






import unittest
from dataclasses import dataclass
from typing import Optional

from transformers.utils import ModelOutput
@dataclass
class    a   (			lowercase__       ):



      """simple docstring"""


      a  :			float
      a  :			Optional[float]								=     None
      a  :			Optional[float]								=     None


class    a   (			unittest.TestCase       ):



      """simple docstring"""


      def      UpperCAmelCase				(				self :      Optional[Any] )							->				List[str]:
        __UpperCAmelCase							:     Dict									=  ModelOutputTest(a=30 )
        self.assertEqual(x.a		,				30 )
        self.assertIsNone(x.b )
        self.assertIsNone(x.c )
        with self.assertRaises(__lowercase ):
          __UpperCAmelCase							:     int									=  x.d
      def      UpperCAmelCase				(				self :      Union[str, Any] )							->				int:
        __UpperCAmelCase							:     List[Any]									=  ModelOutputTest(a=30		,				b=10 )
        self.assertEqual(x[0]		,				30 )
        self.assertEqual(x[1]		,				10 )
        self.assertEqual(x[:2]		,				(30, 10) )
        self.assertEqual(x[:]		,				(30, 10) )

        __UpperCAmelCase							:     Optional[int]									=  ModelOutputTest(a=30		,				c=10 )
        self.assertEqual(x[0]		,				30 )
        self.assertEqual(x[1]		,				10 )
        self.assertEqual(x[:2]		,				(30, 10) )
        self.assertEqual(x[:]		,				(30, 10) )
      def      UpperCAmelCase				(				self :      Optional[int] )							->				Dict:
        __UpperCAmelCase							:     int									=  ModelOutputTest(a=30		,				b=10 )
        self.assertEqual(x["""a"""]		,				30 )
        self.assertEqual(x["""b"""]		,				10 )
        with self.assertRaises(__lowercase ):
          __UpperCAmelCase							:     int									=  x["""c"""]

        __UpperCAmelCase							:     List[Any]									=  ModelOutputTest(a=30		,				c=10 )
        self.assertEqual(x["""a"""]		,				30 )
        self.assertEqual(x["""c"""]		,				10 )
        with self.assertRaises(__lowercase ):
          __UpperCAmelCase							:     int									=  x["""b"""]
      def      UpperCAmelCase				(				self :      List[Any] )							->				Any:
        __UpperCAmelCase							:     int									=  ModelOutputTest(a=30 )
        self.assertEqual(list(x.keys() )		,				["""a"""] )
        self.assertEqual(list(x.values() )		,				[30] )
        self.assertEqual(list(x.items() )		,				[("""a""", 30)] )
        self.assertEqual(list(__lowercase )		,				["""a"""] )

        __UpperCAmelCase							:     str									=  ModelOutputTest(a=30		,				b=10 )
        self.assertEqual(list(x.keys() )		,				["""a""", """b"""] )
        self.assertEqual(list(x.values() )		,				[30, 10] )
        self.assertEqual(list(x.items() )		,				[("""a""", 30), ("""b""", 10)] )
        self.assertEqual(list(__lowercase )		,				["""a""", """b"""] )

        __UpperCAmelCase							:     List[str]									=  ModelOutputTest(a=30		,				c=10 )
        self.assertEqual(list(x.keys() )		,				["""a""", """c"""] )
        self.assertEqual(list(x.values() )		,				[30, 10] )
        self.assertEqual(list(x.items() )		,				[("""a""", 30), ("""c""", 10)] )
        self.assertEqual(list(__lowercase )		,				["""a""", """c"""] )

        with self.assertRaises(__lowercase ):
          __UpperCAmelCase							:     Union[str, Any]									=  x.update({"""d""": 20} )
        with self.assertRaises(__lowercase ):
          del x["a"]
        with self.assertRaises(__lowercase ):
          __UpperCAmelCase							:     Optional[int]									=  x.pop("""a""" )
        with self.assertRaises(__lowercase ):
          __UpperCAmelCase							:     str									=  x.setdefault("""d"""		,				32 )
      def      UpperCAmelCase				(				self :      int )							->				Tuple:
        __UpperCAmelCase							:     Tuple									=  ModelOutputTest(a=30 )
        __UpperCAmelCase							:     Optional[Any]									=  10
        self.assertEqual(x.a		,				10 )
        self.assertEqual(x["""a"""]		,				10 )
      def      UpperCAmelCase				(				self :      Tuple )							->				List[Any]:
        __UpperCAmelCase							:     List[Any]									=  ModelOutputTest(a=30 )
        __UpperCAmelCase							:     List[str]									=  10
        self.assertEqual(x.a		,				10 )
        self.assertEqual(x["""a"""]		,				10 )
      def      UpperCAmelCase				(				self :      List[str] )							->				Optional[Any]:
        __UpperCAmelCase							:     Optional[int]									=  ModelOutputTest({"""a""": 30, """b""": 10} )
        self.assertEqual(list(x.keys() )		,				["""a""", """b"""] )
        self.assertEqual(x.a		,				30 )
        self.assertEqual(x.b		,				10 )




      def      UpperCAmelCase				(				self :      List[Any] )							->				Any:
        __UpperCAmelCase							:     List[Any]									=  ModelOutputTest([("""a""", 30), ("""b""", 10)] )
        self.assertEqual(list(x.keys() )		,				["""a""", """b"""] )
        self.assertEqual(x.a		,				30 )
        self.assertEqual(x.b		,				10 )

        with self.assertRaises(__lowercase ):
          __UpperCAmelCase							:     Any									=  ModelOutputTest([("""a""", 30), (10, 10)] )

        __UpperCAmelCase							:     List[str]									=  ModelOutputTest(a=(30, 30) )
        self.assertEqual(list(x.keys() )		,				["""a"""] )
        self.assertEqual(x.a		,				(30, 30) )










from sklearn.neural_network import MLPClassifier

a		:	int      					=			[[0.0, 0.0], [1.0, 1.0], [1.0, 0.0], [0.0, 1.0]]
a		:	List[str]      					=			[0, 1, 0, 0]


a		:	str      					=			MLPClassifier(
    solver="lbfgs", alpha=1e-5, hidden_layer_sizes=(5, 2), random_state=1
)

clf.fit(X, y)


a		:	Union[str, Any]      					=			[[0.0, 0.0], [0.0, 1.0], [1.0, 1.0]]
a		:	Optional[int]      					=			clf.predict(test)






def     lowerCamelCase__				(   __lowerCamelCase      :					Dict		):
  return list(__lowerCamelCase		)


if __name__ == "__main__":
       import doctest

       doctest.testmod()


