



import os
import unicodedata
from shutil import copyfile
from typing import Any, Dict, List, Optional, Tuple

import sentencepiece as spm

from ...tokenization_utils import AddedToken, PreTrainedTokenizer
from ...utils import SPIECE_UNDERLINE, logging


a__      :				int   	=			logging.get_logger(__name__)

a__      :				List[Any]   	=			{"vocab_file": "spiece.model"}

a__      :				Optional[int]   	=			{
    "vocab_file": {
        "TsinghuaAI/CPM-Generate": "https://huggingface.co/TsinghuaAI/CPM-Generate/resolve/main/spiece.model",
    }
}



class       UpperCAmelCase__(							lowerCamelCase	):

   '''simple docstring'''




   def __init__(						self  :			Optional[int]			,				lowerCAmelCase  :			Optional[int]			,				lowerCAmelCase  :			Tuple=False			,				lowerCAmelCase  :			List[str]=True			,				lowerCAmelCase  :			Optional[int]=False			,				lowerCAmelCase  :			Optional[Any]="<s>"			,				lowerCAmelCase  :			Any="</s>"			,				lowerCAmelCase  :			Tuple="<unk>"			,				lowerCAmelCase  :			Tuple="<sep>"			,				lowerCAmelCase  :			str="<pad>"			,				lowerCAmelCase  :			Optional[Any]="<cls>"			,				lowerCAmelCase  :			int="<mask>"			,				lowerCAmelCase  :			Optional[int]=["<eop>", "<eod>"]			,				lowerCAmelCase  :			Optional[Dict[str, Any]] = None			,				**lowerCAmelCase  :			Optional[Any]			,				)	->				None:




         """simple docstring"""

         lowercase__     =  AddedToken(lowerCAmelCase			,				lstrip=lowerCAmelCase			,				rstrip=lowerCAmelCase) if isinstance(lowerCAmelCase			,				lowerCAmelCase) else mask_token

         lowercase__     =  {} if sp_model_kwargs is None else sp_model_kwargs

         super().__init__(
             do_lower_case=lowerCAmelCase			,				remove_space=lowerCAmelCase			,				keep_accents=lowerCAmelCase			,				bos_token=lowerCAmelCase			,				eos_token=lowerCAmelCase			,				unk_token=lowerCAmelCase			,				sep_token=lowerCAmelCase			,				pad_token=lowerCAmelCase			,				cls_token=lowerCAmelCase			,				mask_token=lowerCAmelCase			,				additional_special_tokens=lowerCAmelCase			,				sp_model_kwargs=self.sp_model_kwargs			,				**lowerCAmelCase			,				)

         lowercase__     =  3

         lowercase__     =  do_lower_case
         lowercase__     =  remove_space
         lowercase__     =  keep_accents
         lowercase__     =  vocab_file

         lowercase__     =  spm.SentencePieceProcessor(**self.sp_model_kwargs)
         self.sp_model.Load(lowerCAmelCase)

         try:
               import jieba
         except ModuleNotFoundError as error:
               raise error.__class__(
                   'You need to install jieba to use CpmTokenizer or CpmTokenizerFast. '
                   'See https://pypi.org/project/jieba/ for installation.')
         lowercase__     =  jieba
         lowercase__     =  str.maketrans(' \n'			,				'\u2582\u2583')


   @property
   # Copied from transformers.models.xlnet.tokenization_xlnet.XLNetTokenizer.vocab_size
   def 			UpperCAmelCase		(						self  :			int)	->				List[Any]:




         """simple docstring"""

         return len(self.sp_model)


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




         """simple docstring"""

         lowercase__     =  {self.convert_ids_to_tokens(lowerCAmelCase): i for i in range(self.vocab_size)}
         vocab.update(self.added_tokens_encoder)
         return vocab


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




         """simple docstring"""

         lowercase__     =  self.__dict__.copy()
         lowercase__     =  None
         return state


   def __setstate__(						self  :			Optional[Any]			,				lowerCAmelCase  :			str)	->				Tuple:




         """simple docstring"""

         lowercase__     =  d

         # for backward compatibility
         if not hasattr(self			,				'sp_model_kwargs'):
               lowercase__     =  {}

         lowercase__     =  spm.SentencePieceProcessor(**self.sp_model_kwargs)
         self.sp_model.Load(self.vocab_file)


   def 			UpperCAmelCase		(						self  :			int			,				lowerCAmelCase  :			Any)	->				List[str]:




         """simple docstring"""

         if self.remove_space:
               lowercase__     =  ' '.join(inputs.strip().split())
         else:
               lowercase__     =  inputs
         lowercase__     =  outputs.replace('``'			,				'"').replace('\'\''			,				'"')

         if not self.keep_accents:
               lowercase__     =  unicodedata.normalize('NFKD'			,				lowerCAmelCase)
               lowercase__     =  ''.join([c for c in outputs if not unicodedata.combining(lowerCAmelCase)])
         if self.do_lower_case:
               lowercase__     =  outputs.lower()

         return outputs


   def 			UpperCAmelCase		(						self  :			List[str]			,				lowerCAmelCase  :			str)	->				List[str]:




         """simple docstring"""

         lowercase__     =  self.preprocess_text(lowerCAmelCase)
         lowercase__     =  self.sp_model.encode(lowerCAmelCase			,				out_type=lowerCAmelCase)
         lowercase__     =  []
         for piece in pieces:
               if len(lowerCAmelCase) > 1 and piece[-1] == str(',') and piece[-2].isdigit():
                     lowercase__     =  self.sp_model.EncodeAsPieces(piece[:-1].replace(lowerCAmelCase			,				''))
                     if piece[0] != SPIECE_UNDERLINE and cur_pieces[0][0] == SPIECE_UNDERLINE:
                           if len(cur_pieces[0]) == 1:
                                 lowercase__     =  cur_pieces[1:]
                           else:
                                 lowercase__     =  cur_pieces[0][1:]
                     cur_pieces.append(piece[-1])
                     new_pieces.extend(lowerCAmelCase)
               else:
                     new_pieces.append(lowerCAmelCase)

         return new_pieces


   def 			UpperCAmelCase		(						self  :			Union[str, Any]			,				lowerCAmelCase  :			Tuple)	->				Optional[Any]:




         """simple docstring"""

         return self.sp_model.PieceToId(lowerCAmelCase)


   def 			UpperCAmelCase		(						self  :			List[Any]			,				lowerCAmelCase  :			Dict)	->				Optional[int]:




         """simple docstring"""

         return self.sp_model.IdToPiece(lowerCAmelCase)


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




         """simple docstring"""

         lowercase__     =  ''.join(lowerCAmelCase).replace(lowerCAmelCase			,				' ').strip()
         return out_string


   def 			UpperCAmelCase		(						self  :			str			,				lowerCAmelCase  :			List[int]			,				lowerCAmelCase  :			Optional[List[int]] = None)	->				List[int]:




         """simple docstring"""

         lowercase__     =  [self.sep_token_id]
         lowercase__     =  [self.cls_token_id]
         if token_ids_a is None:
               return token_ids_a + sep + cls
         return token_ids_a + sep + token_ids_a + sep + cls


   def 			UpperCAmelCase		(						self  :			int			,				lowerCAmelCase  :			List[int]			,				lowerCAmelCase  :			Optional[List[int]] = None			,				lowerCAmelCase  :			bool = False)	->				List[int]:




         """simple docstring"""

         if already_has_special_tokens:
               return super().get_special_tokens_mask(
                   token_ids_a=lowerCAmelCase			,				token_ids_a=lowerCAmelCase			,				already_has_special_tokens=lowerCAmelCase)

         if token_ids_a is not None:
               return ([0] * len(lowerCAmelCase)) + [1] + ([0] * len(lowerCAmelCase)) + [1, 1]
         return ([0] * len(lowerCAmelCase)) + [1, 1]


   def 			UpperCAmelCase		(						self  :			Optional[int]			,				lowerCAmelCase  :			List[int]			,				lowerCAmelCase  :			Optional[List[int]] = None)	->				List[int]:




         """simple docstring"""

         lowercase__     =  [self.sep_token_id]
         lowercase__     =  [2]

         if token_ids_a is None:
               return len(token_ids_a + sep) * [0] + cls_segment_id
         return len(token_ids_a + sep) * [0] + len(token_ids_a + sep) * [1] + cls_segment_id


   def 			UpperCAmelCase		(						self  :			Optional[Any]			,				lowerCAmelCase  :			str			,				lowerCAmelCase  :			Optional[str] = None)	->				Tuple[str]:




         """simple docstring"""

         if not os.path.isdir(lowerCAmelCase):
               logger.error(f'''Vocabulary path ({save_directory}) should be a directory''')
               return
         lowercase__     =  os.path.join(
             lowerCAmelCase			,				(filename_prefix + '-' if filename_prefix else '') + VOCAB_FILES_NAMES['vocab_file'])

         if os.path.abspath(self.vocab_file) != os.path.abspath(lowerCAmelCase) and os.path.isfile(self.vocab_file):
               copyfile(self.vocab_file			,				lowerCAmelCase)
         elif not os.path.isfile(self.vocab_file):
               with open(lowerCAmelCase			,				'wb') as fi:
                     lowercase__     =  self.sp_model.serialized_model_proto()
                     fi.write(lowerCAmelCase)

         return (out_vocab_file,)



   def 			UpperCAmelCase		(						self  :			Union[str, Any]			,				*lowerCAmelCase  :			Tuple			,				**lowerCAmelCase  :			Tuple)	->				int:




         """simple docstring"""

         lowercase__     =  super()._decode(*lowerCAmelCase			,				**lowerCAmelCase)
         lowercase__     =  text.replace(' '			,				'').replace('\u2582'			,				' ').replace('\u2583'			,				'\n')
         return text





import os
from typing import List, Optional, Union

from ...tokenization_utils import PreTrainedTokenizer
from ...tokenization_utils_base import AddedToken
from ...utils import logging


a__      :				int   	=			logging.get_logger(__name__)

a__      :				Tuple   	=			{"vocab_file": "vocab.txt"}

a__      :				int   	=			{
    "vocab_file": {
        "facebook/esm2_t6_8M_UR50D": "https://huggingface.co/facebook/esm2_t6_8M_UR50D/resolve/main/vocab.txt",
        "facebook/esm2_t12_35M_UR50D": "https://huggingface.co/facebook/esm2_t12_35M_UR50D/resolve/main/vocab.txt",
    },
}

a__      :				Dict   	=			{
    "facebook/esm2_t6_8M_UR50D": 10_24,
    "facebook/esm2_t12_35M_UR50D": 10_24,
}

def   _lowerCAmelCase   (						A__	):
      with open(A__						,  'r'	) as f:
            lowercase__     =  f.read().splitlines()
            return [l.strip() for l in lines]



class       UpperCAmelCase__(							lowerCamelCase	):

   '''simple docstring'''




   A    :  Union[str, Any]       				=    VOCAB_FILES_NAMES
   A    :  str       				=    PRETRAINED_VOCAB_FILES_MAP
   A    :  int       				=    PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
   A    :  List[Any]       				=    ["input_ids", "attention_mask"]


   def __init__(						self  :			Union[str, Any]			,				lowerCAmelCase  :			Any			,				lowerCAmelCase  :			Optional[int]="<unk>"			,				lowerCAmelCase  :			Dict="<cls>"			,				lowerCAmelCase  :			List[str]="<pad>"			,				lowerCAmelCase  :			Union[str, Any]="<mask>"			,				lowerCAmelCase  :			Optional[Any]="<eos>"			,				**lowerCAmelCase  :			Any			,				)	->				Optional[Any]:




         """simple docstring"""

         super().__init__(**lowerCAmelCase)
         lowercase__     =  load_vocab_file(lowerCAmelCase)
         lowercase__     =  dict(enumerate(self.all_tokens))
         lowercase__     =  {tok: ind for ind, tok in enumerate(self.all_tokens)}
         lowercase__     =  unk_token
         lowercase__     =  cls_token
         lowercase__     =  pad_token
         lowercase__     =  mask_token
         lowercase__     =  eos_token
         lowercase__     =  self.all_tokens
         self._create_trie(self.unique_no_split_tokens)


   def 			UpperCAmelCase		(						self  :			List[Any]			,				lowerCAmelCase  :			int)	->				str:




         """simple docstring"""

         return self._id_to_token.get(lowerCAmelCase			,				self.unk_token)


   def 			UpperCAmelCase		(						self  :			Dict			,				lowerCAmelCase  :			str)	->				int:




         """simple docstring"""

         return self._token_to_id.get(lowerCAmelCase			,				self._token_to_id.get(self.unk_token))


   def 			UpperCAmelCase		(						self  :			Optional[Any]			,				lowerCAmelCase  :			str			,				**lowerCAmelCase  :			Union[str, Any])	->				Dict:




         """simple docstring"""

         return text.split()


   def 			UpperCAmelCase		(						self  :			Union[str, Any]			,				lowerCAmelCase  :			Any=False)	->				Union[str, Any]:




         """simple docstring"""

         return len(self._id_to_token)


   def 			UpperCAmelCase		(						self  :			Tuple)	->				int:




         """simple docstring"""

         return {token: i for i, token in enumerate(self.all_tokens)}


   def 			UpperCAmelCase		(						self  :			Optional[Any]			,				lowerCAmelCase  :			str)	->				int:




         """simple docstring"""

         return self._token_to_id.get(lowerCAmelCase			,				self._token_to_id.get(self.unk_token))


   def 			UpperCAmelCase		(						self  :			Dict			,				lowerCAmelCase  :			int)	->				str:




         """simple docstring"""

         return self._id_to_token.get(lowerCAmelCase			,				self.unk_token)


   def 			UpperCAmelCase		(						self  :			Any			,				lowerCAmelCase  :			List[int]			,				lowerCAmelCase  :			Optional[List[int]] = None)	->				List[int]:




         """simple docstring"""

         lowercase__     =  [self.cls_token_id]
         lowercase__     =  [self.eos_token_id]  # No sep token in ESM vocabulary
         if token_ids_a is None:
               if self.eos_token_id is None:
                     return cls + token_ids_a
               else:
                     return cls + token_ids_a + sep
         elif self.eos_token_id is None:
               raise ValueError('Cannot tokenize multiple sequences when EOS token is not set!')
         return cls + token_ids_a + sep + token_ids_a + sep  # Multiple inputs always have an EOS token


   def 			UpperCAmelCase		(						self  :			Union[str, Any]			,				lowerCAmelCase  :			List			,				lowerCAmelCase  :			Optional[List] = None			,				lowerCAmelCase  :			bool = False)	->				List[int]:




         """simple docstring"""

         if already_has_special_tokens:
               if token_ids_a is not None:
                     raise ValueError(
                         'You should not supply a second sequence if the provided sequence of '
                         'ids is already formatted with special tokens for the model.')

               return [1 if token in self.all_special_ids else 0 for token in token_ids_a]
         lowercase__     =  [1] + ([0] * len(lowerCAmelCase)) + [1]
         if token_ids_a is not None:
               mask += [0] * len(lowerCAmelCase) + [1]
         return mask


   def 			UpperCAmelCase		(						self  :			Union[str, Any]			,				lowerCAmelCase  :			Tuple			,				lowerCAmelCase  :			Optional[int])	->				Dict:




         """simple docstring"""

         lowercase__     =  os.path.join(lowerCAmelCase			,				(filename_prefix + '-' if filename_prefix else '') + 'vocab.txt')
         with open(lowerCAmelCase			,				'w') as f:
               f.write('\n'.join(self.all_tokens))
         return (vocab_file,)


   @property
   def 			UpperCAmelCase		(						self  :			Optional[int])	->				int:




         """simple docstring"""

         return self.get_vocab_size(with_added_tokens=lowerCAmelCase)



   def 			UpperCAmelCase		(						self  :			Optional[Any]			,				lowerCAmelCase  :			Union[List[str], List[AddedToken]]			,				lowerCAmelCase  :			bool = False)	->				int:




         """simple docstring"""

         return super()._add_tokens(lowerCAmelCase			,				special_tokens=lowerCAmelCase)
