




'''simple docstring'''
import abc
import copy
import dataclasses
from dataclasses import dataclass
from typing import ClassVar, Dict, Type, TypeVar

from ..features import Features


a_     =  TypeVar("T", bound="TaskTemplate")






@dataclass(frozen=snake_case__   )
class 				UpperCAmelCase_			(		abc.ABC   ):
 UpperCAmelCase_						      =  42
 UpperCAmelCase_						      =  42
 UpperCAmelCase_						      =  42





 def     snake_case__						(      self	,    lowercase_):
     return copy.deepcopy(self)





 @property
 def     snake_case__						(      self):
     return Features(**self.input_schema	,    **self.label_schema)





 @property
 @abc.abstractmethod
 def     snake_case__						(      self):
     raise NotImplementedError





 @classmethod
 def     snake_case__						(      cls	,    lowercase_):
     snake_case_	:      Tuple            =  {f.name for f in dataclasses.fields(cls)}
     return cls(**{k: v for k, v in template_dict.items() if k in field_names})






'''simple docstring'''
def   UpperCamelCase_       (		__SCREAMING_SNAKE_CASE    ):
    """simple docstring"""






    snake_case_	:      Optional[int]            =  len(__SCREAMING_SNAKE_CASE    )

    # Set the gap value to be decreased by a factor of 1.3
    # after each iteration
    snake_case_	:      Optional[int]            =  1.3

    # Continue sorting until the gap is 1
    while gap > 1:
        # Decrease the gap value
        snake_case_	:      Optional[Any]            =  int(gap / shrink    )

        # Sort the elements using insertion sort
        for i in range(__SCREAMING_SNAKE_CASE,						len(__SCREAMING_SNAKE_CASE    )    ):
            snake_case_	:      Any            =  collection[i]
            snake_case_	:      int            =  i
            while j >= gap and collection[j - gap] > temp:
                snake_case_	:      Dict            =  collection[j - gap]
                j -= gap
            snake_case_	:      Optional[int]            =  temp

    return collection


if __name__ == "__main__":
  import doctest

  doctest.testmod()




