



import argparse

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


lowercase_	 =						[
    "EAGER",
    "AOT_EAGER",
    "INDUCTOR",
    "NVFUSER",
    "AOT_NVFUSER",
    "AOT_CUDAGRAPHS",
    "OFI",
    "FX2TRT",
    "ONNXRT",
    "IPEX",
]




def lowerCAmelCase						(__A						,			__A=None						,			__A=None						,			__A=None):



     """simple docstring"""



     _a											=						True
     while ask_again:
          _a											=						input(__A)
          try:
               if default is not None and len(__A) == 0:
                    return default
               return convert_value(__A) if convert_value is not None else result
          except Exception:
               if error_message is not None:
                    print(__A)




def lowerCAmelCase						(__A						,			__A=[]						,			__A=None						,			__A=0):



     """simple docstring"""



     _a											=						BulletMenu(__A						,			__A)
     _a											=						menu.run(default_choice=__A)
     return convert_value(__A) if convert_value is not None else result




def lowerCAmelCase						(__A):



     """simple docstring"""



     _a											=						int(__A)
     return ComputeEnvironment(['''LOCAL_MACHINE''', '''AMAZON_SAGEMAKER'''][value])




def lowerCAmelCase						(__A):



     """simple docstring"""



     _a											=						int(__A)
     return DistributedType(['''NO''', '''MULTI_CPU''', '''MULTI_XPU''', '''MULTI_GPU''', '''MULTI_NPU''', '''TPU'''][value])




def lowerCAmelCase						(__A):



     """simple docstring"""



     _a											=						int(__A)
     return DynamoBackend(DYNAMO_BACKENDS[value]).value




def lowerCAmelCase						(__A):



     """simple docstring"""



     _a											=						int(__A)
     return PrecisionType(['''no''', '''fp16''', '''bf16''', '''fp8'''][value])




def lowerCAmelCase						(__A):



     """simple docstring"""



     _a											=						int(__A)
     return SageMakerDistributedType(['''NO''', '''DATA_PARALLEL''', '''MODEL_PARALLEL'''][value])




def lowerCAmelCase						(__A):



     """simple docstring"""



     return {"yes": True, "no": False}[value.lower()]






class __A    (						argparse.RawDescriptionHelpFormatter		):



 '''simple docstring'''







 def       a__						(self				,     A				,     A				,     A				,     A )					->  Any:


      """simple docstring"""



      _a											=						super()._format_usage(A				,     A				,     A				,     A )
      _a											=						usage.replace('''<command> [<args>] '''				,     '''''' )
      return usage








'''simple docstring'''





from __future__ import annotations

import typing
from collections.abc import Iterable

import numpy as np

lowercase_	 =						typing.Union[Iterable[float], Iterable[int], np.ndarray]  # noqa: UP007
lowercase_	 =						typing.Union[np.floataa, int, float]  # noqa: UP007




def lowerCAmelCase						(__A						,			__A):



     """simple docstring"""



     return np.sqrt(np.sum((np.asarray(__A) - np.asarray(__A)) ** 2))




def lowerCAmelCase						(__A						,			__A):



     """simple docstring"""



     return sum((va - va) ** 2 for va, va in zip(__A						,			__A)) ** (1 / 2)


if __name__ == "__main__":




  def lowerCAmelCase						():



       """simple docstring"""



       from timeit import timeit

       print('''Without Numpy''')
       print(
           timeit(
               '''euclidean_distance_no_np([1, 2, 3], [4, 5, 6])'''						,			number=10_000						,			globals=globals()						,			))
       print('''With Numpy''')
       print(
           timeit(
               '''euclidean_distance([1, 2, 3], [4, 5, 6])'''						,			number=10_000						,			globals=globals()						,			))
  benchmark()



