


import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging


A :	Optional[Any]												=     logging.get_logger(__name__)

A :	Union[str, Any]												=     {
    '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 							A					( UpperCAmelCase__							):
					'''simple docstring'''






					def __init__(self					:		Dict   ,      _UpperCAmelCase					:		List[str]=256   ,      _UpperCAmelCase					:		Tuple=1024   ,      _UpperCAmelCase					:		List[str]=16   ,      _UpperCAmelCase					:		Optional[Any]=16   ,      _UpperCAmelCase					:		Union[str, Any]=4   ,      _UpperCAmelCase					:		str="gelu"   ,      _UpperCAmelCase					:		List[str]=1E-6   ,      **_UpperCAmelCase					:		List[Any]   ,      )		->     Tuple:




							"""simple docstring"""


							super().__init__(**_UpperCAmelCase	)
							lowercase__      =	hidden_size
							lowercase__      =	image_size
							lowercase__      =	patch_size
							lowercase__      =	image_size // patch_size
							lowercase__      =	mask_input_channels
							lowercase__      =	num_point_embeddings
							lowercase__      =	hidden_act
							lowercase__      =	layer_norm_eps






class 							A					( UpperCAmelCase__							):
					'''simple docstring'''






					def __init__(self					:		List[str]   ,      _UpperCAmelCase					:		Optional[int]=256   ,      _UpperCAmelCase					:		int="relu"   ,      _UpperCAmelCase					:		Union[str, Any]=2048   ,      _UpperCAmelCase					:		int=2   ,      _UpperCAmelCase					:		Optional[Any]=8   ,      _UpperCAmelCase					:		Any=2   ,      _UpperCAmelCase					:		Tuple=3   ,      _UpperCAmelCase					:		List[str]=3   ,      _UpperCAmelCase					:		List[str]=256   ,      _UpperCAmelCase					:		Tuple=1E-6   ,      **_UpperCAmelCase					:		int   ,      )		->     Tuple:




							"""simple docstring"""


							super().__init__(**_UpperCAmelCase	)
							lowercase__      =	hidden_size
							lowercase__      =	hidden_act
							lowercase__      =	mlp_dim
							lowercase__      =	num_hidden_layers
							lowercase__      =	num_attention_heads
							lowercase__      =	attention_downsample_rate
							lowercase__      =	num_multimask_outputs
							lowercase__      =	iou_head_depth
							lowercase__      =	iou_head_hidden_dim
							lowercase__      =	layer_norm_eps






class 							A					( UpperCAmelCase__							):
					'''simple docstring'''






					def __init__(self					:		Optional[int]   ,      _UpperCAmelCase					:		List[Any]=768   ,      _UpperCAmelCase					:		Union[str, Any]=256   ,      _UpperCAmelCase					:		Union[str, Any]=12   ,      _UpperCAmelCase					:		Optional[Any]=12   ,      _UpperCAmelCase					:		Tuple=3   ,      _UpperCAmelCase					:		Optional[int]=1024   ,      _UpperCAmelCase					:		str=16   ,      _UpperCAmelCase					:		Tuple="gelu"   ,      _UpperCAmelCase					:		Any=1E-0_6   ,      _UpperCAmelCase					:		Any=0.0   ,      _UpperCAmelCase					:		str=1E-1_0   ,      _UpperCAmelCase					:		Tuple=True   ,      _UpperCAmelCase					:		Tuple=4.0   ,      _UpperCAmelCase					:		Optional[Any]=True   ,      _UpperCAmelCase					:		Optional[int]=True   ,      _UpperCAmelCase					:		Optional[Any]=14   ,      _UpperCAmelCase					:		Optional[int]=[2, 5, 8, 11]   ,      _UpperCAmelCase					:		List[Any]=128   ,      _UpperCAmelCase					:		int=None   ,      **_UpperCAmelCase					:		int   ,      )		->     Dict:




							"""simple docstring"""


							super().__init__(**_UpperCAmelCase	)

							lowercase__      =	hidden_size
							lowercase__      =	output_channels
							lowercase__      =	num_hidden_layers
							lowercase__      =	num_attention_heads
							lowercase__      =	num_channels
							lowercase__      =	image_size
							lowercase__      =	patch_size
							lowercase__      =	hidden_act
							lowercase__      =	layer_norm_eps
							lowercase__      =	attention_dropout
							lowercase__      =	initializer_range
							lowercase__      =	qkv_bias
							lowercase__      =	mlp_ratio
							lowercase__      =	use_abs_pos
							lowercase__      =	use_rel_pos
							lowercase__      =	window_size
							lowercase__      =	global_attn_indexes
							lowercase__      =	num_pos_feats
							lowercase__      =	int(hidden_size * mlp_ratio	) if mlp_dim is None else mlp_dim






class 							A					( UpperCAmelCase__							):
					'''simple docstring'''






					A__    =				'''sam'''
					A__    =				True

					def __init__(self					:		List[str]   ,      _UpperCAmelCase					:		Any=None   ,      _UpperCAmelCase					:		List[Any]=None   ,      _UpperCAmelCase					:		List[Any]=None   ,      _UpperCAmelCase					:		List[Any]=0.02   ,      **_UpperCAmelCase					:		Optional[Any]   ,      )		->     Dict:




							"""simple docstring"""


							super().__init__(**_UpperCAmelCase	)
							lowercase__      =	vision_config if vision_config is not None else {}
							lowercase__      =	prompt_encoder_config if prompt_encoder_config is not None else {}
							lowercase__      =	mask_decoder_config if mask_decoder_config is not None else {}

							if isinstance(_UpperCAmelCase   ,      _UpperCAmelCase	):
									lowercase__      =	vision_config.to_dict()
							if isinstance(_UpperCAmelCase   ,      _UpperCAmelCase	):
									lowercase__      =	prompt_encoder_config.to_dict()
							if isinstance(_UpperCAmelCase   ,      _UpperCAmelCase	):
									lowercase__      =	mask_decoder_config.to_dict()

							lowercase__      =	SamVisionConfig(**_UpperCAmelCase	)
							lowercase__      =	SamPromptEncoderConfig(**_UpperCAmelCase	)
							lowercase__      =	SamMaskDecoderConfig(**_UpperCAmelCase	)
							lowercase__      =	initializer_range


					def 						lowerCamelCase__  (self					:		Union[str, Any]	)		->     Tuple:




							"""simple docstring"""


							lowercase__      =	copy.deepcopy(self.__dict__	)
							lowercase__      =	self.vision_config.to_dict()
							lowercase__      =	self.prompt_encoder_config.to_dict()
							lowercase__      =	self.mask_decoder_config.to_dict()
							lowercase__      =	self.__class__.model_type
							return output





# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import ast
import difflib
from collections.abc import Mapping
from typing import Any, Callable, Dict



class 							A					( UpperCAmelCase__							):
					'''simple docstring'''






					pass






def 				UpperCamelCase      (			__magic_name__  :							str					,					__magic_name__  :							Dict[str, Callable]					,					__magic_name__  :							List[Any]=None					,					__magic_name__  :							int=False  )     ->						int:
		"""simple docstring"""




		try:
				lowercase__      =	ast.parse(__magic_name__  )
		except SyntaxError as e:
				print("""The code generated by the agent is not valid.\n"""					,					__magic_name__  )
				return
		if state is None:
				lowercase__      =	{}
		lowercase__      =	None
		for idx, node in enumerate(expression.body  ):
				try:
						lowercase__      =	evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  )
				except InterpretorError as e:
						lowercase__      =	f'''Evaluation of the code stopped at line {idx} before the end because of the following error'''
						if chat_mode:
								msg += (
								    f'''. Copy paste the following error message and send it back to the agent:\nI get an error: \'{e}\''''
								)
						else:
								msg += f''':\n{e}'''
						print(__magic_name__  )
						break
				if line_result is not None:
						lowercase__      =	line_result

		return result






def 				UpperCamelCase      (			__magic_name__  :							ast.AST					,					__magic_name__  :							Dict[str, Any]					,					__magic_name__  :							Dict[str, Callable]  )     ->						Tuple:
		"""simple docstring"""




		if isinstance(__magic_name__					,					ast.Assign  ):
				# Assignement -> we evaluate the assignement which should update the state
				# We return the variable assigned as it may be used to determine the final result.
				return evaluate_assign(__magic_name__					,					__magic_name__					,					__magic_name__  )
		elif isinstance(__magic_name__					,					ast.Call  ):
				# Function call -> we return the value of the function call
				return evaluate_call(__magic_name__					,					__magic_name__					,					__magic_name__  )
		elif isinstance(__magic_name__					,					ast.Constant  ):
				# Constant -> just return the value
				return expression.value
		elif isinstance(__magic_name__					,					ast.Dict  ):
				# Dict -> evaluate all keys and values
				lowercase__      =	[evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  ) for k in expression.keys]
				lowercase__      =	[evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  ) for v in expression.values]
				return dict(zip(__magic_name__					,					__magic_name__  )  )
		elif isinstance(__magic_name__					,					ast.Expr  ):
				# Expression -> evaluate the content
				return evaluate_ast(expression.value					,					__magic_name__					,					__magic_name__  )
		elif isinstance(__magic_name__					,					ast.For  ):
				# For loop -> execute the loop
				return evaluate_for(__magic_name__					,					__magic_name__					,					__magic_name__  )
		elif isinstance(__magic_name__					,					ast.FormattedValue  ):
				# Formatted value (part of f-string) -> evaluate the content and return
				return evaluate_ast(expression.value					,					__magic_name__					,					__magic_name__  )
		elif isinstance(__magic_name__					,					ast.If  ):
				# If -> execute the right branch
				return evaluate_if(__magic_name__					,					__magic_name__					,					__magic_name__  )
		elif hasattr(__magic_name__					,					"""Index"""  ) and isinstance(__magic_name__					,					ast.Index  ):
				return evaluate_ast(expression.value					,					__magic_name__					,					__magic_name__  )
		elif isinstance(__magic_name__					,					ast.JoinedStr  ):
				return "".join([str(evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  )  ) for v in expression.values]  )
		elif isinstance(__magic_name__					,					ast.List  ):
				# List -> evaluate all elements
				return [evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  ) for elt in expression.elts]
		elif isinstance(__magic_name__					,					ast.Name  ):
				# Name -> pick up the value in the state
				return evaluate_name(__magic_name__					,					__magic_name__					,					__magic_name__  )
		elif isinstance(__magic_name__					,					ast.Subscript  ):
				# Subscript -> return the value of the indexing
				return evaluate_subscript(__magic_name__					,					__magic_name__					,					__magic_name__  )
		else:
				# For now we refuse anything else. Let's add things as we need them.
				raise InterpretorError(f'''{expression.__class__.__name__} is not supported.'''  )






def 				UpperCamelCase      (			__magic_name__  :							Any					,					__magic_name__  :							Union[str, Any]					,					__magic_name__  :							Dict  )     ->						str:
		"""simple docstring"""




		lowercase__      =	assign.targets
		lowercase__      =	evaluate_ast(assign.value					,					__magic_name__					,					__magic_name__  )

		if len(__magic_name__  ) == 1:
				lowercase__      =	result
		else:
				if len(__magic_name__  ) != len(__magic_name__  ):
						raise InterpretorError(f'''Expected {len(__magic_name__  )} values but got {len(__magic_name__  )}.'''  )
				for var_name, r in zip(__magic_name__					,					__magic_name__  ):
						lowercase__      =	r
		return result






def 				UpperCamelCase      (			__magic_name__  :							Any					,					__magic_name__  :							Dict					,					__magic_name__  :							Union[str, Any]  )     ->						int:
		"""simple docstring"""




		if not isinstance(call.func					,					ast.Name  ):
				raise InterpretorError(
				    f'''It is not permitted to evaluate other functions than the provided tools (tried to execute {call.func} of '''
				    f'''type {type(call.func  )}.'''  )
		lowercase__      =	call.func.id
		if func_name not in tools:
				raise InterpretorError(
				    f'''It is not permitted to evaluate other functions than the provided tools (tried to execute {call.func.id}).'''  )

		lowercase__      =	tools[func_name]
		# Todo deal with args
		lowercase__      =	[evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  ) for arg in call.args]
		lowercase__      =	{keyword.arg: evaluate_ast(keyword.value					,					__magic_name__					,					__magic_name__  ) for keyword in call.keywords}
		return func(*__magic_name__					,					**__magic_name__  )






def 				UpperCamelCase      (			__magic_name__  :							Tuple					,					__magic_name__  :							Any					,					__magic_name__  :							Optional[Any]  )     ->						List[Any]:
		"""simple docstring"""




		lowercase__      =	evaluate_ast(subscript.slice					,					__magic_name__					,					__magic_name__  )
		lowercase__      =	evaluate_ast(subscript.value					,					__magic_name__					,					__magic_name__  )
		if isinstance(__magic_name__					,					(list, tuple)  ):
				return value[int(__magic_name__  )]
		if index in value:
				return value[index]
		if isinstance(__magic_name__					,					__magic_name__  ) and isinstance(__magic_name__					,					__magic_name__  ):
				lowercase__      =	difflib.get_close_matches(__magic_name__					,					list(value.keys()  )  )
				if len(__magic_name__  ) > 0:
						return value[close_matches[0]]

		raise InterpretorError(f'''Could not index {value} with \'{index}\'.'''  )






def 				UpperCamelCase      (			__magic_name__  :							Dict					,					__magic_name__  :							Dict					,					__magic_name__  :							int  )     ->						int:
		"""simple docstring"""




		if name.id in state:
				return state[name.id]
		lowercase__      =	difflib.get_close_matches(name.id					,					list(state.keys()  )  )
		if len(__magic_name__  ) > 0:
				return state[close_matches[0]]
		raise InterpretorError(f'''The variable `{name.id}` is not defined.'''  )






def 				UpperCamelCase      (			__magic_name__  :							Union[str, Any]					,					__magic_name__  :							List[str]					,					__magic_name__  :							Tuple  )     ->						List[str]:
		"""simple docstring"""




		if len(condition.ops  ) > 1:
				raise InterpretorError("""Cannot evaluate conditions with multiple operators"""  )

		lowercase__      =	evaluate_ast(condition.left					,					__magic_name__					,					__magic_name__  )
		lowercase__      =	condition.ops[0]
		lowercase__      =	evaluate_ast(condition.comparators[0]					,					__magic_name__					,					__magic_name__  )

		if isinstance(__magic_name__					,					ast.Eq  ):
				return left == right
		elif isinstance(__magic_name__					,					ast.NotEq  ):
				return left != right
		elif isinstance(__magic_name__					,					ast.Lt  ):
				return left < right
		elif isinstance(__magic_name__					,					ast.LtE  ):
				return left <= right
		elif isinstance(__magic_name__					,					ast.Gt  ):
				return left > right
		elif isinstance(__magic_name__					,					ast.GtE  ):
				return left >= right
		elif isinstance(__magic_name__					,					ast.Is  ):
				return left is right
		elif isinstance(__magic_name__					,					ast.IsNot  ):
				return left is not right
		elif isinstance(__magic_name__					,					ast.In  ):
				return left in right
		elif isinstance(__magic_name__					,					ast.NotIn  ):
				return left not in right
		else:
				raise InterpretorError(f'''Operator not supported: {comparator}'''  )






def 				UpperCamelCase      (			__magic_name__  :							Union[str, Any]					,					__magic_name__  :							str					,					__magic_name__  :							Dict  )     ->						Optional[int]:
		"""simple docstring"""




		lowercase__      =	None
		if evaluate_condition(if_statement.test					,					__magic_name__					,					__magic_name__  ):
				for line in if_statement.body:
						lowercase__      =	evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  )
						if line_result is not None:
								lowercase__      =	line_result
		else:
				for line in if_statement.orelse:
						lowercase__      =	evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  )
						if line_result is not None:
								lowercase__      =	line_result
		return result







def 				UpperCamelCase      (			__magic_name__  :							Any					,					__magic_name__  :							List[Any]					,					__magic_name__  :							List[Any]  )     ->						List[str]:
		"""simple docstring"""




		lowercase__      =	None
		lowercase__      =	evaluate_ast(for_loop.iter					,					__magic_name__					,					__magic_name__  )
		for counter in iterator:
				lowercase__      =	counter
				for expression in for_loop.body:
						lowercase__      =	evaluate_ast(__magic_name__					,					__magic_name__					,					__magic_name__  )
						if line_result is not None:
								lowercase__      =	line_result
		return result

