



class    lowerCamelCase__  :
					"""simple docstring"""



					def __init__(self				,			__a				,			__a    ):






											'''simple docstring'''



											lowerCamelCase								=		name
											lowerCamelCase								=		val







					def __str__(self    ):






											'''simple docstring'''



											return F"""{self.__class__.__name__}({self.name}, {self.val})"""







					def __lt__(self				,			__a    ):






											'''simple docstring'''



											return self.val < other.val





class    lowerCamelCase__  :
					"""simple docstring"""



					def __init__(self				,			__a    ):






											'''simple docstring'''



											lowerCamelCase								=		{}
											lowerCamelCase								=		{}
											lowerCamelCase								=		self.build_heap(UpperCAmelCase__    )







					def __getitem__(self				,			__a    ):






											'''simple docstring'''



											return self.get_value(UpperCAmelCase__    )







					def 						_a      (self				,			__a    ):






											'''simple docstring'''



											return (idx - 1) // 2







					def 						_a      (self				,			__a    ):






											'''simple docstring'''



											return idx * 2 + 1







					def 						_a      (self				,			__a    ):






											'''simple docstring'''



											return idx * 2 + 2







					def 						_a      (self				,			__a    ):






											'''simple docstring'''



											return self.heap_dict[key]







					def 						_a      (self				,			__a    ):






											'''simple docstring'''



											lowerCamelCase								=		len(UpperCAmelCase__    ) - 1
											lowerCamelCase								=		self.get_parent_idx(UpperCAmelCase__    )

											for idx, i in enumerate(UpperCAmelCase__    ):
																	lowerCamelCase								=		idx
																	lowerCamelCase								=		i.val

											for i in range(UpperCAmelCase__				,			-1				,			-1    ):
																	self.sift_down(UpperCAmelCase__				,			UpperCAmelCase__    )
											return array







					def 						_a      (self				,			__a				,			__a    ):






											'''simple docstring'''



											while True:
																	lowerCamelCase								=		self.get_left_child_idx(UpperCAmelCase__    )  # noqa: E741
																	lowerCamelCase								=		self.get_right_child_idx(UpperCAmelCase__    )

																	lowerCamelCase								=		idx
																	if l < len(UpperCAmelCase__    ) and array[l] < array[idx]:
																							lowerCamelCase								=		l
																	if r < len(UpperCAmelCase__    ) and array[r] < array[smallest]:
																							lowerCamelCase								=		r

																	if smallest != idx:
																							lowerCamelCase								=		array[smallest], array[idx]
																							(
																							    lowerCamelCase	
																							)								=		(
																							    self.idx_of_element[array[smallest]],
																							    self.idx_of_element[array[idx]],
																							)
																							lowerCamelCase								=		smallest
																	else:
																							break







					def 						_a      (self				,			__a    ):






											'''simple docstring'''



											lowerCamelCase								=		self.get_parent_idx(UpperCAmelCase__    )
											while p >= 0 and self.heap[p] > self.heap[idx]:
																	lowerCamelCase								=		self.heap[idx], self.heap[p]
																	lowerCamelCase								=		(
																	    self.idx_of_element[self.heap[idx]],
																	    self.idx_of_element[self.heap[p]],
																	)
																	lowerCamelCase								=		p
																	lowerCamelCase								=		self.get_parent_idx(UpperCAmelCase__    )







					def 						_a      (self    ):






											'''simple docstring'''



											return self.heap[0]







					def 						_a      (self    ):






											'''simple docstring'''



											lowerCamelCase								=		self.heap[-1], self.heap[0]
											lowerCamelCase								=		(
											    self.idx_of_element[self.heap[-1]],
											    self.idx_of_element[self.heap[0]],
											)

											lowerCamelCase								=		self.heap.pop()
											del self.idx_of_element[x]
											self.sift_down(0				,			self.heap    )
											return x







					def 						_a      (self				,			__a    ):






											'''simple docstring'''



											self.heap.append(UpperCAmelCase__    )
											lowerCamelCase								=		len(self.heap    ) - 1
											lowerCamelCase								=		node.val
											self.sift_up(len(self.heap    ) - 1    )







					def 						_a      (self    ):






											'''simple docstring'''



											return len(self.heap    ) == 0







					def 						_a      (self				,			__a				,			__a    ):






											'''simple docstring'''



											assert (
											    self.heap[self.idx_of_element[node]].val > new_value
											), "newValue must be less that current value"
											lowerCamelCase								=		new_value
											lowerCamelCase								=		new_value
											self.sift_up(self.idx_of_element[node]    )



a_						:     List[str]	     =		Node('R', -1)
a_						:     Union[str, Any]	     =		Node('B', 6)
a_						:     Union[str, Any]	     =		Node('A', 3)
a_						:     Optional[int]	     =		Node('X', 1)
a_						:     List[Any]	     =		Node('E', 4)

# Use one of these two ways to generate Min-Heap

# Generating Min-Heap from array
a_						:     Tuple	     =		MinHeap([r, b, a, x, e])

# Generating Min-Heap by Insert method
# myMinHeap.insert(a)
# myMinHeap.insert(b)
# myMinHeap.insert(x)
# myMinHeap.insert(r)
# myMinHeap.insert(e)

# Before
print('Min Heap - before decrease key')
for i in my_min_heap.heap:
					print(i)

print('Min Heap - After decrease key of node [B -> -17]')
my_min_heap.decrease_key(b, -1_7)

# After
for i in my_min_heap.heap:
					print(i)

if __name__ == "__main__":
					import doctest

					doctest.testmod()




import warnings

from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding





class    lowerCamelCase__  (						UpperCAmelCase_):
     """simple docstring"""



     _A       =			['image_processor', 'tokenizer']
     _A       =			'CLIPImageProcessor'
     _A       =			('CLIPTokenizer', 'CLIPTokenizerFast')







     def __init__(self				,			__a=None				,			__a=None				,			**__a    ):






           '''simple docstring'''



           lowerCamelCase								=		None
           if "feature_extractor" in kwargs:
                 warnings.warn(
                     "The `feature_extractor` argument is deprecated and will be removed in v5, use `image_processor`"
                     " instead."				,			__a				,			)
                 lowerCamelCase								=		kwargs.pop("feature_extractor"    )

           lowerCamelCase								=		image_processor if image_processor is not None else feature_extractor
           if image_processor is None:
                 raise ValueError("You need to specify an `image_processor`."    )
           if tokenizer is None:
                 raise ValueError("You need to specify a `tokenizer`."    )

           super().__init__(__a				,			__a    )







     def __call__(self				,			__a=None				,			__a=None				,			__a=None				,			**__a    ):






           '''simple docstring'''



           if text is None and images is None:
                 raise ValueError("You have to specify either text or images. Both cannot be none."    )

           if text is not None:
                 lowerCamelCase								=		self.tokenizer(__a				,			return_tensors=__a				,			**__a    )

           if images is not None:
                 lowerCamelCase								=		self.image_processor(__a				,			return_tensors=__a				,			**__a    )

           if text is not None and images is not None:
                 lowerCamelCase								=		image_features.pixel_values
                 return encoding
           elif text is not None:
                 return encoding
           else:
                 return BatchEncoding(data=dict(**__a    )				,			tensor_type=__a    )







     def 						_a      (self				,			*__a				,			**__a    ):






           '''simple docstring'''



           return self.tokenizer.batch_decode(*__a				,			**__a    )







     def 						_a      (self				,			*__a				,			**__a    ):






           '''simple docstring'''



           return self.tokenizer.decode(*__a				,			**__a    )







     @property
     def 						_a      (self    ):






           '''simple docstring'''



           lowerCamelCase								=		self.tokenizer.model_input_names
           lowerCamelCase								=		self.image_processor.model_input_names
           return list(dict.fromkeys(tokenizer_input_names + image_processor_input_names    )    )







     @property
     def 						_a      (self    ):






           '''simple docstring'''



           warnings.warn(
               "`feature_extractor_class` is deprecated and will be removed in v5. Use `image_processor_class` instead."				,			__a				,			)
           return self.image_processor_class







     @property
     def 						_a      (self    ):






           '''simple docstring'''



           warnings.warn(
               "`feature_extractor` is deprecated and will be removed in v5. Use `image_processor` instead."				,			__a				,			)
           return self.image_processor