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GodMode.py
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GodMode.py
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import copy
import random
import json
import numpy as np
from sklearn.preprocessing import Normalizer
def analysis(X, y, weight, current):
if y.count(1) == 0 or y.count(0)==0:
return .5
X, y, weight, current = map(np.array, (X, y, weight, current))
norm = Normalizer()
X = norm.fit_transform(np.array(X)) * weight
current = norm.transform(current.reshape(-1,1)) * weight
d0 = np.linalg.norm(current-np.mean(X[np.where(y==0)],axis=0))
d1 = np.linalg.norm(current-np.mean(X[np.where(y==1)],axis=0))
return d0/(d0+d1)
"""
all_cards = []
for i in ["h", "t", "c", "p"]:
for j in range(2, 10):
all_cards.append(str(j)+i)
for j in ["t", "y", "q", "k", "a"]:
all_cards.append(j+i)
"""
def get_tuble_cards(as_string):
if as_string[1]=="h":
second=0
elif as_string[1]=="t":
second=1
elif as_string[1]=="c":
second=2
elif as_string[1]=="p":
second=3
else:
raise ValueError("This card color is not available")
if as_string[0]=="2":
first=2
elif as_string[0]=="3":
first=3
elif as_string[0]=="4":
first=4
elif as_string[0]=="5":
first=5
elif as_string[0]=="6":
first=6
elif as_string[0]=="7":
first=7
elif as_string[0]=="8":
first=8
elif as_string[0]=="9":
first=9
elif as_string[0]=="t":
first=10
elif as_string[0]=="y":
first=11
elif as_string[0]=="q":
first=12
elif as_string[0]=="k":
first=13
elif as_string[0]=="a":
first=14
else:
raise ValueError("This color value is not available")
return (first, second)
def to_non_color(cards):
return [i[0] for i in cards]
def to_non_number(cards):
return [i[1] for i in cards]
def longest_sequence(nums):
nums = sorted(to_non_color(set(nums)))
max_cnt = 0
max_num = 0
cnt=0
last_num=-1
if 14 in nums:
nums.insert(0, 1)
for num in nums:
if num==last_num+1:
cnt+=1
if cnt > max_cnt:
max_cnt = cnt
max_num = num
elif num>last_num+1:
cnt=1
last_num=num
return max_cnt, max_num
def find_same_card(nums):
nums = to_non_color(nums)
same_counter = {}
for i in nums:
if i in same_counter:
same_counter[i]+= 1
else:
same_counter[i]=1
return same_counter
def straight_flush(cards):
street = straight(cards)
if street==0:
return 0
new_cards = []
for i in cards:
if street-4<=i[0]<=street:
new_cards.append(i)
if flush(new_cards) > 0:
return street
return 0
def flush(cards):
non_num = to_non_number(cards)
most_freq = max(set(non_num), key = non_num.count)
if non_num.count(most_freq)<5:
return 0
cards = [i for i in cards if i[1]==most_freq]
score = 0
for i in range(5):
high_c = high(cards)
score += (14**(4-i))*high_c
for j in cards:
if j[0]==high_c:
cards.remove(j)
return score
def four_of_a_kind(cards):
count_dict = find_same_card(cards)
max_count = max(count_dict, key=count_dict.get)
if count_dict[max_count]==4:
return max_count
else:
return 0
def full_house(cards):
max_value = three_of_a_kind(cards)
if max_value == 0:
return 0
cards = [i for i in cards if i[0]!=max_value]
value = pair(cards)
if value[0] > 0:
return max_value
else:
return 0
def straight(cards):
seq, max_value = longest_sequence(cards)
if seq >= 5:
return max_value
else:
return 0
def three_of_a_kind(cards):
count_dict = find_same_card(cards)
max_count = max(count_dict, key=count_dict.get)
if count_dict[max_count]==3:
#print([i for i in cards if max_count==i[0]])
return max_count
else:
return 0
def two_pair(cards):
max_count, high = pair(cards)
if max_count==0:
return 0, 0
cards = [i for i in cards if i[0]!=max_count]
max_count2, high2 = pair(cards)
if max_count2>0:
return max_count, high2
else:
return 0, 0
def pair(cards):
count_dict = find_same_card(cards)
max_count = max(count_dict, key=count_dict.get)
if count_dict[max_count]==2:
cards = [i for i in cards if i[0]!=max_count]
return max_count, high(cards)
else:
return 0, 0
def high(cards):
return max(to_non_color(cards))
def evaluate_you_won(you1,you2, opp1,opp2, com_cards):
cards1 = copy.deepcopy(com_cards + [you1] + [you2])
cards2 = copy.deepcopy(com_cards + [opp1] + [opp2])
op1 = straight_flush(cards1)
op2 = straight_flush(cards2)
if op1 > op2:
return 2
if op2 > op1:
return 0
op1 = four_of_a_kind(cards1)
op2 = four_of_a_kind(cards2)
if op1 > op2:
return 2
if op2 > op1:
return 0
op1 = full_house(cards1)
op2 = full_house(cards2)
if op1 > op2:
return 2
if op2 > op1:
return 0
op1 = flush(cards1)
op2 = flush(cards2)
if op1 > op2:
return 2
if op2 > op1:
return 0
op1 = straight(cards1)
op2 = straight(cards2)
if op1 > op2:
return 2
if op2 > op1:
return 0
op1 = three_of_a_kind(cards1)
op2 = three_of_a_kind(cards2)
if op1 > op2:
return 2
if op2 > op1:
return 0
op1 = two_pair(cards1)
op2 = two_pair(cards2)
if op1[0] > op2[0] or (op1[0]==op2[0] and op1[1]>op2[1]):
return 2
if op2[0] > op1[0] or (op1[0]==op2[0] and op1[1]<op2[1]):
return 0
op1 = pair(cards1)
op2 = pair(cards2)
if op1[0] > op2[0] or (op1[0]==op2[0] and op1[1]>op2[1]):
return 2
if op2[0] > op1[0] or (op1[0]==op2[0] and op1[1]<op2[1]):
return 0
op1 = high(cards1)
op2 = high(cards2)
if op1 > op2:
return 2
if op2 > op1:
return 0
return 1
def evaluate_perc(you1,you2, opp1,opp2, com_cards):
global count
cards1 = copy.deepcopy(com_cards + [you1] + [you2])
print(cards1)
op1 = straight_flush(cards1)
if op1 > 0:
print("StraightFlush", cards1)
count[0]+=1
op1 = four_of_a_kind(cards1)
if op1 > 0:
print("4 Kind", cards1)
count[1]+=1
op1 = full_house(cards1)
if op1 > 0:
print("Full House", cards1)
count[2]+=1
op1 = flush(cards1)
if op1 > 0:
print("Flush", cards1)
count[3]+=1
op1 = straight(cards1)
if op1 > 0:
print("Street", cards1)
count[4]+=1
op1 = three_of_a_kind(cards1)
if op1 > 0:
print("3 Kind", cards1)
count[5]+=1
op1 = two_pair(cards1)
if op1[0] > 0:
print("2 Pair", cards1)
count[6]+=1
op1 = pair(cards1)
if op1[0] > 0:
count[7]+=1
op1 = high(cards1)
if op1 > 0:
count[8]+=1
count[9]+=1
return 1
def all_calculate_percentage(cards, rounds=100000):
count_per = 0
for i in range(rounds):
round_cards = copy.deepcopy(cards)
first = random.choice(round_cards)
round_cards.remove(first)
second = random.choice(round_cards)
round_cards.remove(second)
com_cards = [0,0,0,0,0]
for i in range(5):
com_cards[i] = random.choice(round_cards)
round_cards.remove(com_cards[i])
count_per += evaluate_perc(first, second, 0, 0, com_cards)
return 1.0*count_per/(2*rounds)
def calculate_percentage(cards, first, second, com_cards, index_start, rounds=140000):
count = 0
for i in range(rounds):
round_cards = copy.deepcopy(cards)
op1 = random.choice(round_cards)
round_cards.remove(op1)
op2 = random.choice(round_cards)
round_cards.remove(op2)
for i in range(index_start, 5):
com_cards[i] = random.choice(round_cards)
round_cards.remove(com_cards[i])
count += evaluate_you_won(first, second, op1, op2, com_cards)
return 1.0*count/(2*rounds)
all_cards = []
for i in range(4):
for j in range(2, 15):
all_cards.append((j, i))
# print(evaluate_you_won((10,0), (11,0),(3,0),(4,0), [(12,0), (13,0), (14,0), (3,3), (2,2)]))
# print(count)
#total_games = 400000
#hands = 2598960
#perc = all_calculate_percentage(all_cards, total_games)
#print(*["StraFlu", "4 Kind", "FullHou", "Flush", "Street", "3 Kind", "2 Pair", "1 Pair", "HighCard"], sep='\t')
#print(*count[:9], sep='\t')
#print(*[int(40.0/hands*total_games), int(total_games*0.00168067227), int(total_games/693), int(total_games/508), int(total_games/254), int(total_games/46), int(total_games/20), int(total_games/1.37), int(total_games)], sep='\t')
turn = True
sb = 0.5
bb = 1
chris_bank = 500
yannick_bank = 500
chris_pot = 0
yannick_pot = 0
games_played = 0
def find_threeshold(perc, level, chris_paid, yannick_bank, yannick_pot, chris_bank, chris_pot):
global log_book_unknown_chris_card, log_book_known_chris_card
weights = [0.4, 0.1, 0.3,0.2,0.1,0]
win = []
added_to_win = []
for k in range(int(yannick_bank*2)):
to_add = k/2
added_to_win.append(to_add)
y=[]
for i in log_book_known_chris_card[level]:
if i[5]==3:
y.append(1)
elif i[5]==4:
y.append(0)
known_win = analysis(log_book_known_chris_card[level], y, weights, [perc,yannick_bank-chris_pot+yannick_pot-to_add, chris_pot, chris_pot+to_add, chris_paid, 0])
y=[]
for i in log_book_unknown_chris_card[level]:
if i[5]==1:
y.append(1)
elif i[5]==2:
y.append(0)
unknown_win = analysis(log_book_unknown_chris_card[level], y, weights, [perc,yannick_bank-chris_pot+yannick_pot-to_add, chris_pot, chris_pot + to_add, chris_paid, 0])
win.append(0.7*known_win+0.3*unknown_win)
return win, added_to_win
def calculate(games_played, perc, level, chris_paid, yannick_bank, yannick_pot, chris_bank, chris_pot):
bluff = [0.1,0.3,0.5,0.01]
win, added_to_win = find_threeshold(perc, level, chris_paid, yannick_bank, yannick_pot, chris_bank, chris_pot)
if games_played<10 or (perc>0.5 and win[0]==0.5):
to_pay = chris_pot - yannick_pot
if 1 < to_pay < 10:
return to_pay, win[0]
else:
return 1, win[0]
if win[0] < 0.5:
if random.random() < bluff[level]*win[0]:
win, added_to_win = find_threeshold(0.8, level, chris_paid, yannick_bank, yannick_pot, chris_bank, chris_pot)
else:
return 0, win[0]
default_bet = int(1.5 * (chris_pot+yannick_pot))/2
risky_bet = default_bet
for i in win:
if win[i] > 0.5: # Error: numpy.float64 Why
risky_bet = chris_pot-yannick_pot+added_to_win[threeshold]
to_call = chris_pot - yannick_pot
bet = 0
if perc>0.6:
if random.random()>0.9:
bet = min(default_bet, risky_bet)
else:
bet = max(default_bet, risky_bet)
final_bet = min(max(to_call, bet), yannick_bank)
else:
if random.random()*0.5 < bluff[level]*win[0]:
final_bet = to_call
else:
final_bet = 0
return final_bet, win[0]
def log_book_update(log_book, number):
for i in log_book:
for j in i:
j[5]=number
return log_book
log_book_current_round = [[],[],[],[]]
if True:
log_book_known_chris_card = [[[0.5,0, 500, 500, 250, 4]],[[0.5,0, 500, 500, 250, 4]],[[0.5,0, 500, 500, 250, 4]],[[0.5,0, 500, 500, 250, 4]]]
log_book_unknown_chris_card = [[[0.5,0, 500, 500, 250, 4]],[[0.5,0, 500, 500, 250, 4]],[[0.5,0, 500, 500, 250, 4]],[[0.5,0, 500, 500, 250, 4]]]
else:
with open("log_book_known_chris_card.txt", "r") as fp:
log_book_unknown_chris_card = json.load(fp)
with open("log_book_unknown_chris_card.txt", "r") as fp:
log_book_unknown_chris_card = json.load(fp)
def ask_for_raise(ask_string):
try_again = True
while try_again:
try:
paid = float(input(ask_string))
try_again = False
except:
pass
return paid
def pay_money(games_played, turn, perc, level, bb, sb, chris_bank, yannick_bank, chris_pot, yannick_pot):
global log_book_current_round
chris_paid = 0
while True:
if turn:
if chris_pot==0:
chris_paid = sb
else:
chris_paid = ask_for_raise("Chris raises by how much: ")
chris_bank-= chris_paid
chris_pot+= chris_paid
# if chris_paid>0:
log_book_current_round[level].append([perc,yannick_bank, chris_pot, yannick_pot, chris_paid, 0])
if chris_pot < yannick_pot:
log_book_current_round = log_book_update(log_book_current_round, 1)
return chris_bank, yannick_bank+yannick_pot+chris_pot, 0, 0, True
if yannick_pot==0:
yannick_paid=bb
else:
suggestion, win_prob = calculate(games_played, perc, level, chris_paid, yannick_bank, yannick_pot, chris_bank, chris_pot)
print("Yannick should pay: ", suggestion, "## Win Probability by Card: ", perc, "## Win Chance by previous Games", win_prob)
yannick_paid = ask_for_raise("Yannick raises by how much: ")
yannick_bank-= yannick_paid
yannick_pot+= yannick_paid
if yannick_pot < chris_pot:
log_book_current_round = log_book_update(log_book_current_round, 2)
return chris_bank+yannick_pot+chris_pot, yannick_bank, 0, 0, True
else:
if yannick_pot==0:
yannick_paid=sb
else:
suggestion, win_prob = calculate(games_played, perc, level, chris_paid, yannick_bank, yannick_pot, chris_bank, chris_pot)
print("Yannick should pay: ", suggestion, "## Win Probability by Card: ", perc, "## Win Chance by previous Games", win_prob)
yannick_paid = ask_for_raise("Yannick raises by how much: ")
yannick_bank-= yannick_paid
yannick_pot+= yannick_paid
if yannick_pot < chris_pot:
log_book_current_round = log_book_update(log_book_current_round, 2)
return chris_bank+yannick_pot+chris_pot, yannick_bank, 0, 0, True
if chris_pot==0:
chris_paid = bb
else:
chris_paid = ask_for_raise("Chris raises by how much: ")
chris_bank-= chris_paid
chris_pot+= chris_paid
# if chris_paid>0:
log_book_current_round[level].append([perc,yannick_bank, chris_pot, yannick_pot, chris_paid, 0])
if chris_pot < yannick_pot:
log_book_current_round = log_book_update(log_book_current_round, 1)
return chris_bank, yannick_bank+yannick_pot+chris_pot, 0, 0, True
print("Chris Bank: ", chris_bank, "Yannick Bank: ", yannick_bank, "Chris Pot: ", chris_pot, "Yannick Pot: ", yannick_pot)
if int(round(2*chris_pot,0))==int(round(2*yannick_pot,0)):
break
return chris_bank, yannick_bank, chris_pot, yannick_pot, False
def ask_for_card(ask_string):
try_again = True
while try_again:
try:
card = get_tuble_cards(input(ask_string))
try_again = False
except:
pass
return card
while True:
cards = copy.deepcopy(all_cards)
com_cards = [0,0,0,0,0]
turn = not turn
games_played+=1
if len(log_book_current_round[0])>0:
if log_book_current_round[0][0][5]==1 or log_book_current_round[0][0][5]==2:
log_book_unknown_chris_card = [aa+bb for aa, bb in zip(log_book_unknown_chris_card, log_book_current_round)]
with open("logs/log_book_unknown_chris_card_{}.txt".format(games_played), "w") as fp:
json.dump(log_book_unknown_chris_card, fp)
else:
log_book_known_chris_card = [aa+bb for aa, bb in zip(log_book_known_chris_card, log_book_current_round)]
with open("logs/log_book_known_chris_card_{}.txt".format(games_played), "w") as fp:
json.dump(log_book_known_chris_card, fp)
log_book_current_round = [[],[],[],[]]
print("### NEW ROUND ###")
print("Chris Bank: ", chris_bank, "Yannick Bank: ", yannick_bank, "Chris Pot: ", chris_pot, "Yannick Pot: ", yannick_pot)
first = ask_for_card("First Card: ")
second = get_tuble_cards(input("Second Card: "))
cards.remove(first)
cards.remove(second)
perc = calculate_percentage(cards, first, second, com_cards, 0, 1000)
chris_bank, yannick_bank, chris_pot, yannick_pot, stop = pay_money(games_played, turn, perc, 0, bb, sb, chris_bank, yannick_bank, chris_pot, yannick_pot)
if stop:
continue
print("Flop Cards")
com_cards[0] = ask_for_card("Flop 1: ")
com_cards[1] = ask_for_card("Flop 2: ")
com_cards[2] = ask_for_card("Flop 3: ")
cards.remove(com_cards[0])
cards.remove(com_cards[1])
cards.remove(com_cards[2])
perc = calculate_percentage(cards, first, second, com_cards, 3, 1000)
chris_bank, yannick_bank, chris_pot, yannick_pot, stop = pay_money(games_played, turn, perc, 1, bb, sb, chris_bank, yannick_bank, chris_pot, yannick_pot)
if stop:
continue
print("Turn Cards")
com_cards[3] = ask_for_card("Turn: ")
cards.remove(com_cards[3])
perc = calculate_percentage(cards, first, second, com_cards, 4, 1000)
chris_bank, yannick_bank, chris_pot, yannick_pot, stop = pay_money(games_played, turn, perc, 2, bb, sb, chris_bank, yannick_bank, chris_pot, yannick_pot)
if stop:
continue
print("River Cards")
com_cards[4] = ask_for_card("River: ")
cards.remove(com_cards[4])
perc = calculate_percentage(cards, first, second, com_cards, 5, 1000)
chris_bank, yannick_bank, chris_pot, yannick_pot, stop = pay_money(games_played, turn, perc, 3, bb, sb, chris_bank, yannick_bank, chris_pot, yannick_pot)
if stop:
continue
chris1 = ask_for_card("Chris Card 1: ")
chris2 = ask_for_card("Chris Card 2: ")
winner = evaluate_you_won(first, second, chris1, chris2, com_cards)
if winner==2:
print("Yannick won this round")
yannick_bank+=chris_pot+yannick_pot
log_book_current_round = log_book_update(log_book_current_round, 3)
elif winner==0:
print("Chris won this round")
chris_bank+=chris_pot+yannick_pot
log_book_current_round = log_book_update(log_book_current_round, 4)
else:
print("Pot will be splited")
yannick_bank+=yannick_pot
chris_bank+=chris_pot
# log_book_current_round = log_book_update(log_book_current_round, 5)
yannick_pot=0
chris_pot=0