





'''simple docstring'''






from typing import Dict, List, Optional, Tuple

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


snake_case_     			=						logging.get_logger(__name__)


class 	_lowercase    (				a					):
   _UpperCamelCase									= ["""input_ids""", """attention_mask"""]


   def __init__(			self     , _UpperCAmelCase="[PAD]"     , _UpperCAmelCase="[BOS]"     , _UpperCAmelCase="[EOS]"     , _UpperCAmelCase="[MASK]"     , _UpperCAmelCase="[CLS]"     , _UpperCAmelCase="[SEP]"     , _UpperCAmelCase=2_048     , **_UpperCAmelCase     , ):
       A							:							str				=    AddedToken(_UpperCAmelCase     , lstrip=_UpperCAmelCase     , rstrip=_UpperCAmelCase       ) if isinstance(_UpperCAmelCase     , _UpperCAmelCase       ) else pad_token
       A							:							Union[str, Any]				=    AddedToken(_UpperCAmelCase     , lstrip=_UpperCAmelCase     , rstrip=_UpperCAmelCase       ) if isinstance(_UpperCAmelCase     , _UpperCAmelCase       ) else bos_token
       A							:							int				=    AddedToken(_UpperCAmelCase     , lstrip=_UpperCAmelCase     , rstrip=_UpperCAmelCase       ) if isinstance(_UpperCAmelCase     , _UpperCAmelCase       ) else eos_token
       A							:							int				=    AddedToken(_UpperCAmelCase     , lstrip=_UpperCAmelCase     , rstrip=_UpperCAmelCase       ) if isinstance(_UpperCAmelCase     , _UpperCAmelCase       ) else mask_token
       A							:							List[str]				=    AddedToken(_UpperCAmelCase     , lstrip=_UpperCAmelCase     , rstrip=_UpperCAmelCase       ) if isinstance(_UpperCAmelCase     , _UpperCAmelCase       ) else cls_token
       A							:							str				=    AddedToken(_UpperCAmelCase     , lstrip=_UpperCAmelCase     , rstrip=_UpperCAmelCase       ) if isinstance(_UpperCAmelCase     , _UpperCAmelCase       ) else sep_token

       super().__init__(
           pad_token=_UpperCAmelCase     , bos_token=_UpperCAmelCase     , eos_token=_UpperCAmelCase     , mask_token=_UpperCAmelCase     , cls_token=_UpperCAmelCase     , sep_token=_UpperCAmelCase     , model_max_length=_UpperCAmelCase     , **_UpperCAmelCase     , )

       A							:							Union[str, Any]				=    2**8  # utf is 8 bits

       # define special tokens dict
       A							:							Dict[str, int]				=    {
           self.pad_token: 0,
           self.bos_token: 1,
           self.eos_token: 2,
           self.mask_token: 3,
           self.cls_token: 4,
           self.sep_token: 5,
       }
       A							:							int				=    len(self.special_tokens_encoder       )
       A							:							Dict[int, str]				=    {v: k for k, v in self.special_tokens_encoder.items()}


   def        snake_case					(			self       ):
       A							:							List[Any]				=    self.special_tokens_encoder.copy()
       vocab.update(self.added_tokens_encoder       )
       for i in range(self._utf_vocab_size       ):
           A							:							Union[str, Any]				=    chr(_UpperCAmelCase       )
           A							:							Dict				=    i + len(self.special_tokens_encoder       )
       return vocab


   @property
   def        snake_case					(			self       ):
       return self._utf_vocab_size + self._num_special_tokens


   def        snake_case					(			self     , _UpperCAmelCase     , _UpperCAmelCase = None     , _UpperCAmelCase = False       ):
       if already_has_special_tokens:
           return super().get_special_tokens_mask(
               token_ids_a=_UpperCAmelCase     , token_ids_a=_UpperCAmelCase     , already_has_special_tokens=_UpperCAmelCase       )

       # normal case: some special tokens
       if token_ids_a is None:
           return [1] + [0] * len(_UpperCAmelCase       ) + [1]
       return [1] + ([0] * len(_UpperCAmelCase       )) + [1] + ([0] * len(_UpperCAmelCase       )) + [1]


   def        snake_case					(			self     , _UpperCAmelCase     , _UpperCAmelCase = None       ):
       if token_ids_a is None:
           return [self.cls_token_id] + token_ids_a + [self.sep_token_id]
       else:
           return [self.cls_token_id] + token_ids_a + [self.sep_token_id] + token_ids_a + [self.sep_token_id]


   def        snake_case					(			self     , _UpperCAmelCase       ):
       A							:							Any				=    [chr(_UpperCAmelCase       ) for i in text.encode('''utf-8'''       )]
       return tokens


   def        snake_case					(			self     , _UpperCAmelCase       ):
       if token in self.special_tokens_encoder:
           A							:							int				=    self.special_tokens_encoder[token]
       elif token in self.added_tokens_encoder:
           A							:							str				=    self.added_tokens_encoder[token]
       elif len(_UpperCAmelCase       ) != 1:
           A							:							Optional[Any]				=    self.unk_token_id
       else:
           A							:							List[Any]				=    ord(_UpperCAmelCase       ) + self._num_special_tokens
       return token_id


   def        snake_case					(			self     , _UpperCAmelCase       ):
       if index in self.special_tokens_decoder:
           A							:							Dict				=    self.special_tokens_decoder[index]
       elif index in self.added_tokens_decoder:
           A							:							Optional[int]				=    self.added_tokens_decoder[index]
       else:
           A							:							List[Any]				=    chr(index - self._num_special_tokens       )
       return token


   def        snake_case					(			self     , _UpperCAmelCase       ):
       A							:							Union[str, Any]				=    B''''''
       for token in tokens:
           if token in self.special_tokens_decoder:
               A							:							Dict				=    self.special_tokens_decoder[token].encode('''utf-8'''       )
           elif token in self.added_tokens_decoder:
               A							:							List[str]				=    self.special_tokens_decoder[token].encode('''utf-8'''       )
           elif token in self.special_tokens_encoder:
               A							:							Tuple				=    token.encode('''utf-8'''       )
           elif token in self.added_tokens_encoder:
               A							:							Tuple				=    token.encode('''utf-8'''       )
           else:
               A							:							List[Any]				=    bytes([ord(_UpperCAmelCase       )]       )
           bstring += tok_string
       A							:							Union[str, Any]				=    bstring.decode('''utf-8'''     , errors='''replace'''       )
       return string


   def        snake_case					(			self     , _UpperCAmelCase     , _UpperCAmelCase = None       ):
       return ()







'''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


snake_case_     			=						logging.get_logger(__name__)

snake_case_     			=						{
    """apple/mobilevit-small""": """https://huggingface.co/apple/mobilevit-small/resolve/main/config.json""",
    """apple/mobilevit-x-small""": """https://huggingface.co/apple/mobilevit-x-small/resolve/main/config.json""",
    """apple/mobilevit-xx-small""": """https://huggingface.co/apple/mobilevit-xx-small/resolve/main/config.json""",
    """apple/deeplabv3-mobilevit-small""": (
        """https://huggingface.co/apple/deeplabv3-mobilevit-small/resolve/main/config.json"""
    ),
    """apple/deeplabv3-mobilevit-x-small""": (
        """https://huggingface.co/apple/deeplabv3-mobilevit-x-small/resolve/main/config.json"""
    ),
    """apple/deeplabv3-mobilevit-xx-small""": (
        """https://huggingface.co/apple/deeplabv3-mobilevit-xx-small/resolve/main/config.json"""
    ),
    # See all MobileViT models at https://huggingface.co/models?filter=mobilevit
}


class 	_lowercase    (				a					):
   _UpperCamelCase									= """mobilevit"""


   def __init__(			self     , _UpperCAmelCase=3     , _UpperCAmelCase=256     , _UpperCAmelCase=2     , _UpperCAmelCase=[144, 192, 240]     , _UpperCAmelCase=[16, 32, 64, 96, 128, 160, 640]     , _UpperCAmelCase=4     , _UpperCAmelCase=2.0     , _UpperCAmelCase=4.0     , _UpperCAmelCase="silu"     , _UpperCAmelCase=3     , _UpperCAmelCase=32     , _UpperCAmelCase=0.1     , _UpperCAmelCase=0.0     , _UpperCAmelCase=0.1     , _UpperCAmelCase=0.02     , _UpperCAmelCase=1E-5     , _UpperCAmelCase=True     , _UpperCAmelCase=256     , _UpperCAmelCase=[6, 12, 18]     , _UpperCAmelCase=0.1     , _UpperCAmelCase=255     , **_UpperCAmelCase     , ):
       super().__init__(**_UpperCAmelCase       )

       A							:							Union[str, Any]				=    num_channels
       A							:							Union[str, Any]				=    image_size
       A							:							List[str]				=    patch_size
       A							:							Any				=    hidden_sizes
       A							:							Dict				=    neck_hidden_sizes
       A							:							int				=    num_attention_heads
       A							:							List[str]				=    mlp_ratio
       A							:							List[Any]				=    expand_ratio
       A							:							Dict				=    hidden_act
       A							:							List[Any]				=    conv_kernel_size
       A							:							List[str]				=    output_stride
       A							:							Dict				=    hidden_dropout_prob
       A							:							List[str]				=    attention_probs_dropout_prob
       A							:							Optional[Any]				=    classifier_dropout_prob
       A							:							Any				=    initializer_range
       A							:							Union[str, Any]				=    layer_norm_eps
       A							:							Union[str, Any]				=    qkv_bias

       # decode head attributes for semantic segmentation
       A							:							int				=    aspp_out_channels
       A							:							Any				=    atrous_rates
       A							:							Tuple				=    aspp_dropout_prob
       A							:							List[Any]				=    semantic_loss_ignore_index







class 	_lowercase    (				a					):
   _UpperCamelCase									= version.parse("""1.11"""					)


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


   @property
   def        snake_case					(			self       ):
       if self.task == "image-classification":
           return OrderedDict([('''logits''', {0: '''batch'''})]       )
       else:
           return OrderedDict([('''last_hidden_state''', {0: '''batch'''}), ('''pooler_output''', {0: '''batch'''})]       )


   @property
   def        snake_case					(			self       ):
       return 1E-4
