


"""simple docstring"""


import random
class snake_case   :







		def __init__(       self   :							Optional[Any]     , a__   :							str     , a__   :							Dict     , a__   :							Optional[int] = 0.0_1     , a__   :							Optional[Any] = 10_00     , a__   :							Tuple = -1     , )							->    List[Any]:





						'''simple docstring'''







						_A       	=      sample
						if len(self.sample		) == 0:
										raise ValueError("Sample data can not be empty"		)
						_A       	=      target
						if len(self.target		) == 0:
										raise ValueError("Target data can not be empty"		)
						if len(self.sample		) != len(self.target		):
										raise ValueError("Sample data and Target data do not have matching lengths"		)
						_A       	=      learning_rate
						_A       	=      epoch_number
						_A       	=      bias
						_A       	=      len(a__		)
						_A       	=      len(sample[0]		)  # number of columns in dataset
						_A       	=      []







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





						'''simple docstring'''







						for sample in self.sample:
										sample.insert(0     , self.bias		)

						for _ in range(self.col_sample		):
										self.weight.append(random.random()		)

						self.weight.insert(0     , self.bias		)

						_A       	=      0

						while True:
										_A       	=      False
										for i in range(self.number_sample		):
														_A       	=      0
														for j in range(self.col_sample + 1		):
																		_A       	=      u + self.weight[j] * self.sample[i][j]
														_A       	=      self.sign(a__		)
														if y != self.target[i]:
																		for j in range(self.col_sample + 1		):
																						_A       	=      (
																						    self.weight[j]
																						    + self.learning_rate
																						    * (self.target[i] - y)
																						    * self.sample[i][j]
																						)
																		_A       	=      True
																		  # print('Epoch: \n',epoch_count)
										_A       	=      epoch_count + 1
										# if you want control the epoch or just by error
										if not has_misclassified:
														print(("\nEpoch:\n", epoch_count)		)
														print("------------------------\n"		)
														# if epoch_count > self.epoch_number or not error:
														break







		def 			a_			(       self   :							Optional[int]     , a__   :							Any		)							->    Tuple:





						'''simple docstring'''







						if len(self.sample		) == 0:
										raise ValueError("Sample data can not be empty"		)
						sample.insert(0     , self.bias		)
						_A       	=      0
						for i in range(self.col_sample + 1		):
										_A       	=      u + self.weight[i] * sample[i]

						_A       	=      self.sign(a__		)

						if y == -1:
										print(("Sample: ", sample)		)
										print("classification: P1"		)
						else:
										print(("Sample: ", sample)		)
										print("classification: P2"		)







		def 			a_			(       self   :							Dict     , a__   :							List[str]		)							->    Dict:





						'''simple docstring'''







						return 1 if u >= 0 else -1





a_											=     [
    [-0.65_08, 0.10_97, 4.00_09],
    [-1.44_92, 0.88_96, 4.40_05],
    [2.08_50, 0.68_76, 12.07_10],
    [0.26_26, 1.14_76, 7.79_85],
    [0.64_18, 1.02_34, 7.04_27],
    [0.25_69, 0.67_30, 8.32_65],
    [1.11_55, 0.60_43, 7.44_46],
    [0.09_14, 0.33_99, 7.06_77],
    [0.01_21, 0.52_56, 4.63_16],
    [-0.04_29, 0.46_60, 5.43_23],
    [0.43_40, 0.68_70, 8.22_87],
    [0.27_35, 1.02_87, 7.19_34],
    [0.48_39, 0.48_51, 7.48_50],
    [0.40_89, -0.12_67, 5.50_19],
    [1.43_91, 0.16_14, 8.58_43],
    [-0.91_15, -0.19_73, 2.19_62],
    [0.36_54, 1.04_75, 7.48_58],
    [0.21_44, 0.75_15, 7.16_99],
    [0.20_13, 1.00_14, 6.54_89],
    [0.64_83, 0.21_83, 5.89_91],
    [-0.11_47, 0.22_42, 7.24_35],
    [-0.79_70, 0.87_95, 3.87_62],
    [-1.06_25, 0.63_66, 2.47_07],
    [0.53_07, 0.12_85, 5.68_83],
    [-1.22_00, 0.77_77, 1.72_52],
    [0.39_57, 0.10_76, 5.66_23],
    [-0.10_13, 0.59_89, 7.18_12],
    [2.44_82, 0.94_55, 11.20_95],
    [2.01_49, 0.61_92, 10.92_63],
    [0.20_12, 0.26_11, 5.46_31],
]

a_											=     [
    -1,
    -1,
    -1,
    1,
    1,
    -1,
    1,
    -1,
    1,
    1,
    -1,
    1,
    -1,
    -1,
    -1,
    -1,
    1,
    1,
    1,
    1,
    -1,
    1,
    1,
    1,
    1,
    -1,
    -1,
    1,
    -1,
    1,
]


if __name__ == "__main__":
		import doctest

		doctest.testmod()

		a_											=     Perceptron(
		    sample=samples, target=target, learning_rate=0.01, epoch_number=10_00, bias=-1
		)
		network.training()
		print("Finished training perceptron")
		print("Enter values to predict or q to exit")
		while True:
				a_											=     []
				for i in range(len(samples[0])):
						a_											=     input("value: ").strip()
						if user_input == "q":
								break
						a_											=     float(user_input)
						sample.insert(i, observation)
				network.sort(sample)

from ..utils import DummyObject, requires_backends

class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)







class 		__magic_name__				( metaclass=lowercase_					):


  """simple docstring"""





  _UpperCamelCase						 = ["vision"]


  def __init__(					self	,		*a__	,		**a__		):
    requires_backends(self	,		['''vision''']		)




