






"""simple docstring"""



from __future__ import annotations

import os




class 							__lowercase:
						lowerCAmelCase_		:				List[str]=							(
						    """High card""",
						    """One pair""",
						    """Two pairs""",
						    """Three of a kind""",
						    """Straight""",
						    """Flush""",
						    """Full house""",
						    """Four of a kind""",
						    """Straight flush""",
						    """Royal flush""",
						)

						lowerCAmelCase_		:				Optional[Any]=							(
						    """""",  # placeholder as tuples are zero-indexed
						    """One""",
						    """Two""",
						    """Three""",
						    """Four""",
						    """Five""",
						    """Six""",
						    """Seven""",
						    """Eight""",
						    """Nine""",
						    """Ten""",
						    """Jack""",
						    """Queen""",
						    """King""",
						    """Ace""",
						)






						def __init__(       self     ,    _SCREAMING_SNAKE_CASE)      ->	None:




											"""simple docstring"""





											if not isinstance(_SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE):
																lowerCamelCase__					=F"Hand should be of type 'str': {hand!r}"
																raise TypeError(_SCREAMING_SNAKE_CASE)
											# split removes duplicate whitespaces so no need of strip
											if len(hand.split(' ')) != 5:
																lowerCamelCase__					=F"Hand should contain only 5 cards: {hand!r}"
																raise ValueError(_SCREAMING_SNAKE_CASE)
											lowerCamelCase__					=hand
											lowerCamelCase__					=0
											lowerCamelCase__					=0
											lowerCamelCase__					,  lowerCamelCase__					=self._internal_state()
											lowerCamelCase__					=self._get_hand_type()
											lowerCamelCase__					=self._card_values[0]






						@property
						def 		lowerCAmelCase (       self)      ->	Tuple:




											"""simple docstring"""





											return self._hand






						def 		lowerCAmelCase (       self     ,    _SCREAMING_SNAKE_CASE)      ->	str:




											"""simple docstring"""





											if self._hand_type > other._hand_type:
																return "Win"
											elif self._hand_type < other._hand_type:
																return "Loss"
											elif self._first_pair == other._first_pair:
																if self._second_pair == other._second_pair:
																					return self._compare_cards(_SCREAMING_SNAKE_CASE)
																else:
																					return "Win" if self._second_pair > other._second_pair else "Loss"
											return "Win" if self._first_pair > other._first_pair else "Loss"






						def 		lowerCAmelCase (       self)      ->	str:




											"""simple docstring"""





											lowerCamelCase__					=PokerHand._HAND_NAME[self._hand_type - 14]
											lowerCamelCase__					=PokerHand._CARD_NAME[self._high_card]
											lowerCamelCase__					=PokerHand._CARD_NAME[self._first_pair]
											lowerCamelCase__					=PokerHand._CARD_NAME[self._second_pair]
											if self._hand_type in [22, 19, 18]:
																return name + F", {high}-high"
											elif self._hand_type in [21, 17, 15]:
																return name + F", {paira}s"
											elif self._hand_type in [20, 16]:
																lowerCamelCase__					='over' if self._hand_type == 20 else 'and'
																return name + F", {paira}s {join} {paira}s"
											elif self._hand_type == 23:
																return name
											else:
																return name + F", {high}"






						def 		lowerCAmelCase (       self     ,    _SCREAMING_SNAKE_CASE)      ->	str:




											"""simple docstring"""





											for index, card_value in enumerate(self._card_values):
																if card_value != other._card_values[index]:
																					return "Win" if card_value > other._card_values[index] else "Loss"
											return "Tie"






						def 		lowerCAmelCase (       self)      ->	int:




											"""simple docstring"""





											if self._is_flush():
																if self._is_five_high_straight() or self._is_straight():
																					return 23 if sum(self._card_values) == 60 else 22
																return 19
											elif self._is_five_high_straight() or self._is_straight():
																return 18
											return 14 + self._is_same_kind()






						def 		lowerCAmelCase (       self)      ->	bool:




											"""simple docstring"""





											return len(self._card_suit) == 1






						def 		lowerCAmelCase (       self)      ->	bool:




											"""simple docstring"""





											if sorted(self._card_values) == [2, 3, 4, 5, 14]:
																if self._card_values[0] == 14:
																					# Remember, our list is sorted in reverse order
																					lowerCamelCase__					=self._card_values.pop(0)
																					self._card_values.append(_SCREAMING_SNAKE_CASE)
																return True
											return False






						def 		lowerCAmelCase (       self)      ->	bool:




											"""simple docstring"""





											for i in range(4):
																if self._card_values[i] - self._card_values[i + 1] != 1:
																					return False
											return True






						def 		lowerCAmelCase (       self)      ->	int:




											"""simple docstring"""





											lowerCamelCase__					=lowerCamelCase__					=lowerCamelCase__					=0
											for i in range(4):
																# Compare two cards at a time, if they are same increase 'kind',
																# add the value of the card to val1, if it is repeating again we
																# will add 2 to 'kind' as there are now 3 cards with same value.
																# If we get card of different value than val1, we will do the same
																# thing with val2
																if self._card_values[i] == self._card_values[i + 1]:
																					if not vala:
																										lowerCamelCase__					=self._card_values[i]
																										kind += 1
																					elif vala == self._card_values[i]:
																										kind += 2
																					elif not vala:
																										lowerCamelCase__					=self._card_values[i]
																										kind += 1
																					elif vala == self._card_values[i]:
																										kind += 2
        # For consistency in hand type (look at note in _get_hand_type function)
											lowerCamelCase__					=kind + 2 if kind in [4, 5] else kind
											# first meaning first pair to compare in 'compare_with'
											lowerCamelCase__					=max(_SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE)
											lowerCamelCase__					=min(_SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE)
											# If it's full house (three count pair + two count pair), make sure
											# first pair is three count and if not then switch them both.
											if kind == 6 and self._card_values.count(_SCREAMING_SNAKE_CASE) != 3:
																lowerCamelCase__					,  lowerCamelCase__					=second, first
											lowerCamelCase__					=first
											lowerCamelCase__					=second
											return kind






						def 		lowerCAmelCase (       self)      ->	tuple[list[int], set[str]]:




											"""simple docstring"""





											lowerCamelCase__					={"T": "10", "J": "11", "Q": "12", "K": "13", "A": "14"}
											lowerCamelCase__					=self._hand.translate(str.maketrans(_SCREAMING_SNAKE_CASE)).split()
											lowerCamelCase__					=[int(card[:-1]) for card in new_hand]
											lowerCamelCase__					={card[-1] for card in new_hand}
											return sorted(_SCREAMING_SNAKE_CASE     ,    reverse=_SCREAMING_SNAKE_CASE), card_suit






						def __repr__(       self)      ->	str:




											"""simple docstring"""





											return F"{self.__class__}(\"{self._hand}\")"






						def __str__(       self)      ->	str:




											"""simple docstring"""





											return self._hand






						def __eq__(       self     ,    _SCREAMING_SNAKE_CASE)      ->	Optional[Any]:




											"""simple docstring"""





											if isinstance(_SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE):
																return self.compare_with(_SCREAMING_SNAKE_CASE) == "Tie"
											return NotImplemented






						def __lt__(       self     ,    _SCREAMING_SNAKE_CASE)      ->	Dict:




											"""simple docstring"""





											if isinstance(_SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE):
																return self.compare_with(_SCREAMING_SNAKE_CASE) == "Loss"
											return NotImplemented






						def __le__(       self     ,    _SCREAMING_SNAKE_CASE)      ->	str:




											"""simple docstring"""





											if isinstance(_SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE):
																return self < other or self == other
											return NotImplemented






						def __gt__(       self     ,    _SCREAMING_SNAKE_CASE)      ->	Tuple:




											"""simple docstring"""





											if isinstance(_SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE):
																return not self < other and self != other
											return NotImplemented






						def __ge__(       self     ,    _SCREAMING_SNAKE_CASE)      ->	str:




											"""simple docstring"""





											if isinstance(_SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE):
																return not self < other
											return NotImplemented






						def __hash__(       self)      ->	Any:




											"""simple docstring"""





											return object.__hash__(self)




def     lowerCamelCase_					(	):
					# Solution for problem number 54 from Project Euler
					# Input from poker_hands.txt file
					lowerCamelCase__					=0
					lowerCamelCase__					=os.path.abspath(os.path.dirname(__A      )      )
					lowerCamelCase__					=os.path.join(__A      ,						'poker_hands.txt'      )
					with open(__A      ) as file_hand:
										for line in file_hand:
															lowerCamelCase__					=line[:14].strip()
															lowerCamelCase__					=line[15:].strip()
															lowerCamelCase__					,  lowerCamelCase__					=PokerHand(__A      ), PokerHand(__A      )
															lowerCamelCase__					=player.compare_with(__A      )
															if output == "Win":
																				answer += 1
					return answer


if __name__ == "__main__":
						solution()







"""simple docstring"""



import random




class 							__lowercase:






						def __init__(       self     ,    _SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE     ,    _SCREAMING_SNAKE_CASE = 0.01     ,    _SCREAMING_SNAKE_CASE = 10_00     ,    _SCREAMING_SNAKE_CASE = -1     ,    )      ->	None:




											"""simple docstring"""





											lowerCamelCase__					=sample
											if len(self.sample) == 0:
																raise ValueError('Sample data can not be empty')
											lowerCamelCase__					=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')
											lowerCamelCase__					=learning_rate
											lowerCamelCase__					=epoch_number
											lowerCamelCase__					=bias
											lowerCamelCase__					=len(_SCREAMING_SNAKE_CASE)
											lowerCamelCase__					=len(sample[0])  # number of columns in dataset
											lowerCamelCase__					=[]






						def 		lowerCAmelCase (       self)      ->	None:




											"""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)

											lowerCamelCase__					=0

											while True:
																lowerCamelCase__					=False
																for i in range(self.number_sample):
																					lowerCamelCase__					=0
																					for j in range(self.col_sample + 1):
																										lowerCamelCase__					=u + self.weight[j] * self.sample[i][j]
																					lowerCamelCase__					=self.sign(_SCREAMING_SNAKE_CASE)
																					if y != self.target[i]:
																										for j in range(self.col_sample + 1):
																															lowerCamelCase__					=(
																															    self.weight[j]
																															    + self.learning_rate
																															    * (self.target[i] - y)
																															    * self.sample[i][j]
																															)
																										lowerCamelCase__					=True
            # print('Epoch: \n',epoch_count)
																lowerCamelCase__					=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 		lowerCAmelCase (       self     ,    _SCREAMING_SNAKE_CASE)      ->	None:




											"""simple docstring"""





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

											lowerCamelCase__					=self.sign(_SCREAMING_SNAKE_CASE)

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






						def 		lowerCAmelCase (       self     ,    _SCREAMING_SNAKE_CASE)      ->	int:




											"""simple docstring"""





											return 1 if u >= 0 else -1



_snake_case							:   int	  =       [
    [-0.6508, 0.1097, 4.0009],
    [-1.4492, 0.8896, 4.4005],
    [2.0850, 0.6876, 12.0710],
    [0.2626, 1.1476, 7.7985],
    [0.6418, 1.0234, 7.0427],
    [0.2569, 0.6730, 8.3265],
    [1.1155, 0.6043, 7.4446],
    [0.0914, 0.3399, 7.0677],
    [0.0121, 0.5256, 4.6316],
    [-0.0429, 0.4660, 5.4323],
    [0.4340, 0.6870, 8.2287],
    [0.2735, 1.0287, 7.1934],
    [0.4839, 0.4851, 7.4850],
    [0.4089, -0.1267, 5.5019],
    [1.4391, 0.1614, 8.5843],
    [-0.9115, -0.1973, 2.1962],
    [0.3654, 1.0475, 7.4858],
    [0.2144, 0.7515, 7.1699],
    [0.2013, 1.0014, 6.5489],
    [0.6483, 0.2183, 5.8991],
    [-0.1147, 0.2242, 7.2435],
    [-0.7970, 0.8795, 3.8762],
    [-1.0625, 0.6366, 2.4707],
    [0.5307, 0.1285, 5.6883],
    [-1.2200, 0.7777, 1.7252],
    [0.3957, 0.1076, 5.6623],
    [-0.1013, 0.5989, 7.1812],
    [2.4482, 0.9455, 11.2095],
    [2.0149, 0.6192, 10.9263],
    [0.2012, 0.2611, 5.4631],
]

_snake_case							:   List[str]	  =       [
    -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()

						_snake_case							:   int	  =       Perceptron(
						    sample=samples, target=target, learning_rate=0.01, epoch_number=1_000, bias=-1
						)
						network.training()
						print("Finished training perceptron")
						print("Enter values to predict or q to exit")
						while True:
												_snake_case							:   list	  =       []
												for i in range(len(samples[0])):
																		_snake_case							:   List[str]	  =       input("value: ").strip()
																		if user_input == "q":
																								break
																		_snake_case							:   Optional[Any]	  =       float(user_input)
																		sample.insert(i, observation)
												network.sort(sample)