





'''simple docstring'''


from copy import deepcopy






class       UpperCamelCase__  :







	def __init__(				self			:   Tuple , lowerCamelCase			:   Optional[Any] = None , lowerCamelCase			:   List[Any] = None		):




				'''simple docstring'''

				if arr is None and size is not None:
							a__     = size
							a__     = [0] * size
				elif arr is not None:
							self.init(lowercase_		)
				else:
							raise ValueError("Either arr or size must be specified"		)







	def 						__a   (				self			:   List[Any] , lowerCamelCase			:   List[str]		):




				'''simple docstring'''
				a__     = len(lowercase_		)
				a__     = deepcopy(lowercase_		)
				for i in range(1 , self.size		):
							a__     = self.next_(lowercase_		)
							if j < self.size:
										self.tree[j] += self.tree[i]







	def 						__a   (				self			:   Optional[Any]		):




				'''simple docstring'''
				a__     = self.tree[:]
				for i in range(self.size - 1 , 0 , -1		):
							a__     = self.next_(lowercase_		)
							if j < self.size:
										arr[j] -= arr[i]
				return arr







	@staticmethod
	def 						__a   (				lowerCamelCase			:   Optional[int]		):




				'''simple docstring'''
				return index + (index & (-index))







	@staticmethod
	def 						__a   (				lowerCamelCase			:   Optional[Any]		):




				'''simple docstring'''
				return index - (index & (-index))







	def 						__a   (				self			:   Optional[Any] , lowerCamelCase			:   str , lowerCamelCase			:   Any		):




				'''simple docstring'''
				if index == 0:
							self.tree[0] += value
							return
				while index < self.size:
							self.tree[index] += value
							a__     = self.next_(lowercase_		)







	def 						__a   (				self			:   List[Any] , lowerCamelCase			:   List[Any] , lowerCamelCase			:   str		):




				'''simple docstring'''
				self.add(lowercase_ , value - self.get(lowercase_		)		)







	def 						__a   (				self			:   str , lowerCamelCase			:   Dict		):




				'''simple docstring'''
				if right == 0:
							return 0
				a__     = self.tree[0]
				right -= 1  # make right inclusive
				while right > 0:
							result += self.tree[right]
							a__     = self.prev(lowercase_		)
				return result







	def 						__a   (				self			:   Dict , lowerCamelCase			:   Union[str, Any] , lowerCamelCase			:   Optional[int]		):




				'''simple docstring'''
				return self.prefix(lowercase_		) - self.prefix(lowercase_		)







	def 						__a   (				self			:   str , lowerCamelCase			:   Optional[Any]		):




				'''simple docstring'''
				return self.query(lowercase_ , index + 1		)







	def 						__a   (				self			:   int , lowerCamelCase			:   Any		):




				'''simple docstring'''
				value -= self.tree[0]
				if value < 0:
							return -1

				a__     = 1  # Largest power of 2 <= size
				while j * 2 < self.size:
							j *= 2

				a__     = 0

				while j > 0:
							if i + j < self.size and self.tree[i + j] <= value:
										value -= self.tree[i + j]
										i += j
							j //= 2
				return i


if __name__ == "__main__":
		import doctest

		doctest.testmod()










'''simple docstring'''


# Copyright 2021 The HuggingFace 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 argparse

from ...utils.dataclasses import (
    ComputeEnvironment,
    DistributedType,
    DynamoBackend,
    PrecisionType,
    SageMakerDistributedType,
)
from ..menu import BulletMenu


lowerCAmelCase_   :   List[Any]       =					[
    "EAGER",
    "AOT_EAGER",
    "INDUCTOR",
    "NVFUSER",
    "AOT_NVFUSER",
    "AOT_CUDAGRAPHS",
    "OFI",
    "FX2TRT",
    "ONNXRT",
    "IPEX",
]







def    _lowerCamelCase  (__lowerCamelCase  :     Tuple					,  __lowerCamelCase  :     Tuple=None					,  __lowerCamelCase  :     Tuple=None					,  __lowerCamelCase  :     List[Any]=None     )   ->    Any:
			a__     = True
			while ask_again:
						a__     = input(__lowerCamelCase     )
						try:
									if default is not None and len(__lowerCamelCase     ) == 0:
												return default
									return convert_value(__lowerCamelCase     ) if convert_value is not None else result
						except Exception:
									if error_message is not None:
												print(__lowerCamelCase     )







def    _lowerCamelCase  (__lowerCamelCase  :     Dict					,  __lowerCamelCase  :     List[Any]=[]					,  __lowerCamelCase  :     str=None					,  __lowerCamelCase  :     List[Any]=0     )   ->    List[Any]:
			a__     = BulletMenu(__lowerCamelCase					,  __lowerCamelCase     )
			a__     = menu.run(default_choice=__lowerCamelCase     )
			return convert_value(__lowerCamelCase     ) if convert_value is not None else result







def    _lowerCamelCase  (__lowerCamelCase  :     Tuple     )   ->    Optional[Any]:
			a__     = int(__lowerCamelCase     )
			return ComputeEnvironment(["LOCAL_MACHINE", "AMAZON_SAGEMAKER"][value]     )







def    _lowerCamelCase  (__lowerCamelCase  :     List[str]     )   ->    Optional[int]:
			a__     = int(__lowerCamelCase     )
			return DistributedType(["NO", "MULTI_CPU", "MULTI_XPU", "MULTI_GPU", "MULTI_NPU", "TPU"][value]     )







def    _lowerCamelCase  (__lowerCamelCase  :     List[Any]     )   ->    Optional[Any]:
			a__     = int(__lowerCamelCase     )
			return DynamoBackend(DYNAMO_BACKENDS[value]     ).value







def    _lowerCamelCase  (__lowerCamelCase  :     str     )   ->    str:
			a__     = int(__lowerCamelCase     )
			return PrecisionType(["no", "fp16", "bf16", "fp8"][value]     )







def    _lowerCamelCase  (__lowerCamelCase  :     int     )   ->    Optional[Any]:
			a__     = int(__lowerCamelCase     )
			return SageMakerDistributedType(["NO", "DATA_PARALLEL", "MODEL_PARALLEL"][value]     )







def    _lowerCamelCase  (__lowerCamelCase  :     Any     )   ->    List[Any]:
			return {"yes": True, "no": False}[value.lower()]






class       UpperCamelCase__  (		argparse.RawDescriptionHelpFormatter     ):







	def 						__a   (				self			:   Dict , lowerCamelCase			:   int , lowerCamelCase			:   Optional[Any] , lowerCamelCase			:   List[Any] , lowerCamelCase			:   Dict		):




				'''simple docstring'''
				a__     = super()._format_usage(lowerCamelCase , lowerCamelCase , lowerCamelCase , lowerCamelCase		)
				a__     = usage.replace("<command> [<args>] " , ""		)
				return usage



