
'''simple docstring'''



from collections.abc import Sequence
from queue import Queue




class   UpperCAmelCase_					:






						'''simple docstring'''






						def __init__( self   ,       _lowercase   ,       _lowercase   ,       _lowercase   ,       _lowercase=None   ,       _lowercase=None				):

												"""simple docstring"""



												_lowerCAmelCase  						=			start
												_lowerCAmelCase  						=			end
												_lowerCAmelCase  						=			val
												_lowerCAmelCase  						=			(start + end) // 2
												_lowerCAmelCase  						=			left
												_lowerCAmelCase  						=			right




						def __repr__( self				):

												"""simple docstring"""



												return F'SegmentTreeNode(start={self.start}, end={self.end}, val={self.val})'






class   UpperCAmelCase_					:






						'''simple docstring'''






						def __init__( self   ,       _lowercase   ,       _lowercase				):

												"""simple docstring"""



												_lowerCAmelCase  						=			collection
												_lowerCAmelCase  						=			function
												if self.collection:
																		_lowerCAmelCase  						=			self._build_tree(0   ,       len(_lowercase				) - 1				)




						def  _lowercase     ( self   ,       _lowercase   ,       _lowercase				):

												"""simple docstring"""



												self._update_tree(self.root   ,       _lowercase   ,       _lowercase				)




						def  _lowercase     ( self   ,       _lowercase   ,       _lowercase				):

												"""simple docstring"""



												return self._query_range(self.root   ,       _lowercase   ,       _lowercase				)




						def  _lowercase     ( self   ,       _lowercase   ,       _lowercase				):

												"""simple docstring"""



												if start == end:
																		return SegmentTreeNode(_lowercase   ,       _lowercase   ,       self.collection[start]				)
												_lowerCAmelCase  						=			(start + end) // 2
												_lowerCAmelCase  						=			self._build_tree(_lowercase   ,       _lowercase				)
												_lowerCAmelCase  						=			self._build_tree(mid + 1   ,       _lowercase				)
												return SegmentTreeNode(_lowercase   ,       _lowercase   ,       self.fn(left.val   ,       right.val				)   ,       _lowercase   ,       _lowercase				)




						def  _lowercase     ( self   ,       _lowercase   ,       _lowercase   ,       _lowercase				):

												"""simple docstring"""



												if node.start == i and node.end == i:
																		_lowerCAmelCase  						=			val
																		return
												if i <= node.mid:
																		self._update_tree(node.left   ,       _lowercase   ,       _lowercase				)
												else:
																		self._update_tree(node.right   ,       _lowercase   ,       _lowercase				)
												_lowerCAmelCase  						=			self.fn(node.left.val   ,       node.right.val				)




						def  _lowercase     ( self   ,       _lowercase   ,       _lowercase   ,       _lowercase				):

												"""simple docstring"""



												if node.start == i and node.end == j:
																		return node.val

												if i <= node.mid:
																		if j <= node.mid:
																								# range in left child tree
																								return self._query_range(node.left   ,       _lowercase   ,       _lowercase				)
																		else:
																								# range in left child tree and right child tree
																								return self.fn(
																								    self._query_range(node.left   ,       _lowercase   ,       node.mid				)   ,       self._query_range(node.right   ,       node.mid + 1   ,       _lowercase				)   ,       )
												else:
																		# range in right child tree
																		return self._query_range(node.right   ,       _lowercase   ,       _lowercase				)




						def  _lowercase     ( self				):

												"""simple docstring"""



												if self.root is not None:
																		_lowerCAmelCase  						=			Queue()
																		queue.put(self.root				)
																		while not queue.empty():
																								_lowerCAmelCase  						=			queue.get()
																								yield node

																								if node.left is not None:
																														queue.put(node.left				)

																								if node.right is not None:
																														queue.put(node.right				)


if __name__ == "__main__":
						import operator

						for fn in [operator.add, max, min]:
												print("""*""" * 50)
												_lowercase    =		SegmentTree([2, 1, 5, 3, 4], fn)
												for node in arr.traverse():
																		print(node)
												print()

												arr.update(1, 5)
												for node in arr.traverse():
																		print(node)
												print()

												print(arr.query_range(3, 4))  # 7
												print(arr.query_range(2, 2))  # 5
												print(arr.query_range(1, 3))  # 13
												print()


'''simple docstring'''



from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


_lowercase    =		logging.get_logger(__name__)

_lowercase    =		{
    """YituTech/conv-bert-base""": """https://huggingface.co/YituTech/conv-bert-base/resolve/main/config.json""",
    """YituTech/conv-bert-medium-small""": (
        """https://huggingface.co/YituTech/conv-bert-medium-small/resolve/main/config.json"""
    ),
    """YituTech/conv-bert-small""": """https://huggingface.co/YituTech/conv-bert-small/resolve/main/config.json""",
    # See all ConvBERT models at https://huggingface.co/models?filter=convbert
}




class   UpperCAmelCase_					(		_SCREAMING_SNAKE_CASE			):






						'''simple docstring'''






						_lowercase		:				List[Any]									=       '''convbert'''




						def __init__( self   ,       _lowercase=30_522   ,       _lowercase=768   ,       _lowercase=12   ,       _lowercase=12   ,       _lowercase=3_072   ,       _lowercase="gelu"   ,       _lowercase=0.1   ,       _lowercase=0.1   ,       _lowercase=512   ,       _lowercase=2   ,       _lowercase=0.02   ,       _lowercase=1e-12   ,       _lowercase=1   ,       _lowercase=0   ,       _lowercase=2   ,       _lowercase=768   ,       _lowercase=2   ,       _lowercase=9   ,       _lowercase=1   ,       _lowercase=None   ,       **_lowercase   ,       ):

												"""simple docstring"""



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

												_lowerCAmelCase  						=			vocab_size
												_lowerCAmelCase  						=			hidden_size
												_lowerCAmelCase  						=			num_hidden_layers
												_lowerCAmelCase  						=			num_attention_heads
												_lowerCAmelCase  						=			intermediate_size
												_lowerCAmelCase  						=			hidden_act
												_lowerCAmelCase  						=			hidden_dropout_prob
												_lowerCAmelCase  						=			attention_probs_dropout_prob
												_lowerCAmelCase  						=			max_position_embeddings
												_lowerCAmelCase  						=			type_vocab_size
												_lowerCAmelCase  						=			initializer_range
												_lowerCAmelCase  						=			layer_norm_eps
												_lowerCAmelCase  						=			embedding_size
												_lowerCAmelCase  						=			head_ratio
												_lowerCAmelCase  						=			conv_kernel_size
												_lowerCAmelCase  						=			num_groups
												_lowerCAmelCase  						=			classifier_dropout






class   UpperCAmelCase_					(		_SCREAMING_SNAKE_CASE			):






						'''simple docstring'''






						@property
						def  _lowercase     ( self				):

												"""simple docstring"""



												if self.task == "multiple-choice":
																		_lowerCAmelCase  						=			{0: """batch""", 1: """choice""", 2: """sequence"""}
												else:
																		_lowerCAmelCase  						=			{0: """batch""", 1: """sequence"""}
												return OrderedDict(
												    [
												        ("""input_ids""", dynamic_axis),
												        ("""attention_mask""", dynamic_axis),
												        ("""token_type_ids""", dynamic_axis),
												    ]				)
