import json
from typing import List, Optional, Tuple

from tokenizers import normalizers

from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import logging
from .tokenization_splinter import SplinterTokenizer


UpperCAmelCase				 =   logging.get_logger(__name__)

UpperCAmelCase				 =   {"""vocab_file""": """vocab.txt"""}

UpperCAmelCase				 =   {
    """vocab_file""": {
        """tau/splinter-base""": """https://huggingface.co/tau/splinter-base/resolve/main/vocab.txt""",
        """tau/splinter-base-qass""": """https://huggingface.co/tau/splinter-base-qass/resolve/main/vocab.txt""",
        """tau/splinter-large""": """https://huggingface.co/tau/splinter-large/resolve/main/vocab.txt""",
        """tau/splinter-large-qass""": """https://huggingface.co/tau/splinter-large-qass/resolve/main/vocab.txt""",
    }
}

UpperCAmelCase				 =   {
    """tau/splinter-base""": 512,
    """tau/splinter-base-qass""": 512,
    """tau/splinter-large""": 512,
    """tau/splinter-large-qass""": 512,
}

UpperCAmelCase				 =   {
    """tau/splinter-base""": {"""do_lower_case""": False},
    """tau/splinter-base-qass""": {"""do_lower_case""": False},
    """tau/splinter-large""": {"""do_lower_case""": False},
    """tau/splinter-large-qass""": {"""do_lower_case""": False},
}






class 				_SCREAMING_SNAKE_CASE( snake_case__						):
   UpperCamelCase_					:    Optional[Any]			      = VOCAB_FILES_NAMES
   UpperCamelCase_					:    Optional[int]			      = PRETRAINED_VOCAB_FILES_MAP
   UpperCamelCase_					:    List[Any]			      = PRETRAINED_INIT_CONFIGURATION
   UpperCamelCase_					:    List[str]			      = PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
   UpperCamelCase_					:    Any			      = SplinterTokenizer
   def __init__(     self				,  lowerCAmelCase_=None				,  lowerCAmelCase_=None				,  lowerCAmelCase_=True				,  lowerCAmelCase_="[UNK]"				,  lowerCAmelCase_="[SEP]"				,  lowerCAmelCase_="[PAD]"				,  lowerCAmelCase_="[CLS]"				,  lowerCAmelCase_="[MASK]"				,  lowerCAmelCase_="[QUESTION]"				,  lowerCAmelCase_=True				,  lowerCAmelCase_=None				,  **lowerCAmelCase_				,  )						->Tuple:
        super().__init__(
            lowerCAmelCase_				,  tokenizer_file=lowerCAmelCase_				,  do_lower_case=lowerCAmelCase_				,  unk_token=lowerCAmelCase_				,  sep_token=lowerCAmelCase_				,  pad_token=lowerCAmelCase_				,  cls_token=lowerCAmelCase_				,  mask_token=lowerCAmelCase_				,  tokenize_chinese_chars=lowerCAmelCase_				,  strip_accents=lowerCAmelCase_				,  additional_special_tokens=(question_token,)				,  **lowerCAmelCase_				,  )

        a	:     Optional[Any]						      =    json.loads(self.backend_tokenizer.normalizer.__getstate__()     )
        if (
            pre_tok_state.get('''lowercase'''				,  lowerCAmelCase_     ) != do_lower_case
            or pre_tok_state.get('''strip_accents'''				,  lowerCAmelCase_     ) != strip_accents
        ):
             a	:     List[Any]						      =    getattr(lowerCAmelCase_				,  pre_tok_state.pop('''type'''     )     )
             a	:     Union[str, Any]						      =    do_lower_case
             a	:     Optional[int]						      =    strip_accents
             a	:     int						      =    pre_tok_class(**lowerCAmelCase_     )

        a	:     Dict						      =    do_lower_case
   @property
   def _lowercase(     self     )						->List[Any]:
        return self.convert_tokens_to_ids(self.question_token     )
   def _lowercase(     self				,  lowerCAmelCase_				,  lowerCAmelCase_ = None     )						->List[int]:
        if token_ids_a is None:
             return [self.cls_token_id] + token_ids_a + [self.sep_token_id]

        a	:     Optional[int]						      =    [self.cls_token_id]
        a	:     int						      =    [self.sep_token_id]
        a	:     Tuple						      =    [self.question_token_id] + [self.convert_tokens_to_ids('''.'''     )]
        if self.padding_side == "right":
             # Input is question-then-context
             return cls + token_ids_a + question_suffix + sep + token_ids_a + sep
        else:
             # Input is context-then-question
             return cls + token_ids_a + sep + token_ids_a + question_suffix + sep
   def _lowercase(     self				,  lowerCAmelCase_				,  lowerCAmelCase_ = None     )						->List[int]:
        a	:     Tuple						      =    [self.sep_token_id]
        a	:     int						      =    [self.cls_token_id]
        a	:     Any						      =    [self.question_token_id] + [self.convert_tokens_to_ids('''.'''     )]
        if token_ids_a is None:
             return len(cls + token_ids_a + sep     ) * [0]

        if self.padding_side == "right":
             # Input is question-then-context
             return len(cls + token_ids_a + question_suffix + sep     ) * [0] + len(token_ids_a + sep     ) * [1]
        else:
             # Input is context-then-question
             return len(cls + token_ids_a + sep     ) * [0] + len(token_ids_a + question_suffix + sep     ) * [1]


   def _lowercase(     self				,  lowerCAmelCase_				,  lowerCAmelCase_ = None     )						->Tuple[str]:
        a	:     Optional[int]						      =    self._tokenizer.model.save(lowerCAmelCase_				,  name=lowerCAmelCase_     )
        return tuple(lowerCAmelCase_     )
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 				_SCREAMING_SNAKE_CASE( unittest.TestCase						):
   UpperCamelCase_					:    int			      = EsmTokenizer
   def _lowercase(     self     )						->Dict:
        super().setUp()
        a	:     Tuple						      =    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	:     Tuple						      =    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 _lowercase(     self				,  **lowerCAmelCase_     )						->List[PreTrainedTokenizerBase]:
        return [self.get_tokenizer(**lowerCAmelCase_     )]
   def _lowercase(     self				,  **lowerCAmelCase_     )						->PreTrainedTokenizer:
        return self.tokenizer_class.from_pretrained(self.tmpdirname				,  **lowerCAmelCase_     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Optional[int]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     List[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 _lowercase(     self     )						->Optional[Any]:
        a	:     Optional[int]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     Optional[Any]						      =    '''LAGVS'''
        self.assertListEqual(tokenizer.encode(lowerCAmelCase_     )				,  [0, 4, 5, 6, 7, 8, 2]     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Any						      =    self.tokenizer_class(self.vocab_file     )

        a	:     Optional[int]						      =    ['''LAGVS''', '''WCB''']
        a	:     Optional[Any]						      =    tokenizer(lowerCAmelCase_				,  padding=lowerCAmelCase_     )['''input_ids''']

        self.assertListEqual(lowerCAmelCase_				,  [[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2]]     )
   def _lowercase(     self     )						->List[Any]:
        a	:     Optional[Any]						      =    self.tokenizer_class(self.vocab_file     )

        a	:     str						      =    ['''LAGVS''', '''WCB''']
        a	:     Dict						      =    tokenizer(lowerCAmelCase_				,  padding=lowerCAmelCase_     )['''input_ids''']

        self.assertListEqual(lowerCAmelCase_				,  [[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2, 1, 1]]     )


   def _lowercase(     self     )						->List[str]:
        a	:     int						      =    self.get_tokenizers(fast=lowerCAmelCase_     )
        for tokenizer in tokenizers:
             with self.subTest(F"""{tokenizer.__class__.__name__}"""     ):
                  a	:     Union[str, Any]						      =    '''<unk>'''
                  a	:     List[Any]						      =    '''<mask>'''

                  a	:     List[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_     )