens=lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						tokenizer.encode("""multi-sequence build"""						,add_special_tokens=lowerCamelCase__	)

           SCREAMING_SNAKE_CASE		=						tokenizer.build_inputs_with_special_tokens(lowerCamelCase__	)
           SCREAMING_SNAKE_CASE		=						tokenizer.build_inputs_with_special_tokens(lowerCamelCase__						,lowerCamelCase__	)

           assert encoded_sentence == [101] + text + [102]
           assert encoded_pair == [101] + text + [102] + text_a + [102]






     def     SCREAMING_SNAKE_CASE__  (							self						:   Optional[int]	)					->		str:




           '''simple docstring'''


           for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
                 with self.subTest(F"""{tokenizer.__class__.__name__} ({pretrained_name})"""	):
                       SCREAMING_SNAKE_CASE		=						self.rust_tokenizer_class.from_pretrained(lowerCamelCase__						,**lowerCamelCase__	)

                       SCREAMING_SNAKE_CASE		=						F"""A, naïve {tokenizer_r.mask_token} AllenNLP sentence."""
                       SCREAMING_SNAKE_CASE		=						tokenizer_r.encode_plus(
                           lowerCamelCase__						,return_attention_mask=lowerCamelCase__						,return_token_type_ids=lowerCamelCase__						,return_offsets_mapping=lowerCamelCase__						,add_special_tokens=lowerCamelCase__						,)

                       SCREAMING_SNAKE_CASE		=						tokenizer_r.do_lower_case if hasattr(lowerCamelCase__						,"""do_lower_case"""	) else False
                       SCREAMING_SNAKE_CASE		=						(
                           [
                               ((0, 0), tokenizer_r.cls_token),
                               ((0, 1), """A"""),
                               ((1, 2), ""","""),
                               ((3, 5), """na"""),
                               ((5, 6), """##ï"""),
                               ((6, 8), """##ve"""),
                               ((9, 15), tokenizer_r.mask_token),
                               ((16, 21), """Allen"""),
                               ((21, 23), """##NL"""),
                               ((23, 24), """##P"""),
                               ((25, 33), """sentence"""),
                               ((33, 34), """."""),
                               ((0, 0), tokenizer_r.sep_token),
                           ]
                           if not do_lower_case
                           else [
                               ((0, 0), tokenizer_r.cls_token),
                               ((0, 1), """a"""),
                               ((1, 2), ""","""),
                               ((3, 8), """naive"""),
                               ((9, 15), tokenizer_r.mask_token),
                               ((16, 21), """allen"""),
                               ((21, 23), """##nl"""),
                               ((23, 24), """##p"""),
                               ((25, 33), """sentence"""),
                               ((33, 34), """."""),
                               ((0, 0), tokenizer_r.sep_token),
                           ]
                       )

                       self.assertEqual(
                           [e[1] for e in expected_results]						,tokenizer_r.convert_ids_to_tokens(tokens["""input_ids"""]	)	)
                       self.assertEqual([e[0] for e in expected_results]						,tokens["""offset_mapping"""]	)






     def     SCREAMING_SNAKE_CASE__  (							self						:   Any	)					->		List[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE		=						["""的""", """人""", """有"""]
           SCREAMING_SNAKE_CASE		=						"""""".join(lowerCamelCase__	)
           for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
                 with self.subTest(F"""{tokenizer.__class__.__name__} ({pretrained_name})"""	):
                       SCREAMING_SNAKE_CASE		=						True
                       SCREAMING_SNAKE_CASE		=						self.tokenizer_class.from_pretrained(lowerCamelCase__						,**lowerCamelCase__	)
                       SCREAMING_SNAKE_CASE		=						self.rust_tokenizer_class.from_pretrained(lowerCamelCase__						,**lowerCamelCase__	)

                       SCREAMING_SNAKE_CASE		=						tokenizer_p.encode(lowerCamelCase__						,add_special_tokens=lowerCamelCase__	)
                       SCREAMING_SNAKE_CASE		=						tokenizer_r.encode(lowerCamelCase__						,add_special_tokens=lowerCamelCase__	)

                       SCREAMING_SNAKE_CASE		=						tokenizer_r.convert_ids_to_tokens(lowerCamelCase__	)
                       SCREAMING_SNAKE_CASE		=						tokenizer_p.convert_ids_to_tokens(lowerCamelCase__	)

                       # it is expected that each Chinese character is not preceded by "##"
                       self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)
                       self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)

                       SCREAMING_SNAKE_CASE		=						False
                       SCREAMING_SNAKE_CASE		=						self.rust_tokenizer_class.from_pretrained(lowerCamelCase__						,**lowerCamelCase__	)
                       SCREAMING_SNAKE_CASE		=						self.tokenizer_class.from_pretrained(lowerCamelCase__						,**lowerCamelCase__	)

                       SCREAMING_SNAKE_CASE		=						tokenizer_r.encode(lowerCamelCase__						,add_special_tokens=lowerCamelCase__	)
                       SCREAMING_SNAKE_CASE		=						tokenizer_p.encode(lowerCamelCase__						,add_special_tokens=lowerCamelCase__	)

                       SCREAMING_SNAKE_CASE		=						tokenizer_r.convert_ids_to_tokens(lowerCamelCase__	)
                       SCREAMING_SNAKE_CASE		=						tokenizer_p.convert_ids_to_tokens(lowerCamelCase__	)

                       # it is expected that only the first Chinese character is not preceded by "##".
                       SCREAMING_SNAKE_CASE		=						[
                           F"""##{token}""" if idx != 0 else token for idx, token in enumerate(lowerCamelCase__	)
                       ]
                       self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)
                       self.assertListEqual(lowerCamelCase__						,lowerCamelCase__	)


