


'''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


lowerCamelCase							:   Tuple  						=	logging.get_logger(__name__)

lowerCamelCase							:   Tuple  						=	{
    "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__     ):





      '''simple docstring'''






      lowerCAmelCase__					:     List[str]  					=							"""detr"""
      lowerCAmelCase__					:     Any  					=							["""past_key_values"""]
      lowerCAmelCase__					:     Any  					=							{
          """hidden_size""": """d_model""",
          """num_attention_heads""": """encoder_attention_heads""",
      }



      def __init__(self    :    Tuple   ,						UpperCamelCase    :    Optional[int]=True   ,						UpperCamelCase    :    List[str]=None   ,						UpperCamelCase    :    Dict=3   ,						UpperCamelCase    :    Union[str, Any]=100   ,						UpperCamelCase    :    Optional[int]=6   ,						UpperCamelCase    :    Union[str, Any]=2048   ,						UpperCamelCase    :    Optional[int]=8   ,						UpperCamelCase    :    str=6   ,						UpperCamelCase    :    Optional[int]=2048   ,						UpperCamelCase    :    str=8   ,						UpperCamelCase    :    Optional[int]=0.0   ,						UpperCamelCase    :    Union[str, Any]=0.0   ,						UpperCamelCase    :    Dict=True   ,						UpperCamelCase    :    Optional[int]="relu"   ,						UpperCamelCase    :    Any=256   ,						UpperCamelCase    :    str=0.1   ,						UpperCamelCase    :    str=0.0   ,						UpperCamelCase    :    Dict=0.0   ,						UpperCamelCase    :    Dict=0.02   ,						UpperCamelCase    :    Tuple=1.0   ,						UpperCamelCase    :    Tuple=False   ,						UpperCamelCase    :    Optional[Any]="sine"   ,						UpperCamelCase    :    int="resnet50"   ,						UpperCamelCase    :    str=True   ,						UpperCamelCase    :    Any=False   ,						UpperCamelCase    :    List[str]=1   ,						UpperCamelCase    :    List[Any]=5   ,						UpperCamelCase    :    List[Any]=2   ,						UpperCamelCase    :    Union[str, Any]=1   ,						UpperCamelCase    :    Union[str, Any]=1   ,						UpperCamelCase    :    Optional[Any]=5   ,						UpperCamelCase    :    Dict=2   ,						UpperCamelCase    :    Any=0.1   ,						**UpperCamelCase    :    List[str]   ,						):

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

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



      @property
      def       UpperCamelCase__		(self    :    str ):

             '''simple docstring'''







             return self.encoder_attention_heads



      @property
      def       UpperCamelCase__		(self    :    Optional[Any] ):

             '''simple docstring'''







             return self.d_model



      @classmethod
      def       UpperCamelCase__		(cls    :    List[str]   ,						UpperCamelCase    :    PretrainedConfig   ,						**UpperCamelCase    :    List[Any] ):

             '''simple docstring'''







             return cls(backbone_config=__lowerCamelCase   ,						**__lowerCamelCase )






      def       UpperCamelCase__		(self    :    Any ):

             '''simple docstring'''







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






class   __lowerCAmelCase						(lowercase__     ):





      '''simple docstring'''






      lowerCAmelCase__					:     Union[str, Any]  					=							version.parse("""1.11"""     )



      @property
      def       UpperCamelCase__		(self    :    Union[str, Any] ):

             '''simple docstring'''







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



      @property
      def       UpperCamelCase__		(self    :    Optional[int] ):

             '''simple docstring'''







             return 1E-5






      @property
      def       UpperCamelCase__		(self    :    Dict ):

             '''simple docstring'''







             return 12








class 			_lowercase :


       """simple docstring"""




       def __init__(   self							:			List[Any]					,      __lowerCamelCase							:			int       ):


             '''simple docstring'''



             lowerCamelCase__		:				Optional[Any]    =  size
             lowerCamelCase__		:				List[str]    =  [0] * size
             lowerCamelCase__		:				str    =  [0] * size





       @staticmethod
       def 						lowerCAmelCase     (   __lowerCamelCase							:			int       ):


             '''simple docstring'''



             return index | (index + 1)





       @staticmethod
       def 						lowerCAmelCase     (   __lowerCamelCase							:			int       ):


             '''simple docstring'''



             return (index & (index + 1)) - 1





       def 						lowerCAmelCase     (   self							:			int					,      __lowerCamelCase							:			int					,      __lowerCamelCase							:			int       ):


             '''simple docstring'''



             lowerCamelCase__		:				Union[str, Any]    =  value
             while index < self.size:
                   lowerCamelCase__		:				Tuple    =  self.get_prev(__lowerCamelCase       ) + 1
                   if current_left_border == index:
                         lowerCamelCase__		:				Optional[Any]    =  value
                   else:
                         lowerCamelCase__		:				str    =  max(__lowerCamelCase					,      __lowerCamelCase					,      __lowerCamelCase       )
                   lowerCamelCase__		:				Dict    =  self.get_next(__lowerCamelCase       )





       def 						lowerCAmelCase     (   self							:			List[Any]					,      __lowerCamelCase							:			int					,      __lowerCamelCase							:			int       ):


             '''simple docstring'''



             right -= 1  # Because of right is exclusive
             lowerCamelCase__		:				str    =  0
             while left <= right:
                   lowerCamelCase__		:				Optional[Any]    =  self.get_prev(__lowerCamelCase       )
                   if left <= current_left:
                         lowerCamelCase__		:				Optional[Any]    =  max(__lowerCamelCase					,      self.tree[right]       )
                         lowerCamelCase__		:				Any    =  current_left
                   else:
                         lowerCamelCase__		:				Optional[Any]    =  max(__lowerCamelCase					,      self.arr[right]       )
                         right -= 1
             return result


if __name__ == "__main__":
    import doctest

    doctest.testmod()


