




from collections import OrderedDict
from typing import Mapping

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


SCREAMING_SNAKE_CASE__       :      Dict  =   logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__       :      Union[str, Any]  =   {
    'kssteven/ibert-roberta-base': 'https://huggingface.co/kssteven/ibert-roberta-base/resolve/main/config.json',
    'kssteven/ibert-roberta-large': 'https://huggingface.co/kssteven/ibert-roberta-large/resolve/main/config.json',
    'kssteven/ibert-roberta-large-mnli': (
        'https://huggingface.co/kssteven/ibert-roberta-large-mnli/resolve/main/config.json'
    ),
}




class 		UpperCamelCase__	(lowerCAmelCase__     ):

    '''simple docstring'''



    lowerCamelCase_      :	Optional[Any]	     =      """ibert"""







    def __init__(    self     ,  UpperCamelCase__=3_0522     ,  UpperCamelCase__=768     ,  UpperCamelCase__=12     ,  UpperCamelCase__=12     ,  UpperCamelCase__=3072     ,  UpperCamelCase__="gelu"     ,  UpperCamelCase__=0.1     ,  UpperCamelCase__=0.1     ,  UpperCamelCase__=512     ,  UpperCamelCase__=2     ,  UpperCamelCase__=0.02     ,  UpperCamelCase__=1e-12     ,  UpperCamelCase__=1     ,  UpperCamelCase__=0     ,  UpperCamelCase__=2     ,  UpperCamelCase__="absolute"     ,  UpperCamelCase__=False     ,  UpperCamelCase__="none"     ,  **UpperCamelCase__     ,  )     ->      Union[str, Any]:
           super().__init__(pad_token_id=UpperCamelCase__     ,  bos_token_id=UpperCamelCase__     ,  eos_token_id=UpperCamelCase__     ,  **UpperCamelCase__     )

           lowerCamelCase   :      Optional[Any]			 =					vocab_size
           lowerCamelCase   :      str			 =					hidden_size
           lowerCamelCase   :      Any			 =					num_hidden_layers
           lowerCamelCase   :      Any			 =					num_attention_heads
           lowerCamelCase   :      Union[str, Any]			 =					hidden_act
           lowerCamelCase   :      Optional[int]			 =					intermediate_size
           lowerCamelCase   :      Union[str, Any]			 =					hidden_dropout_prob
           lowerCamelCase   :      List[str]			 =					attention_probs_dropout_prob
           lowerCamelCase   :      Dict			 =					max_position_embeddings
           lowerCamelCase   :      Tuple			 =					type_vocab_size
           lowerCamelCase   :      int			 =					initializer_range
           lowerCamelCase   :      str			 =					layer_norm_eps
           lowerCamelCase   :      List[str]			 =					position_embedding_type
           lowerCamelCase   :      Union[str, Any]			 =					quant_mode
           lowerCamelCase   :      Tuple			 =					force_dequant




class 		UpperCamelCase__	(lowerCAmelCase__     ):

    '''simple docstring'''



    @property
    def     _lowercase     (    self     )     ->      Mapping[str, Mapping[int, str]]:
           if self.task == "multiple-choice":
                  lowerCamelCase   :      Optional[Any]			 =					{0: "batch", 1: "choice", 2: "sequence"}
           else:
                  lowerCamelCase   :      Union[str, Any]			 =					{0: "batch", 1: "sequence"}
           return OrderedDict(
               [
                   ("input_ids", dynamic_axis),
                   ("attention_mask", dynamic_axis),
               ]     )












def      A      (      _SCREAMING_SNAKE_CASE ,_SCREAMING_SNAKE_CASE    )	-> Any:
       # "extended trapezoidal rule"
       # int(f) = dx/2 * (f1 + 2f2 + ... + fn)
       lowerCamelCase   :      str			 =					(boundary[1] - boundary[0]) / steps
       lowerCamelCase   :      List[str]			 =					boundary[0]
       lowerCamelCase   :      Union[str, Any]			 =					boundary[1]
       lowerCamelCase   :      int			 =					make_points(_SCREAMING_SNAKE_CASE ,_SCREAMING_SNAKE_CASE ,_SCREAMING_SNAKE_CASE    )
       lowerCamelCase   :      List[str]			 =					0.0
       y += (h / 2.0) * f(_SCREAMING_SNAKE_CASE    )
       for i in x_i:
              # print(i)
              y += h * f(_SCREAMING_SNAKE_CASE    )
       y += (h / 2.0) * f(_SCREAMING_SNAKE_CASE    )
       return y

def      A      (      _SCREAMING_SNAKE_CASE ,_SCREAMING_SNAKE_CASE ,_SCREAMING_SNAKE_CASE    )	-> int:
       lowerCamelCase   :      int			 =					a + h
       while x < (b - h):
              yield x
              lowerCamelCase   :      List[str]			 =					x + h

def      A      (      _SCREAMING_SNAKE_CASE    )	-> Optional[Any]:  # enter your function here
       lowerCamelCase   :      str			 =					(x - 0) * (x - 0)
       return y

def      A      (      )	-> int:
       lowerCamelCase   :      int			 =					0.0  # Lower bound of integration
       lowerCamelCase   :      int			 =					1.0  # Upper bound of integration
       lowerCamelCase   :      Dict			 =					10.0  # define number of steps or resolution
       lowerCamelCase   :      int			 =					[a, b]  # define boundary of integration
       lowerCamelCase   :      str			 =					method_a(_SCREAMING_SNAKE_CASE ,_SCREAMING_SNAKE_CASE    )
       print(f'''y = {y}'''    )


if __name__ == "__main__":
       main()






