
'''simple docstring'''







import copy
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


_snake_case				:   int     =				logging.get_logger(__name__)

_snake_case				:   Dict     =				{
    """microsoft/conditional-detr-resnet-50""": (
        """https://huggingface.co/microsoft/conditional-detr-resnet-50/resolve/main/config.json"""
    ),
}


class 			snake_case__ (				__UpperCAmelCase			):
		a							:					List[Any]       =					"""conditional_detr"""
		a							:					Dict       =					["""past_key_values"""]
		a							:					str       =					{
		    """hidden_size""": """d_model""",
		    """num_attention_heads""": """encoder_attention_heads""",
		}




		def __init__(				self					,						UpperCamelCase=True					,						UpperCamelCase=None					,						UpperCamelCase=3					,						UpperCamelCase=300					,						UpperCamelCase=6					,						UpperCamelCase=2_048					,						UpperCamelCase=8					,						UpperCamelCase=6					,						UpperCamelCase=2_048					,						UpperCamelCase=8					,						UpperCamelCase=0.0					,						UpperCamelCase=0.0					,						UpperCamelCase=True					,						UpperCamelCase="relu"					,						UpperCamelCase=256					,						UpperCamelCase=0.1					,						UpperCamelCase=0.0					,						UpperCamelCase=0.0					,						UpperCamelCase=0.02					,						UpperCamelCase=1.0					,						UpperCamelCase=False					,						UpperCamelCase="sine"					,						UpperCamelCase="resnet50"					,						UpperCamelCase=True					,						UpperCamelCase=False					,						UpperCamelCase=2					,						UpperCamelCase=5					,						UpperCamelCase=2					,						UpperCamelCase=1					,						UpperCamelCase=1					,						UpperCamelCase=2					,						UpperCamelCase=5					,						UpperCamelCase=2					,						UpperCamelCase=0.25					,						**UpperCamelCase					,						):
								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."      )
																				_SCREAMING_SNAKE_CASE				= CONFIG_MAPPING["resnet"](out_features=["stage4"]      )
														elif isinstance(UpperCamelCase					,						UpperCamelCase      ):
																				_SCREAMING_SNAKE_CASE				= backbone_config.get("model_type"      )
																				_SCREAMING_SNAKE_CASE				= CONFIG_MAPPING[backbone_model_type]
																				_SCREAMING_SNAKE_CASE				= config_class.from_dict(UpperCamelCase      )

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




		@property
		def     lowercase       (				self      ):
								return self.encoder_attention_heads




		@property
		def     lowercase       (				self      ):
								return self.d_model




		def     lowercase       (				self      ):
								_SCREAMING_SNAKE_CASE				= copy.deepcopy(self.__dict__      )
								if self.backbone_config is not None:
														_SCREAMING_SNAKE_CASE				= self.backbone_config.to_dict()
								_SCREAMING_SNAKE_CASE				= self.__class__.model_type
								return output


class 			snake_case__ (				__UpperCAmelCase			):
		a							:					Tuple       =					version.parse("""1.11"""			)




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




		@property
		def     lowercase       (				self      ):
								return 1e-5




		@property
		def     lowercase       (				self      ):
								return 12

'''simple docstring'''







from ..utils import DummyObject, requires_backends


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Dict       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Tuple       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					str       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Tuple       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					List[Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Any       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Any       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					int       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					str       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Any       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Any       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Optional[Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Union[str, Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Optional[Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					str       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Union[str, Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					int       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Dict       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					List[str]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Optional[Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Optional[int]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Dict       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Dict       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					str       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Optional[Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Tuple       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Union[str, Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					str       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Optional[int]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Optional[Any]       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )


class 			lowerCAmelCase (				metaclass=__UpperCAmelCase			):
		a							:					Dict       =					["""sentencepiece"""]




		def __init__(				self					,						*UpperCamelCase					,						**UpperCamelCase      ):
								requires_backends(self					,						["sentencepiece"]      )