






import unittest

from transformers.testing_utils import CaptureStdout
from transformers.tools.python_interpreter import evaluate

def      _lowerCamelCase	(						__A    :							List[Any] )      ->					Any:
    return x + 2


class 							A_    (						unittest.TestCase			):






 '''simple docstring'''




 def  snake_case__				(	self) ->		Optional[int]:

     """simple docstring"""



     _UpperCAmelCase				:      int			  =				'''x = 3'''
     _UpperCAmelCase				:      Any			  =				{}
     _UpperCAmelCase				:      Optional[int]			  =				evaluate(_A							,  {}							,  state=_A)
     assert result == 3
     self.assertDictEqual(_A							,  {'''x''': 3})

     _UpperCAmelCase				:      str			  =				'''x = y'''
     _UpperCAmelCase				:      Dict			  =				{'''y''': 5}
     _UpperCAmelCase				:      List[Any]			  =				evaluate(_A							,  {}							,  state=_A)
     # evaluate returns the value of the last assignment.
     assert result == 5
     self.assertDictEqual(_A							,  {'''x''': 5, '''y''': 5})


 def  snake_case__				(	self) ->		List[str]:

     """simple docstring"""



     _UpperCAmelCase				:      Optional[Any]			  =				'''y = add_two(x)'''
     _UpperCAmelCase				:      int			  =				{'''x''': 3}
     _UpperCAmelCase				:      List[Any]			  =				evaluate(_A							,  {'''add_two''': add_two}							,  state=_A)
     assert result == 5
     self.assertDictEqual(_A							,  {'''x''': 3, '''y''': 5})

     # Won't work without the tool
     with CaptureStdout() as out:
         _UpperCAmelCase				:      List[Any]			  =				evaluate(_A							,  {}							,  state=_A)
     assert result is None
     assert "tried to execute add_two" in out.out


 def  snake_case__				(	self) ->		str:

     """simple docstring"""



     _UpperCAmelCase				:      Union[str, Any]			  =				'''x = 3'''
     _UpperCAmelCase				:      List[str]			  =				{}
     _UpperCAmelCase				:      int			  =				evaluate(_A							,  {}							,  state=_A)
     assert result == 3
     self.assertDictEqual(_A							,  {'''x''': 3})


 def  snake_case__				(	self) ->		str:

     """simple docstring"""



     _UpperCAmelCase				:      Optional[int]			  =				'''test_dict = {\'x\': x, \'y\': add_two(x)}'''
     _UpperCAmelCase				:      Any			  =				{'''x''': 3}
     _UpperCAmelCase				:      List[Any]			  =				evaluate(_A							,  {'''add_two''': add_two}							,  state=_A)
     self.assertDictEqual(_A							,  {'''x''': 3, '''y''': 5})
     self.assertDictEqual(_A							,  {'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}})


 def  snake_case__				(	self) ->		str:

     """simple docstring"""



     _UpperCAmelCase				:      Dict			  =				'''x = 3\ny = 5'''
     _UpperCAmelCase				:      str			  =				{}
     _UpperCAmelCase				:      str			  =				evaluate(_A							,  {}							,  state=_A)
     # evaluate returns the value of the last assignment.
     assert result == 5
     self.assertDictEqual(_A							,  {'''x''': 3, '''y''': 5})


 def  snake_case__				(	self) ->		List[str]:

     """simple docstring"""



     _UpperCAmelCase				:      List[str]			  =				'''text = f\'This is x: {x}.\''''
     _UpperCAmelCase				:      Tuple			  =				{'''x''': 3}
     _UpperCAmelCase				:      Dict			  =				evaluate(_A							,  {}							,  state=_A)
     # evaluate returns the value of the last assignment.
     assert result == "This is x: 3."
     self.assertDictEqual(_A							,  {'''x''': 3, '''text''': '''This is x: 3.'''})


 def  snake_case__				(	self) ->		Optional[Any]:

     """simple docstring"""



     _UpperCAmelCase				:      int			  =				'''if x <= 3:\n    y = 2\nelse:\n    y = 5'''
     _UpperCAmelCase				:      str			  =				{'''x''': 3}
     _UpperCAmelCase				:      Any			  =				evaluate(_A							,  {}							,  state=_A)
     # evaluate returns the value of the last assignment.
     assert result == 2
     self.assertDictEqual(_A							,  {'''x''': 3, '''y''': 2})

     _UpperCAmelCase				:      List[str]			  =				{'''x''': 8}
     _UpperCAmelCase				:      Optional[Any]			  =				evaluate(_A							,  {}							,  state=_A)
     # evaluate returns the value of the last assignment.
     assert result == 5
     self.assertDictEqual(_A							,  {'''x''': 8, '''y''': 5})


 def  snake_case__				(	self) ->		Tuple:

     """simple docstring"""



     _UpperCAmelCase				:      Dict			  =				'''test_list = [x, add_two(x)]'''
     _UpperCAmelCase				:      Tuple			  =				{'''x''': 3}
     _UpperCAmelCase				:      Any			  =				evaluate(_A							,  {'''add_two''': add_two}							,  state=_A)
     self.assertListEqual(_A							,  [3, 5])
     self.assertDictEqual(_A							,  {'''x''': 3, '''test_list''': [3, 5]})


 def  snake_case__				(	self) ->		int:

     """simple docstring"""



     _UpperCAmelCase				:      Any			  =				'''y = x'''
     _UpperCAmelCase				:      Optional[Any]			  =				{'''x''': 3}
     _UpperCAmelCase				:      int			  =				evaluate(_A							,  {}							,  state=_A)
     assert result == 3
     self.assertDictEqual(_A							,  {'''x''': 3, '''y''': 3})


 def  snake_case__				(	self) ->		int:

     """simple docstring"""



     _UpperCAmelCase				:      List[str]			  =				'''test_list = [x, add_two(x)]\ntest_list[1]'''
     _UpperCAmelCase				:      List[Any]			  =				{'''x''': 3}
     _UpperCAmelCase				:      List[str]			  =				evaluate(_A							,  {'''add_two''': add_two}							,  state=_A)
     assert result == 5
     self.assertDictEqual(_A							,  {'''x''': 3, '''test_list''': [3, 5]})

     _UpperCAmelCase				:      Optional[int]			  =				'''test_dict = {\'x\': x, \'y\': add_two(x)}\ntest_dict[\'y\']'''
     _UpperCAmelCase				:      Tuple			  =				{'''x''': 3}
     _UpperCAmelCase				:      Any			  =				evaluate(_A							,  {'''add_two''': add_two}							,  state=_A)
     assert result == 5
     self.assertDictEqual(_A							,  {'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}})


 def  snake_case__				(	self) ->		Union[str, Any]:

     """simple docstring"""



     _UpperCAmelCase				:      str			  =				'''x = 0\nfor i in range(3):\n    x = i'''
     _UpperCAmelCase				:      Tuple			  =				{}
     _UpperCAmelCase				:      List[str]			  =				evaluate(_A							,  {'''range''': range}							,  state=_A)
     assert result == 2
     self.assertDictEqual(_A							,  {'''x''': 2, '''i''': 2})












import numpy as np
import skfuzzy as fuzz

if __name__ == "__main__":
  # Create universe of discourse in Python using linspace ()
  SCREAMING_SNAKE_CASE 							=						np.linspace(start=0, stop=75, num=75, endpoint=True, retstep=False)

  # Create two fuzzy sets by defining any membership function
  # (trapmf(), gbellmf(), gaussmf(), etc).
  SCREAMING_SNAKE_CASE 							=						[0, 25, 50]
  SCREAMING_SNAKE_CASE 							=						[25, 50, 75]
  SCREAMING_SNAKE_CASE 							=						fuzz.membership.trimf(X, abca)
  SCREAMING_SNAKE_CASE 							=						fuzz.membership.trimf(X, abca)

  # Compute the different operations using inbuilt functions.
  SCREAMING_SNAKE_CASE 							=						np.ones(75)
  SCREAMING_SNAKE_CASE 							=						np.zeros((75,))
  # 1. Union = max(µA(x), µB(x))
  SCREAMING_SNAKE_CASE 							=						fuzz.fuzzy_or(X, young, X, middle_aged)[1]
  # 2. Intersection = min(µA(x), µB(x))
  SCREAMING_SNAKE_CASE 							=						fuzz.fuzzy_and(X, young, X, middle_aged)[1]
  # 3. Complement (A) = (1- min(µA(x))
  SCREAMING_SNAKE_CASE 							=						fuzz.fuzzy_not(young)
  # 4. Difference (A/B) = min(µA(x),(1- µB(x)))
  SCREAMING_SNAKE_CASE 							=						fuzz.fuzzy_and(X, young, X, fuzz.fuzzy_not(middle_aged)[1])[1]
  # 5. Algebraic Sum = [µA(x) + µB(x) – (µA(x) * µB(x))]
  SCREAMING_SNAKE_CASE 							=						young + middle_aged - (young * middle_aged)
  # 6. Algebraic Product = (µA(x) * µB(x))
  SCREAMING_SNAKE_CASE 							=						young * middle_aged
  # 7. Bounded Sum = min[1,(µA(x), µB(x))]
  SCREAMING_SNAKE_CASE 							=						fuzz.fuzzy_and(X, one, X, young + middle_aged)[1]
  # 8. Bounded difference = min[0,(µA(x), µB(x))]
  SCREAMING_SNAKE_CASE 							=						fuzz.fuzzy_or(X, zero, X, young - middle_aged)[1]

  # max-min composition
  # max-product composition

  # Plot each set A, set B and each operation result using plot() and subplot().
  from matplotlib import pyplot as plt

  plt.figure()

  plt.subplot(4, 3, 1)
  plt.plot(X, young)
  plt.title('Young')
  plt.grid(True)

  plt.subplot(4, 3, 2)
  plt.plot(X, middle_aged)
  plt.title('Middle aged')
  plt.grid(True)

  plt.subplot(4, 3, 3)
  plt.plot(X, union)
  plt.title('union')
  plt.grid(True)

  plt.subplot(4, 3, 4)
  plt.plot(X, intersection)
  plt.title('intersection')
  plt.grid(True)

  plt.subplot(4, 3, 5)
  plt.plot(X, complement_a)
  plt.title('complement_a')
  plt.grid(True)

  plt.subplot(4, 3, 6)
  plt.plot(X, difference)
  plt.title('difference a/b')
  plt.grid(True)

  plt.subplot(4, 3, 7)
  plt.plot(X, alg_sum)
  plt.title('alg_sum')
  plt.grid(True)

  plt.subplot(4, 3, 8)
  plt.plot(X, alg_product)
  plt.title('alg_product')
  plt.grid(True)

  plt.subplot(4, 3, 9)
  plt.plot(X, bdd_sum)
  plt.title('bdd_sum')
  plt.grid(True)

  plt.subplot(4, 3, 10)
  plt.plot(X, bdd_difference)
  plt.title('bdd_difference')
  plt.grid(True)

  plt.subplots_adjust(hspace=0.5)
  plt.show()




