



"""simple docstring"""





import copy
from collections import OrderedDict
from typing import Dict, Mapping

from packaging import version

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


SCREAMING_SNAKE_CASE					:  Dict        =						logging.get_logger(__name__)

SCREAMING_SNAKE_CASE					:  Optional[Any]        =						{
    '''facebook/detr-resnet-50''': '''https://huggingface.co/facebook/detr-resnet-50/resolve/main/config.json''',
    # See all DETR models at https://huggingface.co/models?filter=detr
}


class    __lowerCamelCase						( __lowercase     ):
   __UpperCamelCase						= 'detr'
   __UpperCamelCase						= ['past_key_values']
   __UpperCamelCase						= {
       'hidden_size': 'd_model',
       'num_attention_heads': 'encoder_attention_heads',
   }







   def __init__(self							,						lowerCamelCase=True							,						lowerCamelCase=None							,						lowerCamelCase=3							,						lowerCamelCase=100							,						lowerCamelCase=6							,						lowerCamelCase=2_048							,						lowerCamelCase=8							,						lowerCamelCase=6							,						lowerCamelCase=2_048							,						lowerCamelCase=8							,						lowerCamelCase=0.0							,						lowerCamelCase=0.0							,						lowerCamelCase=True							,						lowerCamelCase="relu"							,						lowerCamelCase=256							,						lowerCamelCase=0.1							,						lowerCamelCase=0.0							,						lowerCamelCase=0.0							,						lowerCamelCase=0.02							,						lowerCamelCase=1.0							,						lowerCamelCase=False							,						lowerCamelCase="sine"							,						lowerCamelCase="resnet50"							,						lowerCamelCase=True							,						lowerCamelCase=False							,						lowerCamelCase=1							,						lowerCamelCase=5							,						lowerCamelCase=2							,						lowerCamelCase=1							,						lowerCamelCase=1							,						lowerCamelCase=5							,						lowerCamelCase=2							,						lowerCamelCase=0.1							,						**lowerCamelCase							,						):




      '''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."""					)
            _lowerCAmelCase         =		CONFIG_MAPPING["""resnet"""](out_features=["""stage4"""]					)
         elif isinstance(lowerCamelCase							,						lowerCamelCase					):
            _lowerCAmelCase         =		backbone_config.get("""model_type"""					)
            _lowerCAmelCase         =		CONFIG_MAPPING[backbone_model_type]
            _lowerCAmelCase         =		config_class.from_dict(lowerCamelCase					)
         # set timm attributes to None
         _lowerCAmelCase  ,    _lowerCAmelCase  ,    _lowerCAmelCase         =		None, None, None

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







   @property
   def 				A__    (self					):




      '''simple docstring'''




      return self.encoder_attention_heads







   @property
   def 				A__    (self					):




      '''simple docstring'''




      return self.d_model







   @classmethod
   def 				A__    (cls							,						lowerCamelCase							,						**lowerCamelCase					):




      '''simple docstring'''




      return cls(backbone_config=lowerCamelCase							,						**lowerCamelCase					)







   def 				A__    (self					):




      '''simple docstring'''




      _lowerCAmelCase         =		copy.deepcopy(self.__dict__					)
      if output["backbone_config"] is not None:
         _lowerCAmelCase         =		self.backbone_config.to_dict()
      _lowerCAmelCase         =		self.__class__.model_type
      return output





class    __lowerCamelCase						( __lowercase     ):
   __UpperCamelCase						= version.parse('1.11'     )







   @property
   def 				A__    (self					):




      '''simple docstring'''




      return OrderedDict(
          [
              ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
              ("""pixel_mask""", {0: """batch"""}),
          ]					)







   @property
   def 				A__    (self					):




      '''simple docstring'''




      return 1e-5







   @property
   def 				A__    (self					):




      '''simple docstring'''




      return 12




'''simple docstring'''





from __future__ import annotations




def lowerCAmelCase    (__A):



     """simple docstring"""



     return len(set(__A)) == len(__A)


if __name__ == "__main__":
  import doctest

  doctest.testmod()



