


'''simple docstring'''




import unittest

from transformers import BertGenerationTokenizer
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_torch, slow
from transformers.utils import cached_property

from ...test_tokenization_common import TokenizerTesterMixin


__snake_case    						="""▁"""

__snake_case    						=get_tests_dir("""fixtures/test_sentencepiece.model""")

@require_sentencepiece
class 		UpperCAmelCase_      (  __lowerCamelCase       ,	unittest.TestCase		):
     lowerCamelCase				:	Union[str, Any]		=     BertGenerationTokenizer
     lowerCamelCase				:	List[str]		=     False
     lowerCamelCase				:	Optional[Any]		=     True





     def 							__UpperCAmelCase      ( self       :      Tuple    )				->  Tuple:
        super().setUp()

        lowerCAmelCase     =			BertGenerationTokenizer(UpperCAmelCase__    ,      keep_accents=UpperCAmelCase__    )
        tokenizer.save_pretrained(self.tmpdirname    )





     def 							__UpperCAmelCase      ( self       :      Optional[Any]    )				->  Any:
        lowerCAmelCase     =			'''<s>'''
        lowerCAmelCase     =			1

        self.assertEqual(self.get_tokenizer()._convert_token_to_id(UpperCAmelCase__    )    ,      UpperCAmelCase__    )
        self.assertEqual(self.get_tokenizer()._convert_id_to_token(UpperCAmelCase__    )    ,      UpperCAmelCase__    )





     def 							__UpperCAmelCase      ( self       :      Tuple    )				->  Dict:
        lowerCAmelCase     =			list(self.get_tokenizer().get_vocab().keys()    )

        self.assertEqual(vocab_keys[0]    ,      '<unk>'    )
        self.assertEqual(vocab_keys[1]    ,      '<s>'    )
        self.assertEqual(vocab_keys[-1]    ,      '<pad>'    )
        self.assertEqual(len(UpperCAmelCase__    )    ,      1_0_0_2    )





     def 							__UpperCAmelCase      ( self       :      List[str]    )				->  List[Any]:
        self.assertEqual(self.get_tokenizer().vocab_size    ,      1_0_0_0    )





     def 							__UpperCAmelCase      ( self       :      Union[str, Any]    )				->  int:
        lowerCAmelCase     =			BertGenerationTokenizer(UpperCAmelCase__    ,      keep_accents=UpperCAmelCase__    )

        lowerCAmelCase     =			tokenizer.tokenize('This is a test'    )
        self.assertListEqual(UpperCAmelCase__    ,      ['▁This', '▁is', '▁a', '▁t', 'est']    )

        self.assertListEqual(
            tokenizer.convert_tokens_to_ids(UpperCAmelCase__    )    ,      [2_8_5, 4_6, 1_0, 1_7_0, 3_8_2]    ,      )

        lowerCAmelCase     =			tokenizer.tokenize('I was born in 92000, and this is falsé.'    )
        self.assertListEqual(
            UpperCAmelCase__    ,      [
                SPIECE_UNDERLINE + 'I',
                SPIECE_UNDERLINE + 'was',
                SPIECE_UNDERLINE + 'b',
                'or',
                'n',
                SPIECE_UNDERLINE + 'in',
                SPIECE_UNDERLINE + '',
                '9',
                '2',
                '0',
                '0',
                '0',
                ',',
                SPIECE_UNDERLINE + 'and',
                SPIECE_UNDERLINE + 'this',
                SPIECE_UNDERLINE + 'is',
                SPIECE_UNDERLINE + 'f',
                'al',
                's',
                'é',
                '.',
            ]    ,      )
        lowerCAmelCase     =			tokenizer.convert_tokens_to_ids(UpperCAmelCase__    )
        self.assertListEqual(
            UpperCAmelCase__    ,      [8, 2_1, 8_4, 5_5, 2_4, 1_9, 7, 0, 6_0_2, 3_4_7, 3_4_7, 3_4_7, 3, 1_2, 6_6, 4_6, 7_2, 8_0, 6, 0, 4]    ,      )

        lowerCAmelCase     =			tokenizer.convert_ids_to_tokens(UpperCAmelCase__    )
        self.assertListEqual(
            UpperCAmelCase__    ,      [
                SPIECE_UNDERLINE + 'I',
                SPIECE_UNDERLINE + 'was',
                SPIECE_UNDERLINE + 'b',
                'or',
                'n',
                SPIECE_UNDERLINE + 'in',
                SPIECE_UNDERLINE + '',
                '<unk>',
                '2',
                '0',
                '0',
                '0',
                ',',
                SPIECE_UNDERLINE + 'and',
                SPIECE_UNDERLINE + 'this',
                SPIECE_UNDERLINE + 'is',
                SPIECE_UNDERLINE + 'f',
                'al',
                's',
                '<unk>',
                '.',
            ]    ,      )





     @cached_property
     def 							__UpperCAmelCase      ( self       :      str    )				->  Dict:
        return BertGenerationTokenizer.from_pretrained('google/bert_for_seq_generation_L-24_bbc_encoder'    )





     @slow
     def 							__UpperCAmelCase      ( self       :      str    )				->  int:
        lowerCAmelCase     =			'''Hello World!'''
        lowerCAmelCase     =			[1_8_5_3_6, 2_2_6_0, 1_0_1]

        self.assertListEqual(UpperCAmelCase__    ,      self.big_tokenizer.encode(UpperCAmelCase__    )    )





     @slow
     def 							__UpperCAmelCase      ( self       :      Tuple    )				->  List[str]:
        lowerCAmelCase     =			(
            '''This is a very long text with a lot of weird characters, such as: . , ~ ? ( ) " [ ] ! : - . Also we will'''
            ''' add words that should not exsist and be tokenized to <unk>, such as saoneuhaoesuth'''
        )
        lowerCAmelCase     =			[
            8_7_1,
            4_1_9,
            3_5_8,
            9_4_6,
            9_9_1,
            2_5_2_1,
            4_5_2,
            3_5_8,
            1_3_5_7,
            3_8_7,
            7_7_5_1,
            3_5_3_6,
            1_1_2,
            9_8_5,
            4_5_6,
            1_2_6,
            8_6_5,
            9_3_8,
            5_4_0_0,
            5_7_3_4,
            4_5_8,
            1_3_6_8,
            4_6_7,
            7_8_6,
            2_4_6_2,
            5_2_4_6,
            1_1_5_9,
            6_3_3,
            8_6_5,
            4_5_1_9,
            4_5_7,
            5_8_2,
            8_5_2,
            2_5_5_7,
            4_2_7,
            9_1_6,
            5_0_8,
            4_0_5,
            3_4_3_2_4,
            4_9_7,
            3_9_1,
            4_0_8,
            1_1_3_4_2,
            1_2_4_4,
            3_8_5,
            1_0_0,
            9_3_8,
            9_8_5,
            4_5_6,
            5_7_4,
            3_6_2,
            1_2_5_9_7,
            3_2_0_0,
            3_1_2_9,
            1_1_7_2,
        ]

        self.assertListEqual(UpperCAmelCase__    ,      self.big_tokenizer.encode(UpperCAmelCase__    )    )





     @require_torch
     @slow
     def 							__UpperCAmelCase      ( self       :      List[str]    )				->  str:
        import torch

        from transformers import BertGenerationConfig, BertGenerationEncoder

        # Build sequence
        lowerCAmelCase     =			list(self.big_tokenizer.get_vocab().keys()    )[:1_0]
        lowerCAmelCase     =			''' '''.join(UpperCAmelCase__    )
        lowerCAmelCase     =			self.big_tokenizer.encode_plus(UpperCAmelCase__    ,      return_tensors='pt'    ,      return_token_type_ids=UpperCAmelCase__    )
        lowerCAmelCase     =			self.big_tokenizer.batch_encode_plus(
            [sequence + ' ' + sequence]    ,      return_tensors='pt'    ,      return_token_type_ids=UpperCAmelCase__    )

        lowerCAmelCase     =			BertGenerationConfig()
        lowerCAmelCase     =			BertGenerationEncoder(UpperCAmelCase__    )

        assert model.get_input_embeddings().weight.shape[0] >= self.big_tokenizer.vocab_size

        with torch.no_grad():
           model(**UpperCAmelCase__    )
           model(**UpperCAmelCase__    )





     @slow
     def 							__UpperCAmelCase      ( self       :      Optional[Any]    )				->  Optional[Any]:
        lowerCAmelCase     =			{'''input_ids''': [[3_9_2_8_6, 4_5_8, 3_6_3_3_5, 2_0_0_1, 4_5_6, 1_3_0_7_3, 1_3_2_6_6, 4_5_5, 1_1_3, 7_7_4_6, 1_7_4_1, 1_1_1_5_7, 3_9_1, 1_3_0_7_3, 1_3_2_6_6, 4_5_5, 1_1_3, 3_9_6_7, 3_5_4_1_2, 1_1_3, 4_9_3_6, 1_0_9, 3_8_7_0, 2_3_7_7, 1_1_3, 3_0_0_8_4, 4_5_7_2_0, 4_5_8, 1_3_4, 1_7_4_9_6, 1_1_2, 5_0_3, 1_1_6_7_2, 1_1_3, 1_1_8, 1_1_2, 5_6_6_5, 1_3_3_4_7, 3_8_6_8_7, 1_1_2, 1_4_9_6, 3_1_3_8_9, 1_1_2, 3_2_6_8, 4_7_2_6_4, 1_3_4, 9_6_2, 1_1_2, 1_6_3_7_7, 8_0_3_5, 2_3_1_3_0, 4_3_0, 1_2_1_6_9, 1_5_5_1_8, 2_8_5_9_2, 4_5_8, 1_4_6, 4_1_6_9_7, 1_0_9, 3_9_1, 1_2_1_6_9, 1_5_5_1_8, 1_6_6_8_9, 4_5_8, 1_4_6, 4_1_3_5_8, 1_0_9, 4_5_2, 7_2_6, 4_0_3_4, 1_1_1, 7_6_3, 3_5_4_1_2, 5_0_8_2, 3_8_8, 1_9_0_3, 1_1_1, 9_0_5_1, 3_9_1, 2_8_7_0, 4_8_9_1_8, 1_9_0_0, 1_1_2_3, 5_5_0, 9_9_8, 1_1_2, 9_5_8_6, 1_5_9_8_5, 4_5_5, 3_9_1, 4_1_0, 2_2_9_5_5, 3_7_6_3_6, 1_1_4], [4_4_8, 1_7_4_9_6, 4_1_9, 3_6_6_3, 3_8_5, 7_6_3, 1_1_3, 2_7_5_3_3, 2_8_7_0, 3_2_8_3, 1_3_0_4_3, 1_6_3_9, 2_4_7_1_3, 5_2_3, 6_5_6, 2_4_0_1_3, 1_8_5_5_0, 2_5_2_1, 5_1_7, 2_7_0_1_4, 2_1_2_4_4, 4_2_0, 1_2_1_2, 1_4_6_5, 3_9_1, 9_2_7, 4_8_3_3, 3_8_8, 5_7_8, 1_1_7_8_6, 1_1_4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [4_8_4, 2_1_6_9, 7_6_8_7, 2_1_9_3_2, 1_8_1_4_6, 7_2_6, 3_6_3, 1_7_0_3_2, 3_3_9_1, 1_1_4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], '''attention_mask''': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
        # fmt: on

        self.tokenizer_integration_test_util(
            expected_encoding=UpperCAmelCase__    ,      model_name='google/bert_for_seq_generation_L-24_bbc_encoder'    ,      revision='c817d1fd1be2ffa69431227a1fe320544943d4db'    ,      )












def 		lowerCAmelCase_    (  __UpperCAmelCase:			float		,   __UpperCAmelCase:			int      )      ->	float:
    if digit_amount > 0:
        return round(number - int(__UpperCAmelCase      )		,   __UpperCAmelCase      )
    return number - int(__UpperCAmelCase      )


if __name__ == "__main__":
  print(decimal_isolate(1.53, 0))
  print(decimal_isolate(35.345, 1))
  print(decimal_isolate(35.345, 2))
  print(decimal_isolate(35.345, 3))
  print(decimal_isolate(-14.789, 3))
  print(decimal_isolate(0, 2))
  print(decimal_isolate(-14.123, 1))
  print(decimal_isolate(-14.123, 2))
  print(decimal_isolate(-14.123, 3))

