code: 
  
  
  
  
  
  import copy
  
  from ...configuration_utils import PretrainedConfig
  from ...utils import logging
  
  
  __lowerCAmelCase     =			logging.get_logger(__name__)
  
  __lowerCAmelCase     =			{
      "facebook/sam-vit-huge": "https://huggingface.co/facebook/sam-vit-huge/resolve/main/config.json",
      "facebook/sam-vit-large": "https://huggingface.co/facebook/sam-vit-large/resolve/main/config.json",
      "facebook/sam-vit-base": "https://huggingface.co/facebook/sam-vit-base/resolve/main/config.json",
  }
  
  
  
  
  class   _UpperCAmelCase	(   _lowercase					):
  
  
  
  
  					def __init__(						self    ,      __lowerCAmelCase=256    ,      __lowerCAmelCase=1_024    ,      __lowerCAmelCase=16    ,      __lowerCAmelCase=16    ,      __lowerCAmelCase=4    ,      __lowerCAmelCase="gelu"    ,      __lowerCAmelCase=1E-6    ,      **__lowerCAmelCase    ,      )						->  Any:
  							super().__init__(**__lowerCAmelCase       )
  							UpperCamelCase__         =	hidden_size
  							UpperCamelCase__         =	image_size
  							UpperCamelCase__         =	patch_size
  							UpperCamelCase__         =	image_size // patch_size
  							UpperCamelCase__         =	mask_input_channels
  							UpperCamelCase__         =	num_point_embeddings
  							UpperCamelCase__         =	hidden_act
  							UpperCamelCase__         =	layer_norm_eps
  
  
  
  
  class   _UpperCAmelCase	(   _lowercase					):
  
  
  
  
  					def __init__(						self    ,      __lowerCAmelCase=256    ,      __lowerCAmelCase="relu"    ,      __lowerCAmelCase=2_048    ,      __lowerCAmelCase=2    ,      __lowerCAmelCase=8    ,      __lowerCAmelCase=2    ,      __lowerCAmelCase=3    ,      __lowerCAmelCase=3    ,      __lowerCAmelCase=256    ,      __lowerCAmelCase=1E-6    ,      **__lowerCAmelCase    ,      )						->  Any:
  							super().__init__(**__lowerCAmelCase       )
  							UpperCamelCase__         =	hidden_size
  							UpperCamelCase__         =	hidden_act
  							UpperCamelCase__         =	mlp_dim
  							UpperCamelCase__         =	num_hidden_layers
  							UpperCamelCase__         =	num_attention_heads
  							UpperCamelCase__         =	attention_downsample_rate
  							UpperCamelCase__         =	num_multimask_outputs
  							UpperCamelCase__         =	iou_head_depth
  							UpperCamelCase__         =	iou_head_hidden_dim
  							UpperCamelCase__         =	layer_norm_eps
  
  
  
  
  class   _UpperCAmelCase	(   _lowercase					):
  
  
  
  
  					def __init__(						self    ,      __lowerCAmelCase=768    ,      __lowerCAmelCase=256    ,      __lowerCAmelCase=12    ,      __lowerCAmelCase=12    ,      __lowerCAmelCase=3    ,      __lowerCAmelCase=1_024    ,      __lowerCAmelCase=16    ,      __lowerCAmelCase="gelu"    ,      __lowerCAmelCase=1E-0_6    ,      __lowerCAmelCase=0.0    ,      __lowerCAmelCase=1E-1_0    ,      __lowerCAmelCase=True    ,      __lowerCAmelCase=4.0    ,      __lowerCAmelCase=True    ,      __lowerCAmelCase=True    ,      __lowerCAmelCase=14    ,      __lowerCAmelCase=[2, 5, 8, 11]    ,      __lowerCAmelCase=128    ,      __lowerCAmelCase=None    ,      **__lowerCAmelCase    ,      )						->  Any:
  							super().__init__(**__lowerCAmelCase       )
  
  							UpperCamelCase__         =	hidden_size
  							UpperCamelCase__         =	output_channels
  							UpperCamelCase__         =	num_hidden_layers
  							UpperCamelCase__         =	num_attention_heads
  							UpperCamelCase__         =	num_channels
  							UpperCamelCase__         =	image_size
  							UpperCamelCase__         =	patch_size
  							UpperCamelCase__         =	hidden_act
  							UpperCamelCase__         =	layer_norm_eps
  							UpperCamelCase__         =	attention_dropout
  							UpperCamelCase__         =	initializer_range
  							UpperCamelCase__         =	qkv_bias
  							UpperCamelCase__         =	mlp_ratio
  							UpperCamelCase__         =	use_abs_pos
  							UpperCamelCase__         =	use_rel_pos
  							UpperCamelCase__         =	window_size
  							UpperCamelCase__         =	global_attn_indexes
  							UpperCamelCase__         =	num_pos_feats
  							UpperCamelCase__         =	int(hidden_size * mlp_ratio       ) if mlp_dim is None else mlp_dim
  
  
  
  
  class   _UpperCAmelCase	(   _lowercase					):
  					__A          =   "sam"
  					__A          =   True
  
  
  
  
  					def __init__(						self    ,      __lowerCAmelCase=None    ,      __lowerCAmelCase=None    ,      __lowerCAmelCase=None    ,      __lowerCAmelCase=0.0_2    ,      **__lowerCAmelCase    ,      )						->  Optional[int]:
  							super().__init__(**__lowerCAmelCase       )
  							UpperCamelCase__         =	vision_config if vision_config is not None else {}
  							UpperCamelCase__         =	prompt_encoder_config if prompt_encoder_config is not None else {}
  							UpperCamelCase__         =	mask_decoder_config if mask_decoder_config is not None else {}
  
  							if isinstance(__lowerCAmelCase    ,      __lowerCAmelCase       ):
  									UpperCamelCase__         =	vision_config.to_dict()
  							if isinstance(__lowerCAmelCase    ,      __lowerCAmelCase       ):
  									UpperCamelCase__         =	prompt_encoder_config.to_dict()
  							if isinstance(__lowerCAmelCase    ,      __lowerCAmelCase       ):
  									UpperCamelCase__         =	mask_decoder_config.to_dict()
  
  							UpperCamelCase__         =	SamVisionConfig(**__lowerCAmelCase       )
  							UpperCamelCase__         =	SamPromptEncoderConfig(**__lowerCAmelCase       )
  							UpperCamelCase__         =	SamMaskDecoderConfig(**__lowerCAmelCase       )
  							UpperCamelCase__         =	initializer_range
  
  
  
  
  					def 	snake_case_		(						self       )						->  Dict:
  							UpperCamelCase__         =	copy.deepcopy(self.__dict__       )
  							UpperCamelCase__         =	self.vision_config.to_dict()
  							UpperCamelCase__         =	self.prompt_encoder_config.to_dict()
  							UpperCamelCase__         =	self.mask_decoder_config.to_dict()
  							UpperCamelCase__         =	self.__class__.model_type
  							return output
  
  
  
  
  
  
style_context: 
  
  
  
  
  
  def     a						(      _lowercase   :     Optional[int]       )     ->List[str]:
  		UpperCamelCase__         =	len(_lowercase       )
  		for i in range(length - 1       ):
  				UpperCamelCase__         =	False
  				for j in range(length - 1 - i       ):
  						if collection[j] > collection[j + 1]:
  								UpperCamelCase__         =	True
  								UpperCamelCase__  ,			UpperCamelCase__         =	collection[j + 1], collection[j]
  				if not swapped:
  						break  # Stop iteration if the collection is sorted.
  		return collection
  
  
  if __name__ == "__main__":
  				import doctest
  				import time
  
  				doctest.testmod()
  
  				__lowerCAmelCase     =			input("Enter numbers separated by a comma:").strip()
  				__lowerCAmelCase     =			[int(item) for item in user_input.split(",")]
  				__lowerCAmelCase     =			time.process_time()
  				print(*bubble_sort(unsorted), sep=",")
  				print(f"""Processing time: {(time.process_time() - start)%1e9 + 7}""")
  
  
  
  
  
  