






class 							__magic_name__     :







	"""simple docstring"""



	def __init__(							self  ,      _lowercase  ,      _lowercase       )						->  Union[str, Any]:
							lowercase_      :   int        =			name
							lowercase_      :   int        =			val
	def __str__(							self       )						->  Any:
							return f"{self.__class__.__name__}({self.name}, {self.val})"







	def __lt__(							self  ,      _lowercase       )						->  List[Any]:
							return self.val < other.val






class 							__magic_name__     :







	"""simple docstring"""



	def __init__(							self  ,      _lowercase       )						->  Optional[Any]:
							lowercase_      :   List[Any]        =			{}
							lowercase_      :   Union[str, Any]        =			{}
							lowercase_      :   Optional[Any]        =			self.build_heap(snake_case_       )
	def __getitem__(							self  ,      _lowercase       )						->  Optional[Any]:
							return self.get_value(snake_case_       )
	def        lowerCamelCase__		(							self  ,      _lowercase       )						->  Union[str, Any]:
							return (idx - 1) // 2
	def        lowerCamelCase__		(							self  ,      _lowercase       )						->  str:
							return idx * 2 + 1
	def        lowerCamelCase__		(							self  ,      _lowercase       )						->  Union[str, Any]:
							return idx * 2 + 2
	def        lowerCamelCase__		(							self  ,      _lowercase       )						->  Optional[Any]:
							return self.heap_dict[key]
	def        lowerCamelCase__		(							self  ,      _lowercase       )						->  str:
							lowercase_      :   Tuple        =			len(snake_case_       ) - 1
							lowercase_      :   Dict        =			self.get_parent_idx(snake_case_       )

							for idx, i in enumerate(snake_case_       ):
													lowercase_      :   Tuple        =			idx
													lowercase_      :   Any        =			i.val

							for i in range(snake_case_  ,      -1  ,      -1       ):
													self.sift_down(snake_case_  ,      snake_case_       )
							return array
	def        lowerCamelCase__		(							self  ,      _lowercase  ,      _lowercase       )						->  Any:
							while True:
													lowercase_      :   Optional[int]        =			self.get_left_child_idx(snake_case_       )  # noqa: E741
													lowercase_      :   int        =			self.get_right_child_idx(snake_case_       )

													lowercase_      :   Optional[Any]        =			idx
													if l < len(snake_case_       ) and array[l] < array[idx]:
																			lowercase_      :   Optional[Any]        =			l
													if r < len(snake_case_       ) and array[r] < array[smallest]:
																			lowercase_      :   Tuple        =			r

													if smallest != idx:
																			lowercase_  ,      lowercase_      :   List[Any]        =			array[smallest], array[idx]
																			(
																			    (
																			    lowercase_						
																			)  ,      (
																			    lowercase_						
																			)  ,      						
																			)      :   Union[str, Any]        =			(
																			    self.idx_of_element[array[smallest]],
																			    self.idx_of_element[array[idx]],
																			)
																			lowercase_      :   Optional[Any]        =			smallest
													else:
																			break
	def        lowerCamelCase__		(							self  ,      _lowercase       )						->  str:
							lowercase_      :   Optional[Any]        =			self.get_parent_idx(snake_case_       )
							while p >= 0 and self.heap[p] > self.heap[idx]:
													lowercase_  ,      lowercase_      :   Any        =			self.heap[idx], self.heap[p]
													lowercase_  ,      lowercase_      :   Optional[Any]        =			(
													    self.idx_of_element[self.heap[idx]],
													    self.idx_of_element[self.heap[p]],
													)
													lowercase_      :   List[Any]        =			p
													lowercase_      :   List[str]        =			self.get_parent_idx(snake_case_       )
	def        lowerCamelCase__		(							self       )						->  Dict:
							return self.heap[0]
	def        lowerCamelCase__		(							self       )						->  int:
							lowercase_  ,      lowercase_      :   int        =			self.heap[-1], self.heap[0]
							lowercase_  ,      lowercase_      :   Tuple        =			(
							    self.idx_of_element[self.heap[-1]],
							    self.idx_of_element[self.heap[0]],
							)

							lowercase_      :   List[Any]        =			self.heap.pop()
							del self.idx_of_element[x]
							self.sift_down(0  ,      self.heap       )
							return x
	def        lowerCamelCase__		(							self  ,      _lowercase       )						->  Optional[int]:
							self.heap.append(snake_case_       )
							lowercase_      :   Union[str, Any]        =			len(self.heap       ) - 1
							lowercase_      :   Optional[Any]        =			node.val
							self.sift_up(len(self.heap       ) - 1       )
	def        lowerCamelCase__		(							self       )						->  Union[str, Any]:
							return len(self.heap       ) == 0







	def        lowerCamelCase__		(							self  ,      _lowercase  ,      _lowercase       )						->  Tuple:
							assert (
							    self.heap[self.idx_of_element[node]].val > new_value
							), "newValue must be less that current value"
							lowercase_      :   Union[str, Any]        =			new_value
							lowercase_      :   int        =			new_value
							self.sift_up(self.idx_of_element[node]       )


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

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

# Generating Min-Heap from array
A:      str  				=				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()








'''simple docstring'''

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


A:      int  				=				logging.get_logger(__name__)

A:      int  				=				{
    "bigcode/gpt_bigcode-santacoder": "https://huggingface.co/bigcode/gpt_bigcode-santacoder/resolve/main/config.json",
}






class 							__magic_name__     (	UpperCAmelCase_				):







	"""simple docstring"""



	SCREAMING_SNAKE_CASE_					:      List[str]        =  'gpt_bigcode'
	SCREAMING_SNAKE_CASE_					:      int        =  ['past_key_values']
	SCREAMING_SNAKE_CASE_					:      Any        =  {
	    'hidden_size': 'n_embd',
	    'max_position_embeddings': 'n_positions',
	    'num_attention_heads': 'n_head',
	    'num_hidden_layers': 'n_layer',
	}
	def __init__(							self  ,      _lowercase=5_0257  ,      _lowercase=1024  ,      _lowercase=768  ,      _lowercase=12  ,      _lowercase=12  ,      _lowercase=None  ,      _lowercase="gelu_pytorch_tanh"  ,      _lowercase=0.1  ,      _lowercase=0.1  ,      _lowercase=0.1  ,      _lowercase=1E-5  ,      _lowercase=0.02  ,      _lowercase=True  ,      _lowercase=True  ,      _lowercase=5_0256  ,      _lowercase=5_0256  ,      _lowercase=True  ,      _lowercase=True  ,      _lowercase=True  ,      **_lowercase  ,      )						->  Any:
							lowercase_      :   Tuple        =			vocab_size
							lowercase_      :   str        =			n_positions
							lowercase_      :   List[str]        =			n_embd
							lowercase_      :   str        =			n_layer
							lowercase_      :   Optional[Any]        =			n_head
							lowercase_      :   Optional[int]        =			n_inner
							lowercase_      :   Union[str, Any]        =			activation_function
							lowercase_      :   Dict        =			resid_pdrop
							lowercase_      :   str        =			embd_pdrop
							lowercase_      :   Optional[Any]        =			attn_pdrop
							lowercase_      :   List[Any]        =			layer_norm_epsilon
							lowercase_      :   Optional[int]        =			initializer_range
							lowercase_      :   List[Any]        =			scale_attn_weights
							lowercase_      :   Any        =			use_cache
							lowercase_      :   List[str]        =			attention_softmax_in_fpaa
							lowercase_      :   Any        =			scale_attention_softmax_in_fpaa
							lowercase_      :   Optional[Any]        =			multi_query

							lowercase_      :   Optional[Any]        =			bos_token_id
							lowercase_      :   Optional[Any]        =			eos_token_id

							super().__init__(bos_token_id=_lowercase  ,      eos_token_id=_lowercase  ,      **_lowercase       )
