'''simple docstring'''




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


__lowercase				   =  logging.get_logger(__name__)

__lowercase				   =  {
    # pcqm4mv1 now deprecated
    '''graphormer-base''': '''https://huggingface.co/clefourrier/graphormer-base-pcqm4mv2/resolve/main/config.json''',
    # See all Graphormer models at https://huggingface.co/models?filter=graphormer
}






class     a__( lowerCAmelCase__     ):


			'''simple docstring'''






			UpperCAmelCase_      :					int								=	'''graphormer'''
			UpperCAmelCase_      :					List[Any]								=	['''past_key_values''']



			def __init__(       self	,   __lowerCAmelCase = 1	,   __lowerCAmelCase = 512 * 9	,   __lowerCAmelCase = 512 * 3	,   __lowerCAmelCase = 512	,   __lowerCAmelCase = 512	,   __lowerCAmelCase = 512	,   __lowerCAmelCase = 128	,   __lowerCAmelCase = 5	,   __lowerCAmelCase = 1024	,   __lowerCAmelCase = "multi_hop"	,   __lowerCAmelCase = 512	,   __lowerCAmelCase = False	,   __lowerCAmelCase = 12	,   __lowerCAmelCase = 768	,   __lowerCAmelCase = 768	,   __lowerCAmelCase = 32	,   __lowerCAmelCase = 0.1	,   __lowerCAmelCase = 0.1	,   __lowerCAmelCase = 0.0	,   __lowerCAmelCase = False	,   __lowerCAmelCase = False	,   __lowerCAmelCase = False	,   __lowerCAmelCase = "gelu"	,   __lowerCAmelCase = None	,   __lowerCAmelCase = False	,   __lowerCAmelCase = 0	,   __lowerCAmelCase = False	,   __lowerCAmelCase = 0.0	,   __lowerCAmelCase = 8	,   __lowerCAmelCase = None	,   __lowerCAmelCase = None	,   __lowerCAmelCase = True	,   __lowerCAmelCase = True	,   __lowerCAmelCase=0	,   __lowerCAmelCase=1	,   __lowerCAmelCase=2	,   **__lowerCAmelCase	,   ):




					"""simple docstring"""


					lowerCAmelCase        =  num_classes
					lowerCAmelCase        =  num_atoms
					lowerCAmelCase        =  num_in_degree
					lowerCAmelCase        =  num_out_degree
					lowerCAmelCase        =  num_edges
					lowerCAmelCase        =  num_spatial
					lowerCAmelCase        =  num_edge_dis
					lowerCAmelCase        =  edge_type
					lowerCAmelCase        =  multi_hop_max_dist
					lowerCAmelCase        =  spatial_pos_max
					lowerCAmelCase        =  max_nodes
					lowerCAmelCase        =  num_hidden_layers
					lowerCAmelCase        =  embedding_dim
					lowerCAmelCase        =  embedding_dim
					lowerCAmelCase        =  ffn_embedding_dim
					lowerCAmelCase        =  num_attention_heads
					lowerCAmelCase        =  dropout
					lowerCAmelCase        =  attention_dropout
					lowerCAmelCase        =  layerdrop
					lowerCAmelCase        =  encoder_normalize_before
					lowerCAmelCase        =  pre_layernorm
					lowerCAmelCase        =  apply_graphormer_init
					lowerCAmelCase        =  activation_fn
					lowerCAmelCase        =  embed_scale
					lowerCAmelCase        =  freeze_embeddings
					lowerCAmelCase        =  num_trans_layers_to_freeze
					lowerCAmelCase        =  share_input_output_embed
					lowerCAmelCase        =  traceable
					lowerCAmelCase        =  q_noise
					lowerCAmelCase        =  qn_block_size

					# These parameters are here for future extensions
					# atm, the model only supports self attention
					lowerCAmelCase        =  kdim
					lowerCAmelCase        =  vdim
					lowerCAmelCase        =  self_attention
					lowerCAmelCase        =  bias

					super().__init__(
					    pad_token_id=__lowerCAmelCase	,   bos_token_id=__lowerCAmelCase	,   eos_token_id=__lowerCAmelCase	,   **__lowerCAmelCase	,   )





'''simple docstring'''




from __future__ import annotations

__lowercase				   =  [2, 1, 4, 5, 6, 0, 8, 9, 1, 2, 0, 6, 4, 2, 0, 6, 5, 3, 2, 7]






class     a__:


			'''simple docstring'''






			def __init__(       self	,   __lowerCAmelCase):




					"""simple docstring"""


					lowerCAmelCase        =  -1
					lowerCAmelCase        =  -1
					lowerCAmelCase        =  [-1] * length
					lowerCAmelCase        =  None
					lowerCAmelCase        =  None







			def __repr__(       self):




					"""simple docstring"""


					return f"Node(min_value={self.minn} max_value={self.maxx})"







def     snake_case__							(      _A: list[int]			)   ->     Node | None:

		'''simple docstring'''


		lowerCAmelCase        =  Node(len(_A			)			)
		lowerCAmelCase ,					lowerCAmelCase        =  min(_A			), max(_A			)
		# Leaf node case where the node contains only one unique value
		if root.minn == root.maxx:
				return root
		lowerCAmelCase        =  (root.minn + root.maxx) // 2

		lowerCAmelCase        =  []
		lowerCAmelCase        =  []

		for index, num in enumerate(_A			):
				if num <= pivot:
						left_arr.append(_A			)
				else:
						right_arr.append(_A			)
				lowerCAmelCase        =  len(_A			)
		lowerCAmelCase        =  build_tree(_A			)
		lowerCAmelCase        =  build_tree(_A			)
		return root






def     snake_case__							(      _A: Node | None				,       _A: int				,       _A: int			)   ->     int:

		'''simple docstring'''


		if index < 0 or node is None:
				return 0
		# Leaf node cases
		if node.minn == node.maxx:
				return index + 1 if node.minn == num else 0
		lowerCAmelCase        =  (node.minn + node.maxx) // 2
		if num <= pivot:
				# go the left subtree and map index to the left subtree
				return rank_till_index(node.left				,       _A				,       node.map_left[index] - 1			)
		else:
				# go to the right subtree and map index to the right subtree
				return rank_till_index(node.right				,       _A				,       index - node.map_left[index]			)






def     snake_case__							(      _A: Node | None				,       _A: int				,       _A: int				,       _A: int			)   ->     int:

		'''simple docstring'''


		if start > end:
				return 0
		lowerCAmelCase        =  rank_till_index(_A				,       _A				,       _A			)
		lowerCAmelCase        =  rank_till_index(_A				,       _A				,       start - 1			)
		return rank_till_end - rank_before_start






def     snake_case__							(      _A: Node | None				,       _A: int				,       _A: int				,       _A: int			)   ->     int:

		'''simple docstring'''


		if index > (end - start) or start > end or node is None:
				return -1
		# Leaf node case
		if node.minn == node.maxx:
				return node.minn
		# Number of elements in the left subtree in interval [start, end]
		lowerCAmelCase        =  node.map_left[end] - (
		    node.map_left[start - 1] if start else 0
		)
		if num_elements_in_left_tree > index:
				return quantile(
				    node.left				,       _A				,       (node.map_left[start - 1] if start else 0)				,       node.map_left[end] - 1				,       )
		else:
				return quantile(
				    node.right				,       index - num_elements_in_left_tree				,       start - (node.map_left[start - 1] if start else 0)				,       end - node.map_left[end]				,       )






def     snake_case__							(      _A: Node | None				,       _A: int				,       _A: int				,       _A: int				,       _A: int			)   ->     int:

		'''simple docstring'''


		if (
		    start > end
		    or node is None
		    or start_num > end_num
		    or node.minn > end_num
		    or node.maxx < start_num
		):
				return 0
		if start_num <= node.minn and node.maxx <= end_num:
				return end - start + 1
		lowerCAmelCase        =  range_counting(
		    node.left				,       (node.map_left[start - 1] if start else 0)				,       node.map_left[end] - 1				,       _A				,       _A				,       )
		lowerCAmelCase        =  range_counting(
		    node.right				,       start - (node.map_left[start - 1] if start else 0)				,       end - node.map_left[end]				,       _A				,       _A				,       )
		return left + right


if __name__ == "__main__":
						import doctest

						doctest.testmod()




