
import os
import unittest

from transformers import RealmTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.realm.tokenization_realm import RealmTokenizer
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english






@require_tokenizers
class 			A			(		__UpperCAmelCase			,						unittest.TestCase		):
     """simple docstring"""

     _snake_case:	List[str]     =RealmTokenizer
     _snake_case:	int     =RealmTokenizerFast
     _snake_case:	Optional[Any]     =True
     _snake_case:	List[Any]     =True
     _snake_case:	Dict     =filter_non_english




     def  __snake_case   (    self  :   Union[str, Any]			)				->       Optional[Any]:
           super().setUp()

           lowerCamelCase__        =				[
               '[UNK]',
               '[CLS]',
               '[SEP]',
               '[PAD]',
               '[MASK]',
               'want',
               '##want',
               '##ed',
               'wa',
               'un',
               'runn',
               '##ing',
               ',',
               'low',
               'lowest',
           ]
           lowerCamelCase__        =				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  __snake_case   (    self  :   Any	,  A__  :   List[Any]			)				->       str:
           lowerCamelCase__        =				'UNwant\u00E9d,running'
           lowerCamelCase__        =				'unwanted, running'
           return input_text, output_text




     def  __snake_case   (    self  :   Any			)				->       Any:
           lowerCamelCase__        =				self.tokenizer_class(self.vocab_file			)

           lowerCamelCase__        =				tokenizer.tokenize('UNwant\u00E9d,running'			)
           self.assertListEqual(lowerCamelCase__	,  ['un', '##want', '##ed', ',', 'runn', '##ing']			)
           self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCamelCase__			)	,  [9, 6, 7, 1_2, 1_0, 1_1]			)




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



           if not self.test_rust_tokenizer:
                 return

           lowerCamelCase__        =				self.get_tokenizer()
           lowerCamelCase__        =				self.get_rust_tokenizer()

           lowerCamelCase__        =				'UNwant\u00E9d,running'

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

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

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

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

           lowerCamelCase__        =				'UNwant\u00E9d,running'

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

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

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




     def  __snake_case   (    self  :   Dict			)				->       List[str]:
           lowerCamelCase__        =				BasicTokenizer()

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




     def  __snake_case   (    self  :   List[Any]			)				->       Tuple:
           lowerCamelCase__        =				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  __snake_case   (    self  :   Tuple			)				->       str:
           lowerCamelCase__        =				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  __snake_case   (    self  :   List[Any]			)				->       Optional[Any]:
           lowerCamelCase__        =				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  __snake_case   (    self  :   Dict			)				->       int:
           lowerCamelCase__        =				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  __snake_case   (    self  :   Optional[int]			)				->       Tuple:
           lowerCamelCase__        =				BasicTokenizer(do_lower_case=lowerCamelCase__			)

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




     def  __snake_case   (    self  :   Any			)				->       Union[str, Any]:
           lowerCamelCase__        =				BasicTokenizer(do_lower_case=lowerCamelCase__	,  strip_accents=lowerCamelCase__			)

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




     def  __snake_case   (    self  :   int			)				->       Union[str, Any]:
           lowerCamelCase__        =				BasicTokenizer(do_lower_case=lowerCamelCase__	,  strip_accents=lowerCamelCase__			)

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




     def  __snake_case   (    self  :   Dict			)				->       List[Any]:
           lowerCamelCase__        =				BasicTokenizer(do_lower_case=lowerCamelCase__	,  never_split=['[UNK]']			)

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




     def  __snake_case   (    self  :   Any			)				->       str:
           lowerCamelCase__        =				['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

           lowerCamelCase__        =				{}
           for i, token in enumerate(lowerCamelCase__			):
                 lowerCamelCase__        =				i
           lowerCamelCase__        =				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  __snake_case   (    self  :   Optional[Any]			)				->       Optional[int]:
           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  __snake_case   (    self  :   Any			)				->       Dict:
           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  __snake_case   (    self  :   Optional[Any]			)				->       int:
           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  __snake_case   (    self  :   Any			)				->       Any:
           lowerCamelCase__        =				self.get_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]']]			)

           if self.test_rust_tokenizer:
                 lowerCamelCase__        =				self.get_rust_tokenizer()
                 self.assertListEqual(
                     [rust_tokenizer.tokenize(lowerCamelCase__			) for t in ['Test', '\xad', 'test']]	,  [['[UNK]'], [], ['[UNK]']]			)




     @slow
     def  __snake_case   (    self  :   List[Any]			)				->       Tuple:
           lowerCamelCase__        =				self.tokenizer_class.from_pretrained('bert-base-uncased'			)

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

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

           assert encoded_sentence == [1_0_1] + text + [1_0_2]
           assert encoded_pair == [1_0_1] + text + [1_0_2] + text_a + [1_0_2]




     def  __snake_case   (    self  :   int			)				->       List[str]:



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

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

                       lowerCamelCase__        =				tokenizer_r.do_lower_case if hasattr(lowerCamelCase__	,  'do_lower_case'			) else False
                       lowerCamelCase__        =				(
                           [
                               ((0, 0), tokenizer_r.cls_token),
                               ((0, 1), 'A'),
                               ((1, 2), ','),
                               ((3, 5), 'na'),
                               ((5, 6), '##ï'),
                               ((6, 8), '##ve'),
                               ((9, 1_5), tokenizer_r.mask_token),
                               ((1_6, 2_1), 'Allen'),
                               ((2_1, 2_3), '##NL'),
                               ((2_3, 2_4), '##P'),
                               ((2_5, 3_3), 'sentence'),
                               ((3_3, 3_4), '.'),
                               ((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, 1_5), tokenizer_r.mask_token),
                               ((1_6, 2_1), 'allen'),
                               ((2_1, 2_3), '##nl'),
                               ((2_3, 2_4), '##p'),
                               ((2_5, 3_3), 'sentence'),
                               ((3_3, 3_4), '.'),
                               ((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']			)




     @slow
     def  __snake_case   (    self  :   Tuple			)				->       int:



           for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
                 with self.subTest(F"""{tokenizer.__class__.__name__} ({pretrained_name})"""			):
                       lowerCamelCase__        =				self.rust_tokenizer_class.from_pretrained(lowerCamelCase__	,  **lowerCamelCase__			)
                       lowerCamelCase__        =				self.tokenizer_class.from_pretrained(lowerCamelCase__	,  **lowerCamelCase__			)
                       lowerCamelCase__        =				[['Hello world!', 'Nice to meet you!'], ['The cute cat.', 'The adorable dog.']]

                       lowerCamelCase__        =				tokenizer_r.batch_encode_candidates(lowerCamelCase__	,  max_length=1_0	,  return_tensors='np'			)
                       lowerCamelCase__        =				tokenizer_p.batch_encode_candidates(lowerCamelCase__	,  max_length=1_0	,  return_tensors='np'			)

                       lowerCamelCase__        =				(2, 2, 1_0)

                       self.assertEqual(encoded_sentence_r['input_ids'].shape	,  lowerCamelCase__			)
                       self.assertEqual(encoded_sentence_r['attention_mask'].shape	,  lowerCamelCase__			)
                       self.assertEqual(encoded_sentence_r['token_type_ids'].shape	,  lowerCamelCase__			)

                       self.assertEqual(encoded_sentence_p['input_ids'].shape	,  lowerCamelCase__			)
                       self.assertEqual(encoded_sentence_p['attention_mask'].shape	,  lowerCamelCase__			)
                       self.assertEqual(encoded_sentence_p['token_type_ids'].shape	,  lowerCamelCase__			)





import shutil

import requests

def 			lowerCAmelCase_			(  lowerCamelCase:       str     ,				lowerCamelCase:       bool = False     ,				lowerCamelCase:       str = "."						)					->			dict:


      '''simple docstring'''




      lowerCamelCase__        =				'https://api.nasa.gov/planetary/apod'
      return requests.get(lowerCamelCase     ,				params={'api_key': api_key}						).json()

def 			lowerCAmelCase_			(  lowerCamelCase:       str     ,				lowerCamelCase:       str = "."						)					->			dict:


      '''simple docstring'''




      lowerCamelCase__        =				get_apod_data(lowerCamelCase						)
      lowerCamelCase__        =				apod_data['url']
      lowerCamelCase__        =				img_url.split('/'						)[-1]
      lowerCamelCase__        =				requests.get(lowerCamelCase     ,				stream=lowerCamelCase						)

      with open(f"""{path}/{img_name}"""     ,				'wb+'						) as img_file:
            shutil.copyfileobj(response.raw     ,				lowerCamelCase						)
      del response
      return apod_data

def 			lowerCAmelCase_			(  lowerCamelCase:       str						)					->			dict:


      '''simple docstring'''




      lowerCamelCase__        =				'https://images-api.nasa.gov/search'
      return requests.get(lowerCamelCase     ,				params={'q': query}						).json()


if __name__ == "__main__":
      print(save_apod("""YOUR API KEY"""))
      __SCREAMING_SNAKE_CASE    :   Tuple       =get_archive_data("""apollo 2011""")["""collection"""]["""items"""]
      print(apollo_aaaa_items[0]["""data"""][0]["""description"""])