
"""simple docstring"""

import os
import unittest

from transformers import BatchEncoding
from transformers.models.bert.tokenization_bert import (
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.prophetnet.tokenization_prophetnet import VOCAB_FILES_NAMES, ProphetNetTokenizer
from transformers.testing_utils import require_torch, slow

from ...test_tokenization_common import TokenizerTesterMixin

class __lowerCAmelCase		(      __SCREAMING_SNAKE_CASE			,  unittest.TestCase			):
     lowercase						   =						ProphetNetTokenizer
     lowercase						   =						False





     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      super().setUp()

      __UpperCamelCase				  =       [
          '[UNK]',
          '[CLS]',
          '[SEP]',
          '[PAD]',
          '[MASK]',
          'want',
          '##want',
          '##ed',
          'wa',
          'un',
          'runn',
          '##ing',
          ',',
          'low',
          'lowest',
      ]
      __UpperCamelCase				  =       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	,     __UpperCAmelCase      ):

      '''simple docstring'''




      __UpperCamelCase				  =       'UNwant\u00E9d,running'
      __UpperCamelCase				  =       'unwanted, running'
      return input_text, output_text





     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       self.tokenizer_class(self.vocab_file      )

      __UpperCamelCase				  =       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 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       BasicTokenizer()

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





     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       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 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       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 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       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 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       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 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       BasicTokenizer(do_lower_case=__lowerCAmelCase      )

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





     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       BasicTokenizer(do_lower_case=__lowerCAmelCase	,     strip_accents=__lowerCAmelCase      )

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





     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       BasicTokenizer(do_lower_case=__lowerCAmelCase	,     strip_accents=__lowerCAmelCase      )

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





     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       BasicTokenizer(do_lower_case=__lowerCAmelCase	,     never_split=['[UNK]']      )

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





     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       ['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

      __UpperCamelCase				  =       {}
      for i, token in enumerate(__lowerCAmelCase      ):
       __UpperCamelCase				  =       i
      __UpperCamelCase				  =       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']      )





     @require_torch
     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       self.tokenizer_class.from_pretrained('microsoft/prophetnet-large-uncased'      )

      __UpperCamelCase				  =       ['A long paragraph for summarization.', 'Another paragraph for summarization.']
      __UpperCamelCase				  =       [1037, 2146, 2_0423, 2005, 7680, 7849, 3989, 1012, 102]
      __UpperCamelCase				  =       tokenizer(__lowerCAmelCase	,     padding=__lowerCAmelCase	,     return_tensors='pt'      )
      self.assertIsInstance(__lowerCAmelCase	,     __lowerCAmelCase      )
      __UpperCamelCase				  =       list(batch.input_ids.numpy()[0]      )
      self.assertListEqual(__lowerCAmelCase	,     __lowerCAmelCase      )

      self.assertEqual((2, 9)	,     batch.input_ids.shape      )
      self.assertEqual((2, 9)	,     batch.attention_mask.shape      )





     def 						UpperCAmelCase					(	self      ):

      '''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 						UpperCAmelCase					(	self      ):

      '''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 						UpperCAmelCase					(	self      ):

      '''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(' '      )      )







     @slow
     def 						UpperCAmelCase					(	self      ):

      '''simple docstring'''




      __UpperCamelCase				  =       self.tokenizer_class.from_pretrained('microsoft/prophetnet-large-uncased'      )

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

      __UpperCamelCase				  =       tokenizer.build_inputs_with_special_tokens(__lowerCAmelCase      )
      __UpperCamelCase				  =       tokenizer.build_inputs_with_special_tokens(__lowerCAmelCase	,     __lowerCAmelCase      )

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




"""simple docstring"""






from __future__ import annotations

import numpy as np


def 			UpperCAmelCase__       (				lowerCAmelCase__     :list[float]		) ->    Optional[Any]:
      '''simple docstring'''


      return np.maximum(0					,		lowerCAmelCase__		)


if __name__ == "__main__":
       print(np.array(relu([-1, 0, 5])))  # --> [0, 0, 5]



