from collections import OrderedDict
from typing import Mapping

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


UpperCAmelCase_			    =							logging.get_logger(__name__)

UpperCAmelCase_			    =							{
    '''YituTech/conv-bert-base''': '''https://huggingface.co/YituTech/conv-bert-base/resolve/main/config.json''',
    '''YituTech/conv-bert-medium-small''': (
        '''https://huggingface.co/YituTech/conv-bert-medium-small/resolve/main/config.json'''
    ),
    '''YituTech/conv-bert-small''': '''https://huggingface.co/YituTech/conv-bert-small/resolve/main/config.json''',
    # See all ConvBERT models at https://huggingface.co/models?filter=convbert
}




class  __magic_name__  (		__a    ):





   """simple docstring"""




   lowerCAmelCase      :    Tuple  			=   '''convbert'''



   def __init__(	self					:  str		,  _lowercase					:  Dict=30_522		,  _lowercase					:  List[Any]=768		,  _lowercase					:  Any=12		,  _lowercase					:  Optional[int]=12		,  _lowercase					:  Any=3_072		,  _lowercase					:  Union[str, Any]="gelu"		,  _lowercase					:  List[str]=0.1		,  _lowercase					:  List[str]=0.1		,  _lowercase					:  List[str]=512		,  _lowercase					:  str=2		,  _lowercase					:  List[str]=0.02		,  _lowercase					:  Optional[int]=1E-12		,  _lowercase					:  Any=1		,  _lowercase					:  Optional[Any]=0		,  _lowercase					:  Tuple=2		,  _lowercase					:  int=768		,  _lowercase					:  List[str]=2		,  _lowercase					:  Optional[int]=9		,  _lowercase					:  Optional[int]=1		,  _lowercase					:  List[Any]=None		,  **_lowercase					:  Tuple		,  ):



    """simple docstring"""



    super().__init__(
        pad_token_id=_lowercase		,  bos_token_id=_lowercase		,  eos_token_id=_lowercase		,  **_lowercase		,  )

    _UpperCamelCase:     List[Any]							= vocab_size
    _UpperCamelCase:     Union[str, Any]							= hidden_size
    _UpperCamelCase:     List[str]							= num_hidden_layers
    _UpperCamelCase:     Tuple							= num_attention_heads
    _UpperCamelCase:     Optional[int]							= intermediate_size
    _UpperCamelCase:     Dict							= hidden_act
    _UpperCamelCase:     List[Any]							= hidden_dropout_prob
    _UpperCamelCase:     Optional[Any]							= attention_probs_dropout_prob
    _UpperCamelCase:     Tuple							= max_position_embeddings
    _UpperCamelCase:     int							= type_vocab_size
    _UpperCamelCase:     Dict							= initializer_range
    _UpperCamelCase:     Tuple							= layer_norm_eps
    _UpperCamelCase:     Optional[int]							= embedding_size
    _UpperCamelCase:     Dict							= head_ratio
    _UpperCamelCase:     List[str]							= conv_kernel_size
    _UpperCamelCase:     str							= num_groups
    _UpperCamelCase:     Dict							= classifier_dropout




class  __magic_name__  (		__a    ):





   """simple docstring"""




   @property
   def   lowerCAmelCase						(	self					:  int							):



    """simple docstring"""



    if self.task == "multiple-choice":
     _UpperCamelCase:     List[str]							= {0: '''batch''', 1: '''choice''', 2: '''sequence'''}
    else:
     _UpperCamelCase:     str							= {0: '''batch''', 1: '''sequence'''}
    return OrderedDict(
        [
            ('''input_ids''', dynamic_axis),
            ('''attention_mask''', dynamic_axis),
            ('''token_type_ids''', dynamic_axis),
        ]							)
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import argparse

from ...utils.dataclasses import (
    ComputeEnvironment,
    DistributedType,
    DynamoBackend,
    PrecisionType,
    SageMakerDistributedType,
)
from ..menu import BulletMenu


UpperCAmelCase_			    =							[
    '''EAGER''',
    '''AOT_EAGER''',
    '''INDUCTOR''',
    '''NVFUSER''',
    '''AOT_NVFUSER''',
    '''AOT_CUDAGRAPHS''',
    '''OFI''',
    '''FX2TRT''',
    '''ONNXRT''',
    '''IPEX''',
]




def       lowerCAmelCase_     (		lowercase:							str  ,					lowercase:							Optional[Any]=None  ,					lowercase:							List[str]=None  ,					lowercase:							List[str]=None		)    ->				Tuple:







 '''simple docstring'''
 _UpperCamelCase:     int							= True
 while ask_again:
  _UpperCamelCase:     Any							= input(lowercase		)
  try:
   if default is not None and len(lowercase		) == 0:
    return default
   return convert_value(lowercase		) if convert_value is not None else result
  except Exception:
   if error_message is not None:
    print(lowercase		)




def       lowerCAmelCase_     (		lowercase:							List[Any]  ,					lowercase:							Union[str, Any]=[]  ,					lowercase:							Union[str, Any]=None  ,					lowercase:							Union[str, Any]=0		)    ->				List[Any]:







 '''simple docstring'''
 _UpperCamelCase:     List[str]							= BulletMenu(lowercase  ,					lowercase		)
 _UpperCamelCase:     List[Any]							= menu.run(default_choice=lowercase		)
 return convert_value(lowercase		) if convert_value is not None else result




def       lowerCAmelCase_     (		lowercase:							Dict		)    ->				Optional[int]:







 '''simple docstring'''
 _UpperCamelCase:     int							= int(lowercase		)
 return ComputeEnvironment(['''LOCAL_MACHINE''', '''AMAZON_SAGEMAKER'''][value]		)




def       lowerCAmelCase_     (		lowercase:							Tuple		)    ->				Any:







 '''simple docstring'''
 _UpperCamelCase:     str							= int(lowercase		)
 return DistributedType(['''NO''', '''MULTI_CPU''', '''MULTI_XPU''', '''MULTI_GPU''', '''MULTI_NPU''', '''TPU'''][value]		)




def       lowerCAmelCase_     (		lowercase:							Union[str, Any]		)    ->				Optional[int]:







 '''simple docstring'''
 _UpperCamelCase:     Tuple							= int(lowercase		)
 return DynamoBackend(DYNAMO_BACKENDS[value]		).value




def       lowerCAmelCase_     (		lowercase:							int		)    ->				Any:







 '''simple docstring'''
 _UpperCamelCase:     int							= int(lowercase		)
 return PrecisionType(['''no''', '''fp16''', '''bf16''', '''fp8'''][value]		)




def       lowerCAmelCase_     (		lowercase:							List[str]		)    ->				List[str]:







 '''simple docstring'''
 _UpperCamelCase:     Dict							= int(lowercase		)
 return SageMakerDistributedType(['''NO''', '''DATA_PARALLEL''', '''MODEL_PARALLEL'''][value]		)




def       lowerCAmelCase_     (		lowercase:							Any		)    ->				List[str]:







 '''simple docstring'''
 return {"yes": True, "no": False}[value.lower()]





class  __magic_name__  (		argparse.RawDescriptionHelpFormatter    ):





   """simple docstring"""




   def   lowerCAmelCase						(	self					:  str		,  _lowercase					:  Optional[int]		,  _lowercase					:  List[Any]		,  _lowercase					:  Dict		,  _lowercase					:  Any							):



    """simple docstring"""



    _UpperCamelCase:     Optional[Any]							= super()._format_usage(_lowercase		,  _lowercase		,  _lowercase		,  _lowercase							)
    _UpperCamelCase:     int							= usage.replace('''<command> [<args>] '''		,  ''''''							)
    return usage