




'''simple docstring'''


import os
import unittest

from transformers import MobileBertTokenizer, MobileBertTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    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      A       (						_a	,unittest.TestCase       ):
							lowercase_							     =							MobileBertTokenizer
							lowercase_							     =							MobileBertTokenizerFast
							lowercase_							     =							True
							lowercase_							     =							True
							lowercase_							     =							filter_non_english
							lowercase_							     =							'google/mobilebert-uncased'







							def   __lowerCAmelCase     (    self			:    Optional[Any]   )     ->				Tuple:


														"""simple docstring"""


														super().setUp()

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

														_a      	=							[
														    (tokenizer_def[0], self.pre_trained_model_path, tokenizer_def[2])  # else the 'google/' prefix is stripped
														    for tokenizer_def in self.tokenizers_list
														]







							def   __lowerCAmelCase     (    self			:    Tuple				,     lowerCAmelCase_			:    str   )     ->				List[str]:


														"""simple docstring"""


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







							def   __lowerCAmelCase     (    self			:    Dict   )     ->				Any:


														"""simple docstring"""


														_a      	=							self.tokenizer_class(self.vocab_file   )

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







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


														"""simple docstring"""


														if not self.test_rust_tokenizer:
																					return

														_a      	=							self.get_tokenizer()
														_a      	=							self.get_rust_tokenizer()

														_a      	=							'''UNwant\u00E9d,running'''

														_a      	=							tokenizer.tokenize(__a   )
														_a      	=							rust_tokenizer.tokenize(__a   )
														self.assertListEqual(__a				,     __a   )

														_a      	=							tokenizer.encode(__a				,     add_special_tokens=__a   )
														_a      	=							rust_tokenizer.encode(__a				,     add_special_tokens=__a   )
														self.assertListEqual(__a				,     __a   )

														_a      	=							self.get_rust_tokenizer()
														_a      	=							tokenizer.encode(__a   )
														_a      	=							rust_tokenizer.encode(__a   )
														self.assertListEqual(__a				,     __a   )

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

														_a      	=							'''UNwant\u00E9d,running'''

														_a      	=							tokenizer.tokenize(__a   )
														_a      	=							rust_tokenizer.tokenize(__a   )
														self.assertListEqual(__a				,     __a   )

														_a      	=							tokenizer.encode(__a				,     add_special_tokens=__a   )
														_a      	=							rust_tokenizer.encode(__a				,     add_special_tokens=__a   )
														self.assertListEqual(__a				,     __a   )

														_a      	=							self.get_rust_tokenizer()
														_a      	=							tokenizer.encode(__a   )
														_a      	=							rust_tokenizer.encode(__a   )
														self.assertListEqual(__a				,     __a   )







							def   __lowerCAmelCase     (    self			:    Tuple   )     ->				Optional[Any]:


														"""simple docstring"""


														_a      	=							BasicTokenizer()

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







							def   __lowerCAmelCase     (    self			:    List[str]   )     ->				Dict:


														"""simple docstring"""


														_a      	=							BasicTokenizer(do_lower_case=__a   )

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







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


														"""simple docstring"""


														_a      	=							BasicTokenizer(do_lower_case=__a				,     strip_accents=__a   )

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







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


														"""simple docstring"""


														_a      	=							BasicTokenizer(do_lower_case=__a				,     strip_accents=__a   )

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







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


														"""simple docstring"""


														_a      	=							BasicTokenizer(do_lower_case=__a   )

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







							def   __lowerCAmelCase     (    self			:    List[Any]   )     ->				Dict:


														"""simple docstring"""


														_a      	=							BasicTokenizer(do_lower_case=__a   )

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







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


														"""simple docstring"""


														_a      	=							BasicTokenizer(do_lower_case=__a				,     strip_accents=__a   )

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







							def   __lowerCAmelCase     (    self			:    Tuple   )     ->				Tuple:


														"""simple docstring"""


														_a      	=							BasicTokenizer(do_lower_case=__a				,     strip_accents=__a   )

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







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


														"""simple docstring"""


														_a      	=							BasicTokenizer(do_lower_case=__a				,     never_split=['''[UNK]''']   )

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







							def   __lowerCAmelCase     (    self			:    Tuple   )     ->				Optional[int]:


														"""simple docstring"""


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

														_a      	=							{}
														for i, token in enumerate(__a   ):
																					_a      	=							i
														_a      	=							WordpieceTokenizer(vocab=__a				,     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   __lowerCAmelCase     (    self			:    Any   )     ->				List[str]:


														"""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   __lowerCAmelCase     (    self			:    Optional[Any]   )     ->				Optional[Any]:


														"""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   __lowerCAmelCase     (    self			:    Optional[int]   )     ->				Optional[Any]:


														"""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   __lowerCAmelCase     (    self			:    str   )     ->				List[Any]:


														"""simple docstring"""


														_a      	=							self.get_tokenizer()
														_a      	=							self.get_rust_tokenizer()

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

														self.assertListEqual(
														    [rust_tokenizer.tokenize(__a   ) for t in ['''Test''', '''\xad''', '''test''']]				,     [['''[UNK]'''], [], ['''[UNK]''']]   )







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


														"""simple docstring"""


														_a      	=							self.tokenizer_class.from_pretrained('''google/mobilebert-uncased'''   )

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

														_a      	=							tokenizer.build_inputs_with_special_tokens(__a   )
														_a      	=							tokenizer.build_inputs_with_special_tokens(__a				,     __a   )

														assert encoded_sentence == [1_01] + text + [1_02]
														assert encoded_pair == [1_01] + text + [1_02] + text_a + [1_02]







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


														"""simple docstring"""


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

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

																												_a      	=							tokenizer_r.do_lower_case if hasattr(__a				,     '''do_lower_case'''   ) else False
																												_a      	=							(
																												    [
																												        ((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   __lowerCAmelCase     (    self			:    List[Any]   )     ->				Optional[int]:


														"""simple docstring"""


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

																												_a      	=							tokenizer_p.encode(__a				,     add_special_tokens=__a   )
																												_a      	=							tokenizer_r.encode(__a				,     add_special_tokens=__a   )

																												_a      	=							tokenizer_r.convert_ids_to_tokens(__a   )
																												_a      	=							tokenizer_p.convert_ids_to_tokens(__a   )

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

																												_a      	=							False
																												_a      	=							self.rust_tokenizer_class.from_pretrained(__a				,     **__a   )
																												_a      	=							self.tokenizer_class.from_pretrained(__a				,     **__a   )

																												_a      	=							tokenizer_r.encode(__a				,     add_special_tokens=__a   )
																												_a      	=							tokenizer_p.encode(__a				,     add_special_tokens=__a   )

																												_a      	=							tokenizer_r.convert_ids_to_tokens(__a   )
																												_a      	=							tokenizer_p.convert_ids_to_tokens(__a   )

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



"""simple docstring"""





import fire

from utils import calculate_rouge, save_json



def  lowerCamelCase__						(     __snake_case,	__snake_case,	__snake_case=None,	**__snake_case      )				->						Optional[int]:


					"""simple docstring"""





					_UpperCamelCase									=    [x.strip() for x in open(__snake_case      ).readlines()]
					_UpperCamelCase									=    [x.strip() for x in open(__snake_case      ).readlines()][: len(__snake_case      )]
					_UpperCamelCase									=    calculate_rouge(__snake_case,	__snake_case,	**__snake_case      )
					if save_path is not None:
										save_json(__snake_case,	__snake_case,	indent=__snake_case      )
					return metrics  # these print nicely


if __name__ == "__main__":
				fire.Fire(calculate_rouge_path)






