





"""simple docstring"""
import os
from typing import List, Optional, Union

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


lowerCamelCase_       =		logging.get_logger(__name__)

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

lowerCamelCase_       =		{
    "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",
    },
}

lowerCamelCase_       =		{
    "facebook/esm2_t6_8M_UR50D": 1_0_2_4,
    "facebook/esm2_t12_35M_UR50D": 1_0_2_4,
}



def 					__lowerCamelCase       (							a_					:		List[Any]							)      ->				Optional[Any]:
      with open(a_			,       '''r'''							) as f:
            __SCREAMING_SNAKE_CASE       :List[Any]		    =  f.read().splitlines()
            return [l.strip() for l in lines]







class  _SCREAMING_SNAKE_CASE(       A  ):
       SCREAMING_SNAKE_CASE_       :				Union[str, Any]     						=  VOCAB_FILES_NAMES
       SCREAMING_SNAKE_CASE_       :				List[Any]     						=  PRETRAINED_VOCAB_FILES_MAP
       SCREAMING_SNAKE_CASE_       :				Any     						=  PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
       SCREAMING_SNAKE_CASE_       :				List[str]     						=  ['''input_ids''', '''attention_mask''']




       def __init__(						self		,SCREAMING_SNAKE_CASE__		,SCREAMING_SNAKE_CASE__="<unk>"		,SCREAMING_SNAKE_CASE__="<cls>"		,SCREAMING_SNAKE_CASE__="<pad>"		,SCREAMING_SNAKE_CASE__="<mask>"		,SCREAMING_SNAKE_CASE__="<eos>"		,**SCREAMING_SNAKE_CASE__		,)      ->				Optional[Any]:





             """simple docstring"""






             super().__init__(**SCREAMING_SNAKE_CASE__							)
             __SCREAMING_SNAKE_CASE       :Optional[int]		    =  load_vocab_file(SCREAMING_SNAKE_CASE__							)
             __SCREAMING_SNAKE_CASE       :Any		    =  dict(enumerate(self.all_tokens							)							)
             __SCREAMING_SNAKE_CASE       :Tuple		    =  {tok: ind for ind, tok in enumerate(self.all_tokens							)}
             __SCREAMING_SNAKE_CASE       :List[str]		    =  unk_token
             __SCREAMING_SNAKE_CASE       :int		    =  cls_token
             __SCREAMING_SNAKE_CASE       :int		    =  pad_token
             __SCREAMING_SNAKE_CASE       :Tuple		    =  mask_token
             __SCREAMING_SNAKE_CASE       :Any		    =  eos_token
             __SCREAMING_SNAKE_CASE       :Optional[int]		    =  self.all_tokens
             self._create_trie(self.unique_no_split_tokens							)




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__							)      ->				str:





             """simple docstring"""






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




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__							)      ->				int:





             """simple docstring"""






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




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__		,**SCREAMING_SNAKE_CASE__							)      ->				Union[str, Any]:





             """simple docstring"""






             return text.split()




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__=False							)      ->				List[Any]:





             """simple docstring"""






             return len(self._id_to_token							)




       def    _UpperCamelCase					(						self							)      ->				int:





             """simple docstring"""






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




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__							)      ->				int:





             """simple docstring"""






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




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__							)      ->				str:





             """simple docstring"""






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




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__		,SCREAMING_SNAKE_CASE__ = None							)      ->				List[int]:





             """simple docstring"""






             __SCREAMING_SNAKE_CASE       :Optional[Any]		    =  [self.cls_token_id]
             __SCREAMING_SNAKE_CASE       :Optional[Any]		    =  [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		,SCREAMING_SNAKE_CASE__		,SCREAMING_SNAKE_CASE__ = None		,SCREAMING_SNAKE_CASE__ = 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]
             __SCREAMING_SNAKE_CASE       :Dict		    =  [1] + ([0] * len(SCREAMING_SNAKE_CASE__							)) + [1]
             if token_ids_a is not None:
                   mask += [0] * len(SCREAMING_SNAKE_CASE__							) + [1]
             return mask




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__		,SCREAMING_SNAKE_CASE__							)      ->				Any:





             """simple docstring"""






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




       @property
       def    _UpperCamelCase					(						self							)      ->				int:





             """simple docstring"""






             return self.get_vocab_size(with_added_tokens=SCREAMING_SNAKE_CASE__							)




       def    _UpperCamelCase					(						self		,SCREAMING_SNAKE_CASE__		,SCREAMING_SNAKE_CASE__ = False							)      ->				int:





             """simple docstring"""






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






"""simple docstring"""
from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


lowerCamelCase_       =		logging.get_logger(__name__)

lowerCamelCase_       =		{
    "facebook/levit-128S": "https://huggingface.co/facebook/levit-128S/resolve/main/config.json",
    # See all LeViT models at https://huggingface.co/models?filter=levit
}






class  _SCREAMING_SNAKE_CASE(       A  ):
       SCREAMING_SNAKE_CASE_       :				List[Any]     						=  '''levit'''




       def __init__(						self		,SCREAMING_SNAKE_CASE__=2_24		,SCREAMING_SNAKE_CASE__=3		,SCREAMING_SNAKE_CASE__=3		,SCREAMING_SNAKE_CASE__=2		,SCREAMING_SNAKE_CASE__=1		,SCREAMING_SNAKE_CASE__=16		,SCREAMING_SNAKE_CASE__=[1_28, 2_56, 3_84]		,SCREAMING_SNAKE_CASE__=[4, 8, 12]		,SCREAMING_SNAKE_CASE__=[4, 4, 4]		,SCREAMING_SNAKE_CASE__=[16, 16, 16]		,SCREAMING_SNAKE_CASE__=0		,SCREAMING_SNAKE_CASE__=[2, 2, 2]		,SCREAMING_SNAKE_CASE__=[2, 2, 2]		,SCREAMING_SNAKE_CASE__=0.0_2		,**SCREAMING_SNAKE_CASE__		,)      ->				Tuple:





             """simple docstring"""






             super().__init__(**SCREAMING_SNAKE_CASE__							)
             __SCREAMING_SNAKE_CASE       :Dict		    =  image_size
             __SCREAMING_SNAKE_CASE       :Dict		    =  num_channels
             __SCREAMING_SNAKE_CASE       :Optional[int]		    =  kernel_size
             __SCREAMING_SNAKE_CASE       :Union[str, Any]		    =  stride
             __SCREAMING_SNAKE_CASE       :List[Any]		    =  padding
             __SCREAMING_SNAKE_CASE       :Tuple		    =  hidden_sizes
             __SCREAMING_SNAKE_CASE       :List[str]		    =  num_attention_heads
             __SCREAMING_SNAKE_CASE       :Optional[int]		    =  depths
             __SCREAMING_SNAKE_CASE       :Optional[Any]		    =  key_dim
             __SCREAMING_SNAKE_CASE       :Optional[Any]		    =  drop_path_rate
             __SCREAMING_SNAKE_CASE       :Tuple		    =  patch_size
             __SCREAMING_SNAKE_CASE       :int		    =  attention_ratio
             __SCREAMING_SNAKE_CASE       :List[Any]		    =  mlp_ratio
             __SCREAMING_SNAKE_CASE       :str		    =  initializer_range
             __SCREAMING_SNAKE_CASE       :Optional[Any]		    =  [
                 ['''Subsample''', key_dim[0], hidden_sizes[0] // key_dim[0], 4, 2, 2],
                 ['''Subsample''', key_dim[0], hidden_sizes[1] // key_dim[0], 4, 2, 2],
             ]






class  _SCREAMING_SNAKE_CASE(       A  ):
       SCREAMING_SNAKE_CASE_       :				int     						=  version.parse('''1.11'''  )




       @property
       def    _UpperCamelCase					(						self							)      ->				Mapping[str, Mapping[int, str]]:





             """simple docstring"""






             return OrderedDict(
                 [
                     ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
                 ]							)




       @property
       def    _UpperCamelCase					(						self							)      ->				float:





             """simple docstring"""






             return 1E-4