






"""simple docstring"""



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	(  _a,							unittest.TestCase      ):
    UpperCAmelCase_					:	int      	=RealmTokenizer
    UpperCAmelCase_					:	int      	=RealmTokenizerFast
    UpperCAmelCase_					:	str      	=True
    UpperCAmelCase_					:	List[Any]      	=True
    UpperCAmelCase_					:	List[Any]      	=filter_non_english







    def      UpperCamelCase_ (     self			):
      super().setUp()

      lowercase				       =			[
          """[UNK]""",
          """[CLS]""",
          """[SEP]""",
          """[PAD]""",
          """[MASK]""",
          """want""",
          """##want""",
          """##ed""",
          """wa""",
          """un""",
          """runn""",
          """##ing""",
          """,""",
          """low""",
          """lowest""",
      ]
      lowercase				       =			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      UpperCamelCase_ (     self				,						_lowerCamelCase			):
      lowercase				       =			"""UNwant\u00E9d,running"""
      lowercase				       =			"""unwanted, running"""
      return input_text, output_text







    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.tokenizer_class(self.vocab_file			)

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







    def      UpperCamelCase_ (     self			):






      if not self.test_rust_tokenizer:
        return

      lowercase				       =			self.get_tokenizer()
      lowercase				       =			self.get_rust_tokenizer()

      lowercase				       =			"""UNwant\u00E9d,running"""

      lowercase				       =			tokenizer.tokenize(_SCREAMING_SNAKE_CASE			)
      lowercase				       =			rust_tokenizer.tokenize(_SCREAMING_SNAKE_CASE			)
      self.assertListEqual(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			)

      lowercase				       =			tokenizer.encode(_SCREAMING_SNAKE_CASE				,						add_special_tokens=_SCREAMING_SNAKE_CASE			)
      lowercase				       =			rust_tokenizer.encode(_SCREAMING_SNAKE_CASE				,						add_special_tokens=_SCREAMING_SNAKE_CASE			)
      self.assertListEqual(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			)

      lowercase				       =			self.get_rust_tokenizer()
      lowercase				       =			tokenizer.encode(_SCREAMING_SNAKE_CASE			)
      lowercase				       =			rust_tokenizer.encode(_SCREAMING_SNAKE_CASE			)
      self.assertListEqual(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			)

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

      lowercase				       =			"""UNwant\u00E9d,running"""

      lowercase				       =			tokenizer.tokenize(_SCREAMING_SNAKE_CASE			)
      lowercase				       =			rust_tokenizer.tokenize(_SCREAMING_SNAKE_CASE			)
      self.assertListEqual(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			)

      lowercase				       =			tokenizer.encode(_SCREAMING_SNAKE_CASE				,						add_special_tokens=_SCREAMING_SNAKE_CASE			)
      lowercase				       =			rust_tokenizer.encode(_SCREAMING_SNAKE_CASE				,						add_special_tokens=_SCREAMING_SNAKE_CASE			)
      self.assertListEqual(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			)

      lowercase				       =			self.get_rust_tokenizer()
      lowercase				       =			tokenizer.encode(_SCREAMING_SNAKE_CASE			)
      lowercase				       =			rust_tokenizer.encode(_SCREAMING_SNAKE_CASE			)
      self.assertListEqual(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			)







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer()

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer(do_lower_case=_SCREAMING_SNAKE_CASE			)

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer(do_lower_case=_SCREAMING_SNAKE_CASE				,						strip_accents=_SCREAMING_SNAKE_CASE			)

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer(do_lower_case=_SCREAMING_SNAKE_CASE				,						strip_accents=_SCREAMING_SNAKE_CASE			)

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer(do_lower_case=_SCREAMING_SNAKE_CASE			)

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer(do_lower_case=_SCREAMING_SNAKE_CASE			)

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer(do_lower_case=_SCREAMING_SNAKE_CASE				,						strip_accents=_SCREAMING_SNAKE_CASE			)

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer(do_lower_case=_SCREAMING_SNAKE_CASE				,						strip_accents=_SCREAMING_SNAKE_CASE			)

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			BasicTokenizer(do_lower_case=_SCREAMING_SNAKE_CASE				,						never_split=['[UNK]']			)

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

      lowercase				       =			{}
      for i, token in enumerate(_SCREAMING_SNAKE_CASE			):
        lowercase				       =			i
      lowercase				       =			WordpieceTokenizer(vocab=_SCREAMING_SNAKE_CASE				,						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      UpperCamelCase_ (     self			):
      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      UpperCamelCase_ (     self			):
      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      UpperCamelCase_ (     self			):
      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      UpperCamelCase_ (     self			):
      lowercase				       =			self.get_tokenizer()

      # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
      self.assertListEqual([tokenizer.tokenize(_SCREAMING_SNAKE_CASE			) for t in ['Test', '\xad', 'test']]				,						[['[UNK]'], [], ['[UNK]']]			)

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







    @slow
    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.tokenizer_class.from_pretrained('bert-base-uncased'			)

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

      lowercase				       =			tokenizer.build_inputs_with_special_tokens(_SCREAMING_SNAKE_CASE			)
      lowercase				       =			tokenizer.build_inputs_with_special_tokens(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			)

      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      UpperCamelCase_ (     self			):






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

          lowercase				       =			F'A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'
          lowercase				       =			tokenizer_r.encode_plus(
              _SCREAMING_SNAKE_CASE				,						return_attention_mask=_SCREAMING_SNAKE_CASE				,						return_token_type_ids=_SCREAMING_SNAKE_CASE				,						return_offsets_mapping=_SCREAMING_SNAKE_CASE				,						add_special_tokens=_SCREAMING_SNAKE_CASE				,						)

          lowercase				       =			tokenizer_r.do_lower_case if hasattr(_SCREAMING_SNAKE_CASE				,						'do_lower_case'			) else False
          lowercase				       =			(
              [
                  ((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      UpperCamelCase_ (     self			):






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

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

          lowercase				       =			(2, 2, 1_0)

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

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




'''simple docstring'''


import unittest

import numpy as np

from transformers import is_tf_available
from transformers.testing_utils import require_tf


if is_tf_available():
	import tensorflow as tf

	from transformers.activations_tf import get_tf_activation




@require_tf
class     __snake_case			(    unittest.TestCase	):




		def 	_snake_case	(  self					:Tuple)					->			List[Any]:






								'''simple docstring'''






								UpperCamelCase_     :	List[str]					     =     tf.constant([-1_0_0, -1.0, -0.1, 0, 0.1, 1.0, 100.0])
								UpperCamelCase_     :	Any					     =     get_tf_activation("""gelu""")
								UpperCamelCase_     :	List[Any]					     =     get_tf_activation("""gelu_10""")

								UpperCamelCase_     :	Optional[int]					     =     gelu(_SCREAMING_SNAKE_CASE)
								UpperCamelCase_     :	Dict					     =     geluaa(_SCREAMING_SNAKE_CASE)

								UpperCamelCase_     :	List[Any]					     =     tf.where(y_gelu_aa < 10.0			,    1.0			,    0.0)

								self.assertEqual(tf.math.reduce_max(_SCREAMING_SNAKE_CASE).numpy().item()			,    10.0)
								self.assertTrue(np.allclose(y_gelu * clipped_mask			,    y_gelu_aa * clipped_mask))





		def 	_snake_case	(  self					:Any)					->			Dict:






								'''simple docstring'''






								get_tf_activation("""gelu""")
								get_tf_activation("""gelu_10""")
								get_tf_activation("""gelu_fast""")
								get_tf_activation("""gelu_new""")
								get_tf_activation("""glu""")
								get_tf_activation("""mish""")
								get_tf_activation("""quick_gelu""")
								get_tf_activation("""relu""")
								get_tf_activation("""sigmoid""")
								get_tf_activation("""silu""")
								get_tf_activation("""swish""")
								get_tf_activation("""tanh""")
								with self.assertRaises(_SCREAMING_SNAKE_CASE):
														get_tf_activation("""bogus""")
								with self.assertRaises(_SCREAMING_SNAKE_CASE):
														get_tf_activation(_SCREAMING_SNAKE_CASE)




