def __init__(self,
cards: Cards,
strength: Strength,
kicker1: Rank = None,
kicker2: Rank = None,
kicker3: Rank = None,
kicker4: Rank = None,
kicker5: Rank = None):
self.strength: Strength = strength
self.kicker1: Rank = kicker1
self.kicker2: Rank = kicker2
self.kicker3: Rank = kicker3
self.kicker4: Rank = kicker4
self.kicker5: Rank = kicker5
if self.kicker1 is None:
self.kicker1 = Rank.Invalid
elif self.kicker2 is None:
self.kicker2 = Rank.Invalid
elif self.kicker3 is None:
self.kicker3 = Rank.Invalid
elif self.kicker4 is None:
self.kicker4 = Rank.Invalid
elif self.kicker5 is None:
self.kicker5 = Rank.Invalid
self.cards = cards
if sum(card is not None for card in cards) == 5:
self.value = -HoldemPoker.fast_card_strength(
cards) # with minus because less is better
else:
self.value = self.strength, self.kicker1, self.kicker2, self.kicker3, self.kicker4, self.kicker5
def _decide(self, *, step: Step, to_call: int, min_raise: int,
board: Cards, pot: int, bb: int, **_) -> Tuple[Option, int]:
evaluation = HoldemPoker.probability(self.cards, board)
prediction = self.nn.predict(
self.create_input(evaluation, self.money / pot, to_call / pot,
bb / pot, step is Step.Preflop,
step is Step.Flop, step is Step.Turn,
step is Step.River))
answer: PokerDecisionAnswer2 = PokerDecisionAnswer2(prediction[0])
raised_money = 0
if answer is PokerDecisionAnswer2.AllIn:
raised_money = self.remaining_money()
elif answer is PokerDecisionAnswer2.Raise_10:
raised_money = pot * 0.10
elif answer is PokerDecisionAnswer2.Raise_25:
raised_money = pot * 0.25
elif answer is PokerDecisionAnswer2.Raise_40:
raised_money = pot * 0.40
elif answer is PokerDecisionAnswer2.Raise_55:
raised_money = pot * 0.55
elif answer is PokerDecisionAnswer2.Raise_70:
raised_money = pot * 0.70
elif answer is PokerDecisionAnswer2.Raise_85:
raised_money = pot * 0.85
elif answer is PokerDecisionAnswer2.Raise_100:
raised_money = pot
return answer.as_option(), raised_money
def n_card_strength(self, n: int):
deck = Deck()
for _ in range(100):
deck.shuffle()
cards = []
for _ in range(n):
cards += [deck.next()]
correct_result = max(
HandStrength.strength(*c)
for c in combinations(cards, 5)).strength
self.assertEqual(HoldemPoker.fast_max_strength(cards),
correct_result)
def _decide(self, *, step: Step, to_call: int, min_raise: int,
board: Cards, pot: int, bb: int, **_) -> Tuple[Option, int]:
evaluation = HoldemPoker.probability(self.cards, board)
prediction = self.nn.predict(
self.create_input(evaluation, self.money / pot, to_call / pot,
bb / pot, step is Step.Preflop,
step is Step.Flop, step is Step.Turn,
step is Step.River))
answer: PokerDecisionAnswer = PokerDecisionAnswer(prediction[0])
raised_money: int = 0
if answer is PokerDecisionAnswer.Raise:
raised_money = evaluation * pot if random() > 0.4 else uniform(
0.2, 1) * pot
return answer.as_option(), raised_money
def _decide(self, *, step: Step, to_call: int, min_raise: int,
board: Cards, pot: int, bb: int, **_) -> Tuple[Option, int]:
evaluation = HoldemPoker.probability(self.cards, board)
prediction = self.nn.predict(
self.create_input(evaluation, self.money / pot, to_call / pot,
bb / pot, step is Step.Preflop,
step is Step.Flop, step is Step.Turn,
step is Step.River))
answer: PokerDecisionAnswer3 = PokerDecisionAnswer3(prediction[0])
raise_amount = 0
if answer is PokerDecisionAnswer3.AllIn:
raise_amount = self.remaining_money()
elif answer is PokerDecisionAnswer3.RaiseSmall:
raise_amount = (0.1 + 0.25 * random()) * pot
elif answer is PokerDecisionAnswer3.RaiseMedium:
raise_amount = (0.25 + 0.4 * random()) * pot
elif answer is PokerDecisionAnswer3.RaiseALot:
raise_amount = (0.6 + 0.6 * random()) * pot
return answer.as_option(), raise_amount
def create(res: BasePokerDecisionAnswer,
money: int,
pot: int,
call: int,
bb: int,
step: Step,
cards: CardsPair,
board: Cards) -> PokerDecision5:
if money < 0:
raise ValueError(f'Money must be > 0, gived {money}')
if pot < 0:
raise ValueError(f'Pot must be > 0, gived {pot}')
if call < 0:
raise ValueError(f'Call must be > 0, gived {call}')
if bb < 0:
raise ValueError(f'Big blinds must be > 0, gived {bb}')
if pot <= call and step != Step.Preflop:
raise ValueError(f'Pot must be > call, gived call {call} pot {pot}')
if type(res) is not PokerDecisionAnswer3:
raise ValueError(f'Result must ne instance of PokerDecisionAnswer, gived {res}')
pr = HoldemPoker.probability(cards, board)
strength = HandStrength.get_strength(cards, board)
des = PokerDecision5()
des.set_answer(res)
des.probability_to_win = pr
des.my_money = money
des.money_in_pot = pot
des.money_to_call = call
des.big_blind = bb
if step == Step.Preflop:
des.is_preflop = 1
elif step == Step.Flop:
des.is_flop = 1
elif step == Step.Turn:
des.is_turn = 1
elif step == Step.River:
des.is_river = 1
else:
raise ValueError('bad step', step)
int_strength: int = strength.value
if int_strength < 0:
raise ValueError('strength is < 0', int_strength, strength)
des.strength[int_strength] = 1
rank: int = cards.first.rank.value - 2
if rank < 0:
raise ValueError('rank is < 0', rank, cards.first.rank)
des.first[rank] = 1
rank: int = cards.second.rank.value - 2
if rank < 0:
raise ValueError('rank is < 0', rank, cards.second.rank)
des.second[rank] = 1
if cards.suitability == Suitability.Suited:
des.have_suited_cards = 1
return des
def _decide(self, *, step: Step, to_call: int, min_raise: int,
board: Cards, online: bool, **_) -> Tuple[Option, int]:
if step == Step.Preflop:
curr_play: BasePlay = self.play.preflop
elif step == Step.Flop:
curr_play: BasePlay = self.play.flop
elif step == Step.Turn:
curr_play: BasePlay = self.play.turn
elif step == Step.River:
curr_play: BasePlay = self.play.river
else:
raise ValueError(f'Undefined step id {step}')
if self.remaining_money() > min_raise * 3 and random(
) < curr_play.bluff:
bluff = int(min_raise * (1 + random()))
Debug.decision(
f'609 {self.name} raise bluff {bluff}; bluff = {curr_play.bluff}'
)
if online:
sleep(uniform(0.5, uniform(1, 2)))
return Option.Raise, bluff
probability = HoldemPoker.probability(self.cards, board)
if probability < curr_play.min_probability_to_play:
if to_call == 0 or to_call == self.gived:
Debug.decision(
f'617 {self.name} check on low '
f'prob = {probability}; '
f'bet coefficient = {curr_play.bet} '
f'to call = {to_call} self.gived = {self.gived}')
if online:
sleep(uniform(0.5, 1))
return Option.CheckCall, 0
else:
Debug.decision(f'624 {self.name} fold low probability; '
f'prob = {probability}; '
f'min = {curr_play.min_probability_to_play}')
if online:
sleep(uniform(0.5, 1))
return Option.Fold, 0
if probability > curr_play.min_probability_to_all_in and random(
) < curr_play.probability_to_all_in:
if self.remaining_money() <= to_call:
Debug.decision(
f'630 {self.name} call all in {self.gived} on high '
f'prob = {probability}; '
f'min = {curr_play.min_probability_to_all_in}')
if online:
sleep(uniform(1, uniform(1.5, 3)))
else:
Debug.decision(f'631 {self.name} all in {self.gived} on high '
f'prob = {probability}; '
f'min = {curr_play.min_probability_to_all_in}')
if online:
sleep(uniform(1, uniform(1.5, 3)))
return Option.Raise, self.remaining_money()
bet = int(
min(probability * curr_play.bet_, 1) * self.remaining_money())
if bet == self.remaining_money():
if self.remaining_money() <= to_call:
Debug.decision(
f'632 {self.name} call all in {self.gived} on high bet '
f'prob = {probability}; '
f'min = {curr_play.min_probability_to_all_in}')
if online:
sleep(uniform(2, uniform(3, 5)))
else:
Debug.decision(
f'640 {self.name} all in {self.gived} on high bet '
f'prob = {probability}; '
f'bet coefficient = {curr_play.bet}')
if online:
sleep(uniform(2, uniform(3, 5)))
return Option.Raise, bet
if to_call > bet:
if to_call == 0 or self.gived == to_call:
Debug.decision(
f'643 {self.name} check while can not raise bet = {bet}')
if online:
sleep(uniform(0.5, uniform(1, 3)))
return Option.CheckCall, 0
else:
Debug.decision(f'647 {self.name} fold on low bet '
f'prob = {probability}; '
f'bet coefficient = {curr_play.bet} '
f'bet = {bet}')
if online:
sleep(uniform(1, uniform(2, 4)))
return Option.Fold, 0
if min_raise > bet:
if to_call == 0 or self.gived == to_call:
Debug.decision(f'656 {self.name} check on mid bet '
f'prob = {probability}; '
f'bet coefficient = {curr_play.bet} '
f'bet = {bet}')
if online:
sleep(uniform(0.5, uniform(1, 2)))
return Option.CheckCall, 0
else:
Debug.decision(f'666 {self.name} call {to_call} on mid bet '
f'prob = {probability}; '
f'bet coefficient = {curr_play.bet} '
f'bet = {bet}')
if online:
sleep(uniform(2, uniform(4, 6)))
return Option.CheckCall, to_call
else:
raise_bet = int(
min(probability * curr_play.bet_ * curr_play.reduced_raise, 1)
* self.remaining_money())
if raise_bet <= self.gived:
if to_call == 0 or self.gived == to_call:
Debug.decision(
f'670 {self.name} check while thinks about raise {raise_bet}'
)
if online:
sleep(uniform(1, uniform(2, 3)))
return Option.CheckCall, 0
else:
Debug.decision(
f'672 {self.name} fold while thinks about raise {raise_bet}'
)
if online:
sleep(uniform(2, uniform(4, 6)))
return Option.Fold, 0
if raise_bet < to_call:
if to_call == 0 or self.gived == to_call:
Debug.decision(
f'673 {self.name} check while thinks about raise {raise_bet}'
)
if online:
sleep(uniform(1, uniform(2, 3)))
return Option.CheckCall, 0
else:
Debug.decision(
f'677 {self.name} fold while thinks about raise {raise_bet}'
)
if online:
sleep(uniform(2, uniform(4, 6)))
return Option.Fold, 0
if raise_bet < min_raise:
if to_call == 0 or to_call == self.gived:
Debug.decision(
f'656 {self.name} check while thinks about raise {raise_bet}'
)
if online:
sleep(uniform(0.5, uniform(1, 2)))
return Option.CheckCall, 0
else:
Debug.decision(
f'682 {self.name} call {to_call} while thinks about raise {raise_bet}'
)
if online:
sleep(uniform(3, uniform(6, 8)))
return Option.CheckCall, to_call
if raise_bet == self.remaining_money():
if raise_bet <= to_call:
Debug.decision(f'684 {self.name} call all in {self.gived}')
if online:
sleep(uniform(2, uniform(4, 6)))
else:
Debug.decision(
f'687 {self.name} all in {self.gived} while thinks about raise {raise_bet}'
)
if online:
sleep(uniform(1, uniform(2, 3)))
return Option.Raise, raise_bet
if to_call == 0 and random() < curr_play.check_:
Debug.decision(
f'690 {self.name} cold check wanted to raise {raise_bet} '
f'check probability {curr_play.check}')
if online:
sleep(uniform(0.5, uniform(1, 2)))
return Option.CheckCall, 0
elif to_call != 0 and random() < curr_play.call:
if self.remaining_money() <= to_call:
Debug.decision(
f'691 {self.name} cold call all in {self.gived}')
if online:
sleep(uniform(2, uniform(4, 6)))
return Option.CheckCall, self.remaining_money()
else:
Debug.decision(
f'692 {self.name} cold call {to_call} while wanted to raise {raise_bet} '
f'call probability {curr_play.call}')
if online:
sleep(uniform(2, uniform(4, 6)))
return Option.CheckCall, to_call
if self.remaining_money() <= raise_bet:
if self.remaining_money() <= to_call:
Debug.decision(f'693 {self.name} call all in {self.gived}')
if online:
sleep(uniform(2, uniform(4, 6)))
else:
Debug.decision(
f'694 {self.name} raise all in {self.gived}')
if online:
sleep(uniform(2, uniform(4, 6)))
return Option.Raise, self.remaining_money()
else:
Debug.decision(
f'695 {self.name} raise {raise_bet} on high bet '
f'prob = {probability}; '
f'bet coefficient = {curr_play.bet} '
f'bet = {bet}')
if online:
sleep(uniform(3, uniform(6, 9)))
return Option.Raise, raise_bet
def create(res: BasePokerDecisionAnswer,
money: int,
pot: int,
call: int,
bb: int,
step: Step,
cards: CardsPair,
board: Cards) -> PokerDecision4:
if money < 0:
raise ValueError(f'Money must be > 0, gived {money}')
if pot < 0:
raise ValueError(f'Pot must be > 0, gived {pot}')
if call < 0:
raise ValueError(f'Call must be > 0, gived {call}')
if bb < 0:
raise ValueError(f'Big blinds must be > 0, gived {bb}')
if pot <= call and step != Step.Preflop:
raise ValueError(f'Pot must be > call, gived call {call} pot {pot}')
if type(res) is not PokerDecisionAnswer3:
raise ValueError(f'Result must ne instance of PokerDecisionAnswer, gived {res}')
pr = HoldemPoker.probability(cards, board)
strength = HandStrength.get_strength(cards, board)
des = PokerDecision4()
des.set_answer(res)
des.probability_to_win = pr
des.my_money = money
des.money_in_pot = pot
des.money_to_call = call
des.big_blind = bb
if step == Step.Preflop:
des.is_preflop = 1
elif step == Step.Flop:
des.is_flop = 1
elif step == Step.Turn:
des.is_turn = 1
elif step == Step.River:
des.is_river = 1
else:
raise ValueError('bad step', step)
if strength == Strength.RoyalFlush:
des.have_royal_flush = 1
elif strength == Strength.StraightFlush:
des.have_straight_flush = 1
elif strength == Strength.Quad:
des.have_quad = 1
elif strength == Strength.FullHouse:
des.have_full_house = 1
elif strength == Strength.Flush:
des.have_flush = 1
elif strength == Strength.Straight:
des.have_straight = 1
elif strength == Strength.Set:
des.have_set = 1
elif strength == Strength.Pairs:
des.have_two_pairs = 1
elif strength == Strength.Pair:
des.have_pair = 1
elif strength == Strength.Nothing:
des.have_nothing = 1
else:
raise ValueError('bad hand strength', strength)
return des
def get_decisions(game: PokerGame,
hand: PokerHand) -> List[BasePokerDecision]:
decisions: List[BasePokerDecision] = []
pot_size = 0
money: Dict[str, int] = {p.name: p.money for p in hand.players}
bb: int = hand.big_blind
Debug.datasets(')' * 20)
for n, v in money.items():
Debug.datasets(f'{n} - {v}')
Debug.datasets('(' * 20)
for step, stage in hand:
Debug.datasets('NEW STEP', step)
gived: Dict[str, int] = {p.name: 0 for p in hand.players}
if step == Step.Preflop:
raise_amount = hand.big_blind
else:
raise_amount = 0
for act in stage:
if act.event.is_statement():
continue
Debug.datasets(act, raise_amount)
if act.event == Event.Ante:
pot_size += act.money
money[act.player.name] -= act.money
elif act.event == Event.SmallBlind:
pot_size += act.money
gived[act.player.name] = act.money
money[act.player.name] -= act.money
elif act.event == Event.BigBlind:
pot_size += act.money
gived[act.player.name] = act.money
money[act.player.name] -= act.money
elif act.event == Event.Fold:
if act.player.cards is not None and act.player.cards.initialized(
) and not act.player.is_loser:
pr = HoldemPoker.probability(
act.player.cards, hand.board.get_from_step(step))
my_money = money[act.player.name]
to_call = raise_amount - gived[act.player.name]
des = PokerDecision.create(PokerDecisionAnswer.Fold,
pr, my_money, pot_size,
to_call, bb, step)
decisions += [des]
elif act.event == Event.Check:
if act.player.cards is not None and act.player.cards.initialized(
) and not act.player.is_loser:
pr = HoldemPoker.probability(
act.player.cards, hand.board.get_from_step(step))
my_money = money[act.player.name]
to_call = raise_amount - gived[act.player.name]
des = PokerDecision.create(
PokerDecisionAnswer.CheckCall, pr, my_money,
pot_size, to_call, bb, step)
decisions += [des]
elif act.event == Event.Call:
if act.player.cards is not None and act.player.cards.initialized(
) and not act.player.is_loser:
pr = HoldemPoker.probability(
act.player.cards, hand.board.get_from_step(step))
my_money = money[act.player.name]
if raise_amount > my_money + gived[act.player.name]:
to_call = my_money
else:
to_call = raise_amount - gived[act.player.name]
des = PokerDecision.create(
PokerDecisionAnswer.CheckCall, pr, my_money,
pot_size, to_call, bb, step)
decisions += [des]
pot_size += act.money - gived[act.player.name]
money[
act.player.name] -= act.money - gived[act.player.name]
gived[act.player.name] = act.money
elif act.event == Event.Raise or act.event == Event.Allin:
if act.player.cards is not None and act.player.cards.initialized(
) and not act.player.is_loser:
pr = HoldemPoker.probability(
act.player.cards, hand.board.get_from_step(step))
my_money = money[act.player.name]
to_call = raise_amount - gived[act.player.name]
des = PokerDecision.create(PokerDecisionAnswer.Raise,
pr, my_money, pot_size,
to_call, bb, step)
decisions += [des]
pot_size += act.money - gived[act.player.name]
money[
act.player.name] -= act.money - gived[act.player.name]
gived[act.player.name] = act.money
if raise_amount < act.money:
raise_amount = act.money
elif act.event == Event.ReturnMoney:
pot_size -= act.money
else:
raise ValueError('you forget about', act.event)
Debug.datasets(')' * 20)
for n, v in gived.items():
Debug.datasets(f'{n}: {money[n]} ({v})')
Debug.datasets('(' * 20)
Debug.datasets('*' * 20)
for des in decisions:
Debug.datasets(des)
Debug.datasets('_' * 20)
return decisions
def _decide(self, *, step: Step, to_call: int, min_raise: int,
board: Cards, online: bool, **_) -> Tuple[Option, int]:
Debug.input_decision()
Debug.input_decision(f'you have {self.get_cards()}')
if step != Step.Preflop:
Debug.input_decision(f'on table {Card.str(board)}')
Debug.input_decision(
f'your combination: {HandStrength.max_strength(self.cards.get() + board)}'
)
Debug.input_decision(
f'probability to win: {HoldemPoker.probability(self.cards, board)}'
)
outs, outs_cards = HoldemPoker.calculate_outs(self.cards, board)
Debug.input_decision(
f'outs: {outs} - {" ".join([card.card for card in outs_cards])}')
Debug.input_decision()
available_decisions = [(Result.Fold, )]
Debug.input_decision('1 - fold')
if self.remaining_money() > to_call:
if to_call == 0 or self.gived == to_call:
available_decisions += [(Result.Check, )]
Debug.input_decision(f'2 - check')
else:
available_decisions += [(Result.Call, to_call)]
Debug.input_decision(
f'2 - call {to_call} you called {self.gived} remains {to_call - self.gived}'
)
if min_raise < self.remaining_money():
available_decisions += [(Result.Raise, min_raise,
self.remaining_money())]
Debug.input_decision(
f'3 - raise from {min_raise} to {self.remaining_money()}')
else:
available_decisions += [(Result.Allin, self.remaining_money())]
Debug.input_decision(
f'3 - all in {self.remaining_money()} you called '
f'{self.gived} remains {self.money}')
else:
available_decisions += [(Result.Call, self.remaining_money())]
Debug.input_decision(f'2 - call all in {self.remaining_money()}')
answer = self.network.input_decision(available_decisions)
if answer[0] == '1':
return Option.Fold, 0
elif answer[0] == '2':
if self.remaining_money() > to_call:
if to_call == 0 or self.gived == to_call:
return Option.CheckCall, 0
else:
return Option.CheckCall, to_call
else:
return Option.CheckCall, self.remaining_money()
elif answer[0] == '3':
if self.remaining_money() > to_call:
if len(answer) == 2:
raised_money = int(answer[1])
return Option.Raise, raised_money
else:
return Option.Raise, self.remaining_money()
else:
return Option.Fold, 0
def get_strength(cards: CardsPair, board: Cards) -> Strength:
if not len(board):
return HandStrength.strength2(cards.first, cards.second).strength
return HoldemPoker.fast_max_strength([cards.first, cards.second] +
board)
def _decide(self, *, step: Step, to_call: int, min_raise: int,
board: Cards, pot: int, bb: int, strength: Strength,
players_on_table: int, players_active: int,
players_not_moved: int, **_) -> Tuple[Option, int]:
if players_on_table < 2 or players_on_table > 10:
raise ValueError('bad players on table:', players_active)
if players_active < 2 or players_active > 10:
raise ValueError('bad players active:', players_active)
if players_active > players_on_table:
raise ValueError('bad players active:', players_active,
'with players on table:', players_on_table)
if players_not_moved < 0 or players_not_moved >= players_active:
raise ValueError('bad players not moved:', players_not_moved,
'with players active:', players_active)
evaluation = HoldemPoker.probability(self.cards, board)
outs: float = HoldemPoker.calculate_outs(self.cards, board)[0]
first: Rank = self.cards.first.rank
second: Rank = self.cards.second.rank
prediction = self.nn.predict(
self.create_input(
evaluation, self.money / pot, to_call / pot, bb / pot,
step is Step.Preflop, step is Step.Flop, step is Step.Turn,
step is Step.River, strength is Strength.Nothing,
strength is Strength.Pair, strength is Strength.Pairs,
strength is Strength.Set, strength is Strength.Straight,
strength is Strength.Flush, strength is Strength.FullHouse,
strength is Strength.Quad, strength is Strength.StraightFlush,
strength is Strength.RoyalFlush, first is Rank.Two,
first is Rank.Three, first is Rank.Four, first is Rank.Five,
first is Rank.Six, first is Rank.Seven, first is Rank.Eight,
first is Rank.Nine, first is Rank.Ten, first is Rank.Jack,
first is Rank.Queen, first is Rank.King, first is Rank.Ace,
second is Rank.Two, second is Rank.Three, second is Rank.Four,
second is Rank.Five, second is Rank.Six, second is Rank.Seven,
second is Rank.Eight, second is Rank.Nine, second is Rank.Ten,
second is Rank.Jack, second is Rank.Queen, second is Rank.King,
second is Rank.Ace,
self.cards.suitability is Suitability.Suited,
players_on_table == 2, players_on_table == 3,
players_on_table == 4, players_on_table == 5,
players_on_table == 6, players_on_table == 7,
players_on_table == 8, players_on_table == 9,
players_on_table == 10, players_active == 2,
players_active == 3, players_active == 4, players_active == 5,
players_active == 6, players_active == 7, players_active == 8,
players_active == 9, players_active == 10,
players_not_moved == 0, players_not_moved == 1,
players_not_moved == 2, players_not_moved == 3,
players_not_moved == 4, players_not_moved == 5,
players_not_moved == 6, players_not_moved == 7,
players_not_moved == 8, players_not_moved == 9,
outs / HoldemPoker.MAX_OUTS))
Debug.decision("NEURAL NETWORK 7 START THINK")
Debug.decision('evaluation =', evaluation)
Debug.decision('pot =', pot)
Debug.decision('money =', self.money)
Debug.decision('to_call =', to_call)
Debug.decision('bb =', bb)
Debug.decision('step =', step)
Debug.decision('strength =', strength)
Debug.decision('first =', first)
Debug.decision('second =', second)
Debug.decision('suited =', self.cards.suitability)
Debug.decision('players_on_table =', players_on_table)
Debug.decision('players_active =', players_active)
Debug.decision('players_not_moved =', players_not_moved)
Debug.decision('outs =', outs)
answer: PokerDecisionAnswer3 = PokerDecisionAnswer3(prediction[0])
Debug.decision('ANSWER =', answer)
Debug.decision("NEURAL NETWORK 7 END THINK")
raise_amount = 0
if answer is PokerDecisionAnswer3.AllIn:
raise_amount = self.remaining_money()
elif answer is PokerDecisionAnswer3.RaiseSmall:
raise_amount = (0.1 + 0.25 * random()) * pot
elif answer is PokerDecisionAnswer3.RaiseMedium:
raise_amount = (0.25 + 0.4 * random()) * pot
elif answer is PokerDecisionAnswer3.RaiseALot:
raise_amount = (0.6 + 0.6 * random()) * pot
return answer.as_option(), raise_amount
def test_fast_hand_strength(self):
cards = [Card('AS'), Card('8C'), Card('9D'), Card('2S'), Card('KD')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards),
Strength.Nothing)
cards = [Card('AS'), Card('AC'), Card('9D'), Card('2S'), Card('KD')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards), Strength.Pair)
cards = [Card('AS'), Card('AC'), Card('9D'), Card('9S'), Card('KD')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards), Strength.Pairs)
cards = [Card('AS'), Card('KC'), Card('9D'), Card('9S'), Card('9H')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards), Strength.Set)
cards = [Card('JS'), Card('QC'), Card('KD'), Card('9S'), Card('TH')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards),
Strength.Straight)
cards = [Card('AS'), Card('8S'), Card('9S'), Card('2S'), Card('KS')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards), Strength.Flush)
cards = [Card('AS'), Card('AC'), Card('9D'), Card('9S'), Card('9H')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards),
Strength.FullHouse)
cards = [Card('AS'), Card('AH'), Card('9S'), Card('AC'), Card('AD')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards), Strength.Quad)
cards = [Card('QS'), Card('8S'), Card('9S'), Card('JS'), Card('TS')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards),
Strength.StraightFlush)
cards = [Card('QS'), Card('AS'), Card('KS'), Card('JS'), Card('TS')]
self.assertEqual(HoldemPoker.fast_hand_strength(cards),
Strength.RoyalFlush)
deck = Deck()
for _ in range(100):
deck.shuffle()
cards = [
deck.next(),
deck.next(),
deck.next(),
deck.next(),
deck.next()
]
self.assertEqual(HoldemPoker.fast_hand_strength(cards),
HandStrength.strength(*cards).strength)
def create(res: BasePokerDecisionAnswer, money: int, pot: int, call: int,
bb: int, step: Step, cards: CardsPair, board: Cards,
players_on_table: int, players_active: int,
players_not_moved: int, max_playing_stack: int,
average_stack_on_table: int, players: List[MockPlayer],
folded_players: List[str],
my_position: PokerPosition) -> PokerDecision10:
if money < 0:
raise ValueError(f'Money must be > 0, gived {money}')
if pot < 0:
raise ValueError(f'Pot must be > 0, gived {pot}')
if call < 0:
raise ValueError(f'Call must be > 0, gived {call}')
if bb < 0:
raise ValueError(f'Big blinds must be > 0, gived {bb}')
if pot <= call and step != Step.Preflop:
raise ValueError(
f'Pot must be > call, gived call {call} pot {pot}')
if type(res) is not PokerDecisionAnswer3:
raise ValueError(
f'Result must ne instance of PokerDecisionAnswer, gived {res}')
pr = HoldemPoker.probability(cards, board)
strength = HandStrength.get_strength(cards, board)
outs: float = HoldemPoker.calculate_outs(
cards, board)[0] / HoldemPoker.MAX_OUTS
des = PokerDecision10()
des.set_answer(res)
des.probability_to_win = pr
des.my_money = money
des.money_in_pot = pot
des.money_to_call = call
des.big_blind = bb
if step == Step.Preflop:
des.is_preflop = 1
elif step == Step.Flop:
des.is_flop = 1
elif step == Step.Turn:
des.is_turn = 1
elif step == Step.River:
des.is_river = 1
else:
raise ValueError('bad step', step)
int_strength: int = strength.value
if int_strength < 0:
raise ValueError('strength is < 0', int_strength, strength)
des.strength[int_strength] = 1
rank: int = cards.first.rank.value - 2
if rank < 0:
raise ValueError('rank is < 0', rank, cards.first.rank)
des.first[rank] = 1
rank: int = cards.second.rank.value - 2
if rank < 0:
raise ValueError('rank is < 0', rank, cards.second.rank)
des.second[rank] = 1
if cards.suitability == Suitability.Suited:
des.have_suited_cards = 1
if players_on_table < 2 or players_on_table > 10:
raise ValueError('bad players on table:', players_active)
if players_active < 2 or players_active > 10:
raise ValueError('bad players active:', players_active)
if players_active > players_on_table:
raise ValueError('bad players active:', players_active,
'with players on table:', players_on_table)
if players_not_moved < 0 or players_not_moved >= players_active:
raise ValueError('bad players not moved:', players_not_moved,
'with players active:', players_active)
des.players_on_table[players_on_table - 2] = 1
des.players_playing[players_on_table - 2] = 1
des.players_not_moved[players_not_moved] = 1
des.outs = outs
des.max_playing_stack = max_playing_stack
des.average_stack_on_table = average_stack_on_table
curr_raisers: Dict[Tuple[str, PokerPosition],
PlayerStatistics] = PokerDecision10.CurrRaisers
curr_callers: Dict[Tuple[str, PokerPosition],
PlayerStatistics] = PokerDecision10.CurrCallers
curr_folders: Dict[Tuple[str, PokerPosition],
PlayerStatistics] = PokerDecision10.CurrFolders
curr_checkers: Dict[Tuple[str, PokerPosition],
PlayerStatistics] = PokerDecision10.CurrCheckers
raisers = []
callers = []
folders = []
checkers = []
for player in players:
if player.name not in folded_players:
raisers += [
curr_raisers[player.name, player.position].get_stats()
]
callers += [
curr_callers[player.name, player.position].get_stats()
]
folders += [
curr_folders[player.name, player.position].get_stats()
]
checkers += [
curr_checkers[player.name, player.position].get_stats()
]
des.max_raiser = max(raisers)
des.min_raiser = min(raisers)
des.avg_raiser = mean(raisers)
des.max_caller = max(callers)
des.min_caller = min(callers)
des.avg_caller = mean(callers)
des.max_folder = max(folders)
des.min_folder = min(folders)
des.avg_folder = mean(folders)
des.max_checker = max(checkers)
des.min_checker = min(checkers)
des.avg_checker = mean(checkers)
des.my_position_is_early = my_position is PokerPosition.Early
des.my_position_is_middle = my_position is PokerPosition.Middle
des.my_position_is_late = my_position is PokerPosition.Late
des.my_position_is_blinds = my_position is PokerPosition.Blinds
if step.value >= Step.Flop.value:
cards_sorted = sorted(board[0:3], reverse=True)
des.flop1[cards_sorted[0].rank.value - 2] = 1
des.flop2[cards_sorted[1].rank.value - 2] = 1
des.flop3[cards_sorted[2].rank.value - 2] = 1
suits = sorted(board[0:3], key=lambda card: card.suit.value)
if suits[0].suit == suits[1].suit == suits[2].suit:
des.flop_3_suited = 1
elif suits[0].suit == suits[1].suit or suits[1].suit == suits[
2].suit:
des.flop_2_suited = 1
elif suits[0].suit != suits[1].suit != suits[2].suit != suits[
0].suit:
des.flop_rainbow = 1
else:
raise ValueError(f'bad sorted suits {suits}')
if step.value >= Step.Turn.value:
des.turn[board[3].rank.value - 2] = 1
suits = sorted(board[0:4], key=lambda card: card.suit.value)
if suits[0].suit == suits[1].suit == suits[2].suit == suits[3].suit:
des.turn_4_suited = 1
elif suits[0].suit == suits[1].suit == suits[2].suit:
des.turn_3_suited = 1
elif suits[1].suit == suits[2].suit == suits[3].suit:
des.turn_3_suited = 1
elif suits[0].suit == suits[1].suit and suits[2].suit == suits[
3].suit:
des.turn_2_suited_and_other_2 = 1
elif suits[0].suit == suits[
1].suit and suits[2].suit != suits[3].suit:
des.turn_2_suited_2_not = 1
elif suits[1].suit == suits[
2].suit and suits[0].suit != suits[3].suit:
des.turn_2_suited_2_not = 1
elif suits[2].suit == suits[
3].suit and suits[0].suit != suits[1].suit:
des.turn_2_suited_2_not = 1
elif len(set([suit.suit.value for suit in suits])) == 4:
des.turn_rainbow = 1
else:
raise ValueError(f'bad suits {suits}')
if step == Step.River:
des.river[board[4].rank.value - 2] = 1
suits = sorted(board, key=lambda card: card.suit.value)
diff_suits = len(set([suit.suit.value for suit in suits]))
if diff_suits == 1:
des.river_5_suited = 1
elif diff_suits == 2 and suits[0].suit == suits[1].suit == suits[
2].suit == suits[3].suit:
des.river_4_suited = 1
elif diff_suits == 2 and suits[1].suit == suits[2].suit == suits[
3].suit == suits[4].suit:
des.river_4_suited = 1
elif diff_suits == 2 and suits[0].suit == suits[1].suit == suits[
2].suit and suits[3].suit == suits[4].suit:
des.river_3_suited_and_other_2 = 1
elif diff_suits == 2 and suits[2].suit == suits[3].suit == suits[
4].suit and suits[0].suit == suits[1].suit:
des.river_3_suited_and_other_2 = 1
elif diff_suits == 3 and suits[0].suit == suits[1].suit == suits[
2].suit and suits[3].suit != suits[4].suit:
des.river_3_suited_2_not = 1
elif diff_suits == 3 and suits[1].suit == suits[2].suit == suits[
3].suit and suits[0].suit != suits[4].suit:
des.river_3_suited_2_not = 1
elif diff_suits == 3 and suits[2].suit == suits[3].suit == suits[
4].suit and suits[0].suit != suits[1].suit:
des.river_3_suited_2_not = 1
elif diff_suits == 3 and suits[0].suit == suits[1].suit and suits[
2].suit == suits[3].suit:
des.river_2_suited_and_2_suited = 1
elif diff_suits == 3 and suits[0].suit == suits[1].suit and suits[
3].suit == suits[4].suit:
des.river_2_suited_and_2_suited = 1
elif diff_suits == 3 and suits[1].suit == suits[2].suit and suits[
3].suit == suits[4].suit:
des.river_2_suited_and_2_suited = 1
elif diff_suits == 4:
des.river_only_2_suited = 1
else:
raise ValueError(f'bad suits {diff_suits} {suits}')
return des
def max_strength(cards: Cards) -> Hand:
best_cards = min((c for c in combinations(cards, 5)),
key=lambda x: HoldemPoker.fast_card_strength(x))
return HandStrength.strength(*best_cards)
def create(res: BasePokerDecisionAnswer, money: int, pot: int, call: int,
bb: int, step: Step, cards: CardsPair, board: Cards,
players_on_table: int, players_active: int,
players_not_moved: int) -> PokerDecision6:
if money < 0:
raise ValueError(f'Money must be > 0, gived {money}')
if pot < 0:
raise ValueError(f'Pot must be > 0, gived {pot}')
if call < 0:
raise ValueError(f'Call must be > 0, gived {call}')
if bb < 0:
raise ValueError(f'Big blinds must be > 0, gived {bb}')
if pot <= call and step != Step.Preflop:
raise ValueError(
f'Pot must be > call, gived call {call} pot {pot}')
if type(res) is not PokerDecisionAnswer3:
raise ValueError(
f'Result must ne instance of PokerDecisionAnswer, gived {res}')
pr = HoldemPoker.probability(cards, board)
strength = HandStrength.get_strength(cards, board)
outs: float = HoldemPoker.calculate_outs(
cards, board)[0] / HoldemPoker.MAX_OUTS
des = PokerDecision6()
des.set_answer(res)
des.probability_to_win = pr
des.my_money = money
des.money_in_pot = pot
des.money_to_call = call
des.big_blind = bb
if step == Step.Preflop:
des.is_preflop = 1
elif step == Step.Flop:
des.is_flop = 1
elif step == Step.Turn:
des.is_turn = 1
elif step == Step.River:
des.is_river = 1
else:
raise ValueError('bad step', step)
int_strength: int = strength.value
if int_strength < 0:
raise ValueError('strength is < 0', int_strength, strength)
des.strength[int_strength] = 1
rank: int = cards.first.rank.value - 2
if rank < 0:
raise ValueError('rank is < 0', rank, cards.first.rank)
des.first[rank] = 1
rank: int = cards.second.rank.value - 2
if rank < 0:
raise ValueError('rank is < 0', rank, cards.second.rank)
des.second[rank] = 1
if cards.suitability == Suitability.Suited:
des.have_suited_cards = 1
if players_on_table < 2 or players_on_table > 10:
raise ValueError('bad players on table:', players_active)
if players_active < 2 or players_active > 10:
raise ValueError('bad players active:', players_active)
if players_active > players_on_table:
raise ValueError('bad players active:', players_active,
'with players on table:', players_on_table)
if players_not_moved < 0 or players_not_moved >= players_active:
raise ValueError('bad players not moved:', players_not_moved,
'with players active:', players_active)
des.players_on_table[players_on_table - 2] = 1
des.players_playing[players_on_table - 2] = 1
des.players_not_moved[players_not_moved] = 1
des.outs = outs
return des
def _decide(self, *, step: Step, to_call: int, min_raise: int,
board: Cards, pot: int, bb: int, strength: Strength,
**_) -> Tuple[Option, int]:
evaluation = HoldemPoker.probability(self.cards, board)
first: Rank = self.cards.first.rank
second: Rank = self.cards.second.rank
prediction = self.nn.predict(
self.create_input(
evaluation,
self.money / pot,
to_call / pot,
bb / pot,
step is Step.Preflop,
step is Step.Flop,
step is Step.Turn,
step is Step.River,
strength is Strength.Nothing,
strength is Strength.Pair,
strength is Strength.Pairs,
strength is Strength.Set,
strength is Strength.Straight,
strength is Strength.Flush,
strength is Strength.FullHouse,
strength is Strength.Quad,
strength is Strength.StraightFlush,
strength is Strength.RoyalFlush,
first is Rank.Two,
first is Rank.Three,
first is Rank.Four,
first is Rank.Five,
first is Rank.Six,
first is Rank.Seven,
first is Rank.Eight,
first is Rank.Nine,
first is Rank.Ten,
first is Rank.Jack,
first is Rank.Queen,
first is Rank.King,
first is Rank.Ace,
second is Rank.Two,
second is Rank.Three,
second is Rank.Four,
second is Rank.Five,
second is Rank.Six,
second is Rank.Seven,
second is Rank.Eight,
second is Rank.Nine,
second is Rank.Ten,
second is Rank.Jack,
second is Rank.Queen,
second is Rank.King,
second is Rank.Ace,
self.cards.suitability is Suitability.Suited,
))
answer: PokerDecisionAnswer3 = PokerDecisionAnswer3(prediction[0])
raise_amount = 0
if answer is PokerDecisionAnswer3.AllIn:
raise_amount = self.remaining_money()
elif answer is PokerDecisionAnswer3.RaiseSmall:
raise_amount = (0.1 + 0.25 * random()) * pot
elif answer is PokerDecisionAnswer3.RaiseMedium:
raise_amount = (0.25 + 0.4 * random()) * pot
elif answer is PokerDecisionAnswer3.RaiseALot:
raise_amount = (0.6 + 0.6 * random()) * pot
return answer.as_option(), raise_amount
def create(res: BasePokerDecisionAnswer, money: int, pot: int, call: int,
bb: int, step: Step, cards: CardsPair, board: Cards,
players_on_table: int, players_active: int,
players_not_moved: int, max_playing_stack: int,
average_stack_on_table: int, players: List[MockPlayer],
folded_players: List[str],
my_position: PokerPosition) -> PokerDecision9:
if money < 0:
raise ValueError(f'Money must be > 0, gived {money}')
if pot < 0:
raise ValueError(f'Pot must be > 0, gived {pot}')
if call < 0:
raise ValueError(f'Call must be > 0, gived {call}')
if bb < 0:
raise ValueError(f'Big blinds must be > 0, gived {bb}')
if pot <= call and step != Step.Preflop:
raise ValueError(
f'Pot must be > call, gived call {call} pot {pot}')
if type(res) is not PokerDecisionAnswer3:
raise ValueError(
f'Result must ne instance of PokerDecisionAnswer, gived {res}')
pr = HoldemPoker.probability(cards, board)
strength = HandStrength.get_strength(cards, board)
outs: float = HoldemPoker.calculate_outs(
cards, board)[0] / HoldemPoker.MAX_OUTS
des = PokerDecision9()
des.set_answer(res)
des.probability_to_win = pr
des.my_money = money
des.money_in_pot = pot
des.money_to_call = call
des.big_blind = bb
if step == Step.Preflop:
des.is_preflop = 1
elif step == Step.Flop:
des.is_flop = 1
elif step == Step.Turn:
des.is_turn = 1
elif step == Step.River:
des.is_river = 1
else:
raise ValueError('bad step', step)
int_strength: int = strength.value
if int_strength < 0:
raise ValueError('strength is < 0', int_strength, strength)
des.strength[int_strength] = 1
rank: int = cards.first.rank.value - 2
if rank < 0:
raise ValueError('rank is < 0', rank, cards.first.rank)
des.first[rank] = 1
rank: int = cards.second.rank.value - 2
if rank < 0:
raise ValueError('rank is < 0', rank, cards.second.rank)
des.second[rank] = 1
if cards.suitability == Suitability.Suited:
des.have_suited_cards = 1
if players_on_table < 2 or players_on_table > 10:
raise ValueError('bad players on table:', players_active)
if players_active < 2 or players_active > 10:
raise ValueError('bad players active:', players_active)
if players_active > players_on_table:
raise ValueError('bad players active:', players_active,
'with players on table:', players_on_table)
if players_not_moved < 0 or players_not_moved >= players_active:
raise ValueError('bad players not moved:', players_not_moved,
'with players active:', players_active)
des.players_on_table[players_on_table - 2] = 1
des.players_playing[players_on_table - 2] = 1
des.players_not_moved[players_not_moved] = 1
des.outs = outs
des.max_playing_stack = max_playing_stack
des.average_stack_on_table = average_stack_on_table
curr_raisers: Dict[Tuple[str, PokerPosition],
PlayerStatistics] = PokerDecision9.CurrRaisers
curr_callers: Dict[Tuple[str, PokerPosition],
PlayerStatistics] = PokerDecision9.CurrCallers
curr_folders: Dict[Tuple[str, PokerPosition],
PlayerStatistics] = PokerDecision9.CurrFolders
curr_checkers: Dict[Tuple[str, PokerPosition],
PlayerStatistics] = PokerDecision9.CurrCheckers
raisers = []
callers = []
folders = []
checkers = []
for player in players:
if player.name not in folded_players:
raisers += [
curr_raisers[player.name, player.position].get_stats()
]
callers += [
curr_callers[player.name, player.position].get_stats()
]
folders += [
curr_folders[player.name, player.position].get_stats()
]
checkers += [
curr_checkers[player.name, player.position].get_stats()
]
des.max_raiser = max(raisers)
des.min_raiser = min(raisers)
des.avg_raiser = mean(raisers)
des.max_caller = max(callers)
des.min_caller = min(callers)
des.avg_caller = mean(callers)
des.max_folder = max(folders)
des.min_folder = min(folders)
des.avg_folder = mean(folders)
des.max_checker = max(checkers)
des.min_checker = min(checkers)
des.avg_checker = mean(checkers)
des.my_position_is_early = my_position is PokerPosition.Early
des.my_position_is_middle = my_position is PokerPosition.Middle
des.my_position_is_late = my_position is PokerPosition.Late
des.my_position_is_blinds = my_position is PokerPosition.Blinds
return des