





import inspect
import warnings
from typing import Any, Dict, Optional, Union

from packaging import version







def    lowerCAmelCase__(						*lowercase							:     List[Any] ,  lowercase							:     Optional[Union[Dict, Any]] = None ,  lowercase							:     Union[str, Any]=True ,  lowercase							:     Optional[Any]=2					)			->     List[Any]:
  from .. import __version__

  __snake_case :					List[Any]          =							take_from
  __snake_case :					List[Any]          =							()
  if not isinstance(args[0] ,  _lowerCamelCase					):
    __snake_case :					Any          =							(args,)

  for attribute, version_name, message in args:
    if version.parse(version.parse(_lowerCamelCase					).base_version					) >= version.parse(_lowerCamelCase					):
      raise ValueError(
          f"""The deprecation tuple {(attribute, version_name, message)} should be removed since diffusers'"""
          f""" version {__version__} is >= {version_name}"""					)

    __snake_case :					Dict          =							None
    if isinstance(_lowerCamelCase ,  _lowerCamelCase					) and attribute in deprecated_kwargs:
      values += (deprecated_kwargs.pop(_lowerCamelCase					),)
      __snake_case :					List[Any]          =							f"""The `{attribute}` argument is deprecated and will be removed in version {version_name}."""
    elif hasattr(_lowerCamelCase ,  _lowerCamelCase					):
      values += (getattr(_lowerCamelCase ,  _lowerCamelCase					),)
      __snake_case :					Dict          =							f"""The `{attribute}` attribute is deprecated and will be removed in version {version_name}."""
    elif deprecated_kwargs is None:
      __snake_case :					List[str]          =							f"""`{attribute}` is deprecated and will be removed in version {version_name}."""

    if warning is not None:
      __snake_case :					Optional[int]          =							warning + " " if standard_warn else ""
      warnings.warn(warning + message ,  _lowerCamelCase ,  stacklevel=_lowerCamelCase					)

  if isinstance(_lowerCamelCase ,  _lowerCamelCase					) and len(_lowerCamelCase					) > 0:
    __snake_case :					Optional[int]          =							inspect.getouterframes(inspect.currentframe()					)[1]
    __snake_case :					str          =							call_frame.filename
    __snake_case :					Union[str, Any]          =							call_frame.lineno
    __snake_case :					int          =							call_frame.function
    __snake_case     , __snake_case :					Dict          =							next(iter(deprecated_kwargs.items()					)					)
    raise TypeError(f"""{function} in {filename} line {line_number-1} got an unexpected keyword argument `{key}`"""					)

  if len(_lowerCamelCase					) == 0:
    return
  elif len(_lowerCamelCase					) == 1:
    return values[0]
  return values








'''simple docstring'''

from collections import OrderedDict
from typing import Mapping

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


__lowerCAmelCase				:      Optional[Any]						      =logging.get_logger(__name__)

__lowerCAmelCase				:      str						      ={
    "distilbert-base-uncased": "https://huggingface.co/distilbert-base-uncased/resolve/main/config.json",
    "distilbert-base-uncased-distilled-squad": (
        "https://huggingface.co/distilbert-base-uncased-distilled-squad/resolve/main/config.json"
    ),
    "distilbert-base-cased": "https://huggingface.co/distilbert-base-cased/resolve/main/config.json",
    "distilbert-base-cased-distilled-squad": (
        "https://huggingface.co/distilbert-base-cased-distilled-squad/resolve/main/config.json"
    ),
    "distilbert-base-german-cased": "https://huggingface.co/distilbert-base-german-cased/resolve/main/config.json",
    "distilbert-base-multilingual-cased": (
        "https://huggingface.co/distilbert-base-multilingual-cased/resolve/main/config.json"
    ),
    "distilbert-base-uncased-finetuned-sst-2-english": (
        "https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/resolve/main/config.json"
    ),
}






class   UpperCAmelCase      (			UpperCamelCase__							):
 __lowercase  						=							"""distilbert"""
 __lowercase  						=							{
     """hidden_size""": """dim""",
     """num_attention_heads""": """n_heads""",
     """num_hidden_layers""": """n_layers""",
 }
 def __init__(							self :Tuple		,			lowercase_ :List[str]=3_05_22		,			lowercase_ :Tuple=5_12		,			lowercase_ :List[str]=False		,			lowercase_ :int=6		,			lowercase_ :Optional[int]=12		,			lowercase_ :Optional[int]=7_68		,			lowercase_ :str=4 * 7_68		,			lowercase_ :List[Any]=0.1		,			lowercase_ :str=0.1		,			lowercase_ :Optional[int]="gelu"		,			lowercase_ :Optional[Any]=0.0_2		,			lowercase_ :Optional[Any]=0.1		,			lowercase_ :List[Any]=0.2		,			lowercase_ :str=0		,			**lowercase_ :Union[str, Any]		,			)->				str:
     A__							=     vocab_size
     A__							=     max_position_embeddings
     A__							=     sinusoidal_pos_embds
     A__							=     n_layers
     A__							=     n_heads
     A__							=     dim
     A__							=     hidden_dim
     A__							=     dropout
     A__							=     attention_dropout
     A__							=     activation
     A__							=     initializer_range
     A__							=     qa_dropout
     A__							=     seq_classif_dropout
     super().__init__(**lowercase_		,			pad_token_id=lowercase_				)






class   UpperCAmelCase      (			UpperCamelCase__							):
 @property
 def 	UpperCAmelCase_				(							self :List[str]				)->				Mapping[str, Mapping[int, str]]:
     if self.task == "multiple-choice":
         A__							=     {0: "batch", 1: "choice", 2: "sequence"}
     else:
         A__							=     {0: "batch", 1: "sequence"}
     return OrderedDict(
         [
             ("input_ids", dynamic_axis),
             ("attention_mask", dynamic_axis),
         ]				)



