





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












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}""")





