'''simple docstring'''




import copy
from dataclasses import dataclass, field
from typing import ClassVar, Dict

from ..features import ClassLabel, Features, Image
from .base import TaskTemplate

@dataclass(frozen=SCREAMING_SNAKE_CASE__					)
class 	_lowercase(  SCREAMING_SNAKE_CASE__					):



   """simple docstring"""





   __lowerCamelCase     =	field(default='''image-classification''' ,metadata={'''include_in_asdict_even_if_is_default''': True}					)
   __lowerCamelCase     =	Features({'''image''': Image()}					)
   __lowerCamelCase     =	Features({'''labels''': ClassLabel}					)
   __lowerCamelCase     =	"image"
   __lowerCamelCase     =	"labels"





   def       snake_case						(				self:     Optional[int]      ,a:     Dict						):
    if self.label_column not in features:
     raise ValueError(f"""Column {self.label_column} is not present in features."""						)
    if not isinstance(features[self.label_column]      ,__lowerCAmelCase						):
     raise ValueError(f"""Column {self.label_column} is not a ClassLabel."""						)
    __UpperCAmelCase								=       copy.deepcopy(self						)
    __UpperCAmelCase								=       self.label_schema.copy()
    __UpperCAmelCase								=       features[self.label_column]
    __UpperCAmelCase								=       label_schema
    return task_template





   @property
   def       snake_case						(				self:     Dict						):
    return {
        self.image_column: "image",
        self.label_column: "labels",
    }











'''simple docstring'''

def 				snake_case       (  a_				:			str     , a_				:			Optional[int]						)							->					Any:





      """simple docstring"""

      UpperCamelCase_					: Tuple            =				(boundary[1] - boundary[0]) / steps
      UpperCamelCase_					: Dict            =				boundary[0]
      UpperCamelCase_					: Any            =				boundary[1]
      UpperCamelCase_					: Union[str, Any]            =				make_points(a_     , a_     , a_						)
      UpperCamelCase_					: Any            =				0.0
      y += (h / 2.0) * f(a_						)
      for i in x_i:
            # print(i)
            y += h * f(a_						)
      y += (h / 2.0) * f(a_						)
      return y



def 				snake_case       (  a_				:			Tuple     , a_				:			Any     , a_				:			Tuple						)							->					Tuple:





      """simple docstring"""

      UpperCamelCase_					: Optional[int]            =				a + h
      while x < (b - h):
            yield x
            UpperCamelCase_					: List[str]            =				x + h



def 				snake_case       (  a_				:			List[str]						)							->					Tuple:  # enter your function here





      """simple docstring"""

      UpperCamelCase_					: int            =				(x - 0) * (x - 0)
      return y



def 				snake_case       (  )							->					Dict:





      """simple docstring"""

      UpperCamelCase_					: Optional[Any]            =				0.0  # Lower bound of integration
      UpperCamelCase_					: Optional[int]            =				1.0  # Upper bound of integration
      UpperCamelCase_					: Optional[Any]            =				10.0  # define number of steps or resolution
      UpperCamelCase_					: Optional[Any]            =				[a, b]  # define boundary of integration
      UpperCamelCase_					: Any            =				method_a(a_     , a_						)
      print(f"y = {y}"						)


if __name__ == "__main__":
      main()






