


import os
import tempfile
import unittest
from typing import List

from transformers.models.esm.tokenization_esm import VOCAB_FILES_NAMES, EsmTokenizer
from transformers.testing_utils import require_tokenizers
from transformers.tokenization_utils import PreTrainedTokenizer
from transformers.tokenization_utils_base import PreTrainedTokenizerBase


@require_tokenizers
class 	a__						(    unittest.TestCase     ):
       lowerCamelCase__:  Any				     =  EsmTokenizer

       def     UpperCAmelCase( self   :  List[Any]     ):
            super().setUp()
            a_     :  Optional[int]				      =     tempfile.mkdtemp()
            # fmt: off
            a_     :  List[str]				      =     ["<cls>", "<pad>", "<eos>", "<unk>", "L", "A", "G", "V", "S", "E", "R", "T", "I", "D", "P", "K", "Q", "N", "F", "Y", "M", "H", "W", "C", "X", "B", "U", "Z", "O", ".", "-", "<null_1>", "<mask>"]  # noqa: E501
            # fmt: on
            a_     :  Optional[int]				      =     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   :  List[str]   ,				**lowerCamelCase_   :  int     ):
            return [self.get_tokenizer(**lowerCamelCase_     )]

       def     UpperCAmelCase( self   :  List[Any]   ,				**lowerCamelCase_   :  Tuple     ):
            return self.tokenizer_class.from_pretrained(self.tmpdirname   ,				**lowerCamelCase_     )

       def     UpperCAmelCase( self   :  List[str]     ):
            a_     :  Optional[int]				      =     self.tokenizer_class(self.vocab_file     )

            a_     :  Any				      =     tokenizer.tokenize("""LAGVS"""     )
            self.assertListEqual(lowerCamelCase_   ,				["""L""", """A""", """G""", """V""", """S"""]     )
            self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCamelCase_     )   ,				[4, 5, 6, 7, 8]     )

       def     UpperCAmelCase( self   :  Dict     ):
            a_     :  Tuple				      =     self.tokenizer_class(self.vocab_file     )

            a_     :  Tuple				      =     """LAGVS"""
            self.assertListEqual(tokenizer.encode(lowerCamelCase_     )   ,				[0, 4, 5, 6, 7, 8, 2]     )

       def     UpperCAmelCase( self   :  Any     ):
            a_     :  List[str]				      =     self.tokenizer_class(self.vocab_file     )

            a_     :  int				      =     ["""LAGVS""", """WCB"""]
            a_     :  Any				      =     tokenizer(lowerCamelCase_   ,				padding=lowerCamelCase_     )["""input_ids"""]

            self.assertListEqual(lowerCamelCase_   ,				[[0, 4, 5, 6, 7, 8, 2], [0, 2_2, 2_3, 2_5, 2]]     )

       def     UpperCAmelCase( self   :  List[Any]     ):
            a_     :  Union[str, Any]				      =     self.tokenizer_class(self.vocab_file     )

            a_     :  Optional[Any]				      =     ["""LAGVS""", """WCB"""]
            a_     :  Dict				      =     tokenizer(lowerCamelCase_   ,				padding=lowerCamelCase_     )["""input_ids"""]

            self.assertListEqual(lowerCamelCase_   ,				[[0, 4, 5, 6, 7, 8, 2], [0, 2_2, 2_3, 2_5, 2, 1, 1]]     )

       def     UpperCAmelCase( self   :  Optional[Any]     ):
            a_     :  int				      =     self.get_tokenizers(fast=lowerCamelCase_     )
            for tokenizer in tokenizers:
                 with self.subTest(F'''{tokenizer.__class__.__name__}'''     ):
                      a_     :  Union[str, Any]				      =     """<unk>"""
                      a_     :  Tuple				      =     """<mask>"""

                      a_     :  Union[str, Any]				      =     tokenizer.tokenize(lowerCamelCase_     )
                      a_     :  Tuple				      =     tokenizer.tokenize(lowerCamelCase_     )

                      self.assertEqual(len(lowerCamelCase_     )   ,				1     )
                      self.assertEqual(len(lowerCamelCase_     )   ,				1     )
                      self.assertEqual(token_a[0]   ,				lowerCamelCase_     )
                      self.assertEqual(token_a[0]   ,				lowerCamelCase_     )







from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


__lowerCamelCase   	=  {'''configuration_visual_bert''': ['''VISUAL_BERT_PRETRAINED_CONFIG_ARCHIVE_MAP''', '''VisualBertConfig''']}

try:
       if not is_torch_available():
              raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
       pass
else:
       __lowerCamelCase   	=  [
           '''VISUAL_BERT_PRETRAINED_MODEL_ARCHIVE_LIST''',
           '''VisualBertForMultipleChoice''',
           '''VisualBertForPreTraining''',
           '''VisualBertForQuestionAnswering''',
           '''VisualBertForRegionToPhraseAlignment''',
           '''VisualBertForVisualReasoning''',
           '''VisualBertLayer''',
           '''VisualBertModel''',
           '''VisualBertPreTrainedModel''',
       ]


if TYPE_CHECKING:
       from .configuration_visual_bert import VISUAL_BERT_PRETRAINED_CONFIG_ARCHIVE_MAP, VisualBertConfig

       try:
              if not is_torch_available():
                     raise OptionalDependencyNotAvailable()
       except OptionalDependencyNotAvailable:
              pass
       else:
              from .modeling_visual_bert import (
                  VISUAL_BERT_PRETRAINED_MODEL_ARCHIVE_LIST,
                  VisualBertForMultipleChoice,
                  VisualBertForPreTraining,
                  VisualBertForQuestionAnswering,
                  VisualBertForRegionToPhraseAlignment,
                  VisualBertForVisualReasoning,
                  VisualBertLayer,
                  VisualBertModel,
                  VisualBertPreTrainedModel,
              )


else:
       import sys

       __lowerCamelCase   	=  _LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)



