





'''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


__UpperCamelCase					    =	logging.get_logger(__name__)

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




class  _A (					__lowercase		):
		lowercase__:   List[str]				     =   '''conditional_detr'''
		lowercase__:   Optional[int]				     =   ['''past_key_values''']
		lowercase__:   Tuple				     =   {
		    '''hidden_size''': '''d_model''',
		    '''num_attention_heads''': '''encoder_attention_heads''',
		}

		def __init__(   self					:   Tuple  ,      __magic_name__					:   Optional[Any]=True  ,      __magic_name__					:   int=None  ,      __magic_name__					:   str=3  ,      __magic_name__					:   Tuple=3_00  ,      __magic_name__					:   str=6  ,      __magic_name__					:   Any=20_48  ,      __magic_name__					:   Optional[int]=8  ,      __magic_name__					:   Dict=6  ,      __magic_name__					:   Optional[int]=20_48  ,      __magic_name__					:   List[str]=8  ,      __magic_name__					:   Union[str, Any]=0.0  ,      __magic_name__					:   Any=0.0  ,      __magic_name__					:   int=True  ,      __magic_name__					:   List[str]="relu"  ,      __magic_name__					:   Tuple=2_56  ,      __magic_name__					:   Any=0.1  ,      __magic_name__					:   Union[str, Any]=0.0  ,      __magic_name__					:   int=0.0  ,      __magic_name__					:   str=0.02  ,      __magic_name__					:   List[str]=1.0  ,      __magic_name__					:   Union[str, Any]=False  ,      __magic_name__					:   Dict="sine"  ,      __magic_name__					:   Union[str, Any]="resnet50"  ,      __magic_name__					:   Optional[int]=True  ,      __magic_name__					:   Any=False  ,      __magic_name__					:   Dict=2  ,      __magic_name__					:   Any=5  ,      __magic_name__					:   Dict=2  ,      __magic_name__					:   int=1  ,      __magic_name__					:   Optional[Any]=1  ,      __magic_name__					:   Union[str, Any]=2  ,      __magic_name__					:   Optional[int]=5  ,      __magic_name__					:   Dict=2  ,      __magic_name__					:   Any=0.25  ,      **__magic_name__					:   Dict  ,      )					->    int:


					"""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."""			)
											__snake_case					:      Any							      =     CONFIG_MAPPING["""resnet"""](out_features=["""stage4"""]			)
								elif isinstance(__magic_name__  ,      __magic_name__			):
											__snake_case					:      Dict							      =     backbone_config.get("""model_type"""			)
											__snake_case					:      Dict							      =     CONFIG_MAPPING[backbone_model_type]
											__snake_case					:      List[Any]							      =     config_class.from_dict(__magic_name__			)

					__snake_case					:      Any							      =     use_timm_backbone
					__snake_case					:      Tuple							      =     backbone_config
					__snake_case					:      Optional[Any]							      =     num_channels
					__snake_case					:      int							      =     num_queries
					__snake_case					:      Dict							      =     d_model
					__snake_case					:      Optional[int]							      =     encoder_ffn_dim
					__snake_case					:      int							      =     encoder_layers
					__snake_case					:      List[Any]							      =     encoder_attention_heads
					__snake_case					:      List[Any]							      =     decoder_ffn_dim
					__snake_case					:      int							      =     decoder_layers
					__snake_case					:      Optional[Any]							      =     decoder_attention_heads
					__snake_case					:      Any							      =     dropout
					__snake_case					:      int							      =     attention_dropout
					__snake_case					:      Optional[Any]							      =     activation_dropout
					__snake_case					:      Tuple							      =     activation_function
					__snake_case					:      Union[str, Any]							      =     init_std
					__snake_case					:      int							      =     init_xavier_std
					__snake_case					:      Any							      =     encoder_layerdrop
					__snake_case					:      Union[str, Any]							      =     decoder_layerdrop
					__snake_case					:      List[str]							      =     encoder_layers
					__snake_case					:      Tuple							      =     auxiliary_loss
					__snake_case					:      str							      =     position_embedding_type
					__snake_case					:      Dict							      =     backbone
					__snake_case					:      str							      =     use_pretrained_backbone
					__snake_case					:      str							      =     dilation
					# Hungarian matcher
					__snake_case					:      int							      =     class_cost
					__snake_case					:      Tuple							      =     bbox_cost
					__snake_case					:      str							      =     giou_cost
					# Loss coefficients
					__snake_case					:      Any							      =     mask_loss_coefficient
					__snake_case					:      Any							      =     dice_loss_coefficient
					__snake_case					:      List[str]							      =     cls_loss_coefficient
					__snake_case					:      int							      =     bbox_loss_coefficient
					__snake_case					:      Optional[int]							      =     giou_loss_coefficient
					__snake_case					:      Optional[int]							      =     focal_alpha
					super().__init__(is_encoder_decoder=__magic_name__  ,      **__magic_name__			)

		@property
		def 	lowercase__     (   self					:   Optional[Any]			)					->    int:


					"""simple docstring"""

					return self.encoder_attention_heads

		@property
		def 	lowercase__     (   self					:   Any			)					->    int:


					"""simple docstring"""

					return self.d_model

		def 	lowercase__     (   self					:   Optional[Any]			)					->    List[Any]:


					"""simple docstring"""

					__snake_case					:      Optional[int]							      =     copy.deepcopy(self.__dict__			)
					if self.backbone_config is not None:
								__snake_case					:      Union[str, Any]							      =     self.backbone_config.to_dict()
					__snake_case					:      Dict							      =     self.__class__.model_type
					return output





class  _A (					__lowercase		):
		lowercase__:   Dict				     =   version.parse('''1.11'''		)

		@property
		def 	lowercase__     (   self					:   int			)					->    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 	lowercase__     (   self					:   List[Any]			)					->    float:


					"""simple docstring"""

					return 1E-5

		@property
		def 	lowercase__     (   self					:   str			)					->    int:


					"""simple docstring"""

					return 12






"""simple docstring"""






import unittest

from transformers.testing_utils import CaptureStdout
from transformers.tools.python_interpreter import evaluate





def 				A_       ( snake_case__		)					->  Union[str, Any]:
			return x + 2






class      A(  unittest.TestCase		):

		"""simple docstring"""





		def   _UpperCamelCase( self   )      ->	Optional[int]:

					"""simple docstring"""



					_UpperCamelCase					:Union[str, Any]					     =	'''x = 3'''
					_UpperCamelCase					:List[str]					     =	{}
					_UpperCamelCase					:int					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3}   )

					_UpperCamelCase					:Tuple					     =	'''x = y'''
					_UpperCamelCase					:Optional[int]					     =	{'''y''': 5}
					_UpperCamelCase					:Optional[Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 5, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	int:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''y = add_two(x)'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )

					# Won't work without the tool
					with CaptureStdout() as out:
								_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result is None
					assert "tried to execute add_two" in out.out
		def   _UpperCamelCase( self   )      ->	List[Any]:

					"""simple docstring"""



					_UpperCamelCase					:Any					     =	'''x = 3'''
					_UpperCamelCase					:int					     =	{}
					_UpperCamelCase					:List[Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3}   )
		def   _UpperCamelCase( self   )      ->	List[Any]:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''test_dict = {\'x\': x, \'y\': add_two(x)}'''
					_UpperCamelCase					:str					     =	{'''x''': 3}
					_UpperCamelCase					:Dict					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:int					     =	'''x = 3\ny = 5'''
					_UpperCamelCase					:int					     =	{}
					_UpperCamelCase					:Optional[int]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	Optional[int]:

					"""simple docstring"""



					_UpperCamelCase					:Union[str, Any]					     =	'''text = f\'This is x: {x}.\''''
					_UpperCamelCase					:List[str]					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == "This is x: 3."
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''text''': '''This is x: 3.'''}   )
		def   _UpperCamelCase( self   )      ->	Union[str, Any]:

					"""simple docstring"""



					_UpperCamelCase					:Optional[Any]					     =	'''if x <= 3:\n    y = 2\nelse:\n    y = 5'''
					_UpperCamelCase					:Dict					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 2
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 2}   )

					_UpperCamelCase					:Union[str, Any]					     =	{'''x''': 8}
					_UpperCamelCase					:Optional[int]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					# evaluate returns the value of the last assignment.
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 8, '''y''': 5}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:List[str]					     =	'''test_list = [x, add_two(x)]'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:str					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					self.assertListEqual(SCREAMING_SNAKE_CASE__					,				[3, 5]   )
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_list''': [3, 5]}   )
		def   _UpperCamelCase( self   )      ->	Dict:

					"""simple docstring"""



					_UpperCamelCase					:List[Any]					     =	'''y = x'''
					_UpperCamelCase					:List[str]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 3
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''y''': 3}   )
		def   _UpperCamelCase( self   )      ->	Tuple:

					"""simple docstring"""



					_UpperCamelCase					:Tuple					     =	'''test_list = [x, add_two(x)]\ntest_list[1]'''
					_UpperCamelCase					:Optional[Any]					     =	{'''x''': 3}
					_UpperCamelCase					:Any					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_list''': [3, 5]}   )

					_UpperCamelCase					:str					     =	'''test_dict = {\'x\': x, \'y\': add_two(x)}\ntest_dict[\'y\']'''
					_UpperCamelCase					:Optional[int]					     =	{'''x''': 3}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''add_two''': add_two}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 5
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}}   )





		def   _UpperCamelCase( self   )      ->	int:

					"""simple docstring"""



					_UpperCamelCase					:str					     =	'''x = 0\nfor i in range(3):\n    x = i'''
					_UpperCamelCase					:Tuple					     =	{}
					_UpperCamelCase					:Union[str, Any]					     =	evaluate(SCREAMING_SNAKE_CASE__					,				{'''range''': range}					,				state=SCREAMING_SNAKE_CASE__   )
					assert result == 2
					self.assertDictEqual(SCREAMING_SNAKE_CASE__					,				{'''x''': 2, '''i''': 2}   )

