from __future__ import annotations

import typing
from collections.abc import Iterable

import numpy as np

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




def       lowerCAmelCase_     (		lowercase:							Vector  ,					lowercase:							Vector		)    ->				VectorOut:







 '''simple docstring'''
 return np.sqrt(np.sum((np.asarray(lowercase		) - np.asarray(lowercase		)) ** 2		)		)




def       lowerCAmelCase_     (		lowercase:							Vector  ,					lowercase:							Vector		)    ->				VectorOut:







 '''simple docstring'''
 return sum((va - va) ** 2 for va, va in zip(lowercase  ,					lowercase		)		) ** (1 / 2)


if __name__ == "__main__":




  def       lowerCAmelCase_     (		)    ->				None:







   '''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()
# Lint as: python3
# pylint: enable=line-too-long
# pylint: disable=g-import-not-at-top,g-bad-import-order,wrong-import-position

UpperCAmelCase_			    =							'''2.13.1'''

import platform

import pyarrow
from packaging import version


if version.parse(platform.python_version()) < version.parse('''3.7'''):
  raise ImportWarning(
      '''To use `datasets`, Python>=3.7 is required, and the current version of Python doesn\'t match this condition.'''
  )

if version.parse(pyarrow.__version__).major < 8:
  raise ImportWarning(
      '''To use `datasets`, the module `pyarrow>=8.0.0` is required, and the current version of `pyarrow` doesn\'t match this condition.\n'''
      '''If you are running this in a Google Colab, you should probably just restart the runtime to use the right version of `pyarrow`.'''
  )

del platform
del pyarrow
del version

from .arrow_dataset import Dataset
from .arrow_reader import ReadInstruction
from .builder import ArrowBasedBuilder, BeamBasedBuilder, BuilderConfig, DatasetBuilder, GeneratorBasedBuilder
from .combine import concatenate_datasets, interleave_datasets
from .dataset_dict import DatasetDict, IterableDatasetDict
from .download import *
from .features import *
from .fingerprint import disable_caching, enable_caching, is_caching_enabled, set_caching_enabled
from .info import DatasetInfo, MetricInfo
from .inspect import (
    get_dataset_config_info,
    get_dataset_config_names,
    get_dataset_infos,
    get_dataset_split_names,
    inspect_dataset,
    inspect_metric,
    list_datasets,
    list_metrics,
)
from .iterable_dataset import IterableDataset
from .load import load_dataset, load_dataset_builder, load_from_disk, load_metric
from .metric import Metric
from .splits import (
    NamedSplit,
    NamedSplitAll,
    Split,
    SplitBase,
    SplitDict,
    SplitGenerator,
    SplitInfo,
    SubSplitInfo,
    percent,
)
from .tasks import *
from .utils import *
from .utils import logging


# deprecated modules
from datasets import arrow_dataset as _arrow_dataset  # isort:skip
from datasets import utils as _utils  # isort:skip
from datasets.utils import download_manager as _deprecated_download_manager  # isort:skip

UpperCAmelCase_			    =							concatenate_datasets
UpperCAmelCase_			    =							DownloadConfig
UpperCAmelCase_			    =							DownloadManager
UpperCAmelCase_			    =							DownloadMode
UpperCAmelCase_			    =							DownloadConfig
UpperCAmelCase_			    =							DownloadMode
UpperCAmelCase_			    =							DownloadManager

del _arrow_dataset, _utils, _deprecated_download_manager