

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
from ..auto import CONFIG_MAPPING


lowerCamelCase           =					logging.get_logger(__name__)

lowerCamelCase           =					{
    '''microsoft/table-transformer-detection''': (
        '''https://huggingface.co/microsoft/table-transformer-detection/resolve/main/config.json'''
    ),
}







class 						__magic_name__			(							__a							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   '''table-transformer'''
   lowerCamelCase__ :	str    =   ['''past_key_values''']
   lowerCamelCase__ :	Tuple    =   {
       '''hidden_size''': '''d_model''',
       '''num_attention_heads''': '''encoder_attention_heads''',
   }



   def __init__(				self,    lowercase_=True,    lowercase_=None,    lowercase_=3,    lowercase_=100,    lowercase_=6,    lowercase_=2048,    lowercase_=8,    lowercase_=6,    lowercase_=2048,    lowercase_=8,    lowercase_=0.0,    lowercase_=0.0,    lowercase_=True,    lowercase_="relu",    lowercase_=256,    lowercase_=0.1,    lowercase_=0.0,    lowercase_=0.0,    lowercase_=0.02,    lowercase_=1.0,    lowercase_=False,    lowercase_="sine",    lowercase_="resnet50",    lowercase_=True,    lowercase_=False,    lowercase_=1,    lowercase_=5,    lowercase_=2,    lowercase_=1,    lowercase_=1,    lowercase_=5,    lowercase_=2,    lowercase_=0.1,    **lowercase_,    )							->    Any:






     """simple docstring"""






     if backbone_config is not None and use_timm_backbone:
       raise ValueError('''You can\'t specify both `backbone_config` and `use_timm_backbone`.'''       )

     if not use_timm_backbone:
       if backbone_config is None:
         logger.info('''`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone.'''       )
         a__  =CONFIG_MAPPING["""resnet"""](out_features=['''stage4''']       )
       elif isinstance(__a,    __a       ):
         a__  =backbone_config.get('''model_type'''       )
         a__  =CONFIG_MAPPING[backbone_model_type]
         a__  =config_class.from_dict(__a       )
       # set timm attributes to None
       a__  =None, None, None

     a__  =use_timm_backbone
     a__  =backbone_config
     a__  =num_channels
     a__  =num_queries
     a__  =d_model
     a__  =encoder_ffn_dim
     a__  =encoder_layers
     a__  =encoder_attention_heads
     a__  =decoder_ffn_dim
     a__  =decoder_layers
     a__  =decoder_attention_heads
     a__  =dropout
     a__  =attention_dropout
     a__  =activation_dropout
     a__  =activation_function
     a__  =init_std
     a__  =init_xavier_std
     a__  =encoder_layerdrop
     a__  =decoder_layerdrop
     a__  =encoder_layers
     a__  =auxiliary_loss
     a__  =position_embedding_type
     a__  =backbone
     a__  =use_pretrained_backbone
     a__  =dilation
     # Hungarian matcher
     a__  =class_cost
     a__  =bbox_cost
     a__  =giou_cost
     # Loss coefficients
     a__  =mask_loss_coefficient
     a__  =dice_loss_coefficient
     a__  =bbox_loss_coefficient
     a__  =giou_loss_coefficient
     a__  =eos_coefficient
     super().__init__(is_encoder_decoder=__a,    **__a       )



   @property
   def  _UpperCAmelCase (				self       )							->    int:






     """simple docstring"""






     return self.encoder_attention_heads



   @property
   def  _UpperCAmelCase (				self       )							->    int:






     """simple docstring"""






     return self.d_model







class 						__magic_name__			(							__a							):

   '''simple docstring'''




   lowerCamelCase__ :	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'''}),
             ('''pixel_mask''', {0: '''batch'''}),
         ]       )



   @property
   def  _UpperCAmelCase (				self       )							->    float:






     """simple docstring"""






     return 1E-5



   @property
   def  _UpperCAmelCase (				self       )							->    int:






     """simple docstring"""






     return 12








lowerCamelCase       :       Optional[Any]        =				'''ABCDEFGHIJKLMNOPQRSTUVWXYZ'''
def 					snake_case_						(   ):
							__lowercase					:							List[str]			=   input("""Enter message: """					)
							__lowercase					:							int			=   input("""Enter key [alphanumeric]: """					)
							__lowercase					:							Optional[Any]			=   input("""Encrypt/Decrypt [e/d]: """					)

							if mode.lower().startswith("""e"""					):
														__lowercase					:							Optional[int]			=   """encrypt"""
														__lowercase					:							Dict			=   encrypt_message(lowerCAmelCase_				,				lowerCAmelCase_					)
							elif mode.lower().startswith("""d"""					):
														__lowercase					:							Union[str, Any]			=   """decrypt"""
														__lowercase					:							Optional[int]			=   decrypt_message(lowerCAmelCase_				,				lowerCAmelCase_					)

							print(F"\n{mode.title()}ed message:"					)
							print(lowerCAmelCase_					)
def 					snake_case_						(   lowerCAmelCase_				:  str				,				lowerCAmelCase_				:  str					):
							return translate_message(lowerCAmelCase_				,				lowerCAmelCase_				,				"""encrypt"""					)
def 					snake_case_						(   lowerCAmelCase_				:  str				,				lowerCAmelCase_				:  str					):
							return translate_message(lowerCAmelCase_				,				lowerCAmelCase_				,				"""decrypt"""					)
def 					snake_case_						(   lowerCAmelCase_				:  str				,				lowerCAmelCase_				:  str				,				lowerCAmelCase_				:  str					):
							__lowercase					:							Union[str, Any]			=   []
							__lowercase					:							Tuple			=   0
							__lowercase					:							Dict			=   key.upper()

							for symbol in message:
														__lowercase					:							Optional[Any]			=   LETTERS.find(symbol.upper()					)
														if num != -1:
																					if mode == "encrypt":
																												num += LETTERS.find(key[key_index]					)
																					elif mode == "decrypt":
																												num -= LETTERS.find(key[key_index]					)

																					num %= len(lowerCAmelCase_					)

																					if symbol.isupper():
																												translated.append(LETTERS[num]					)
																					elif symbol.islower():
																												translated.append(LETTERS[num].lower()					)

																					key_index += 1
																					if key_index == len(lowerCAmelCase_					):
																												__lowercase					:							str			=   0
														else:
																					translated.append(lowerCAmelCase_					)
							return "".join(lowerCAmelCase_					)


if __name__ == "__main__":
	main()