def createList(self, data, location):
#when there is no linked list and we want to add at a given position
if (self.head is None and location > 0):
return ("there is no link list")
# when there is no node in the linked list
if (self.head is None and location == 0):
node1 = node(data)
self.head = node1
self.tail = node1
self.nodeCount += 1
#when we want to add at the starting of the list
elif (location == 0):
node1 = node(data)
node1.set_next(self.head)
self.head = node1
self.nodeCount += 1
#when we want to add a node at the last position
elif (location == self.nodeCount and location > 0):
node1 = node(data)
self.tail.set_next(node1)
self.tail = node1
self.nodeCount += 1
#when we want to add a node in between head and tail
else:
node1 = node(data)
tempNode = self.head
for i in range(0, location - 1):
tempNode = tempNode.get_next()
node1.set_next(tempNode.get_next())
tempNode.set_next(node1)
self.nodeCount += 1
def new_stage_incoming(curr_node, node_player0, node_player1, cards):
# ob novem stagu mora začeti p0 (tudi če je ravno igral)
if node_player0.infoSet[-1] != '|':
node_player0.infoSet += "|"
if node_player1.infoSet[-1] != '|':
node_player1.infoSet += "|"
# zdj preeidemo v nov node, ki je vezan na to kakšne karte padejo
curr_game_stage = curr_node.infoSet.count("|")
#preflop je stage 0
if curr_game_stage == 1:
new_cards_ = "f" + poVrsti([cards[4], cards[5], cards[6]]) # flop
elif curr_game_stage == 2:
new_cards_ = "t" + str(cards[7]) # turn
elif curr_game_stage == 3:
new_cards_ = "r" + str(cards[8]) # river
else:
return "error3"
# create nodes if necessary --> vedno kreiramo node v p0 in node_betting_map v p1 ker na začetku staga vedno začne p0
if new_cards_ not in node_player0.new_cards:
node_player0.new_cards[new_cards_] = nodes.node(node_player0.infoSet)
if new_cards_ not in node_player1.new_cards:
node_player1.new_cards[new_cards_] = nodes.node_betting_map(
node_player1.infoSet)
return new_cards_
def nodeInformation(infoSet, player):
# v nodemapu je drevo za vsak mozni zacetni hand
files_curr_dir = [
f for f in listdir("./") if isfile(join("./", f))
] # --> treba pogledat vsakič sprot ker sproti nastajajo novi fajli...mogoce po nekaj casa lahko zbrisem to vrstico
if player == 0:
file_name = "p0_" + infoSet + ".pkl"
if file_name in files_curr_dir:
with open(file_name, 'rb') as input:
newNode = pickle.load(input)
else:
newNode = nodes.node_betting_map(
""
) # --> tuki ne rabmo node, ker p0 avtomatsko na začetku da big blind in dejansko ne začne
elif player == 1:
file_name = "p1_" + infoSet + ".pkl"
if file_name in files_curr_dir:
with open(file_name, 'rb') as input:
newNode = pickle.load(input)
else:
newNode = nodes.node(
""
) # --> tuki rabmo node, ker p1 prvi igra v novi igri, saj ima p0 začetno stavo aka BIG BLIND + # --> b11 = znak za big blind
else:
return "error2"
return newNode
def createList(self, data, location):
node1 = node(data)
if (self.head == None and location == 0):
self.head = node1
self.tail = node1
self.nodeCount += 1
elif (location == 0):
node1.set_next(self.head)
self.head.set_prev(node1)
self.head = node1
self.nodeCount += 1
elif (location >= self.nodeCount):
node1.set_prev(self.tail)
self.tail.set_next(node1)
self.tail = node1
self.nodeCount += 1
else:
tempNode = self.head
for i in range(0, location - 1):
tempNode = (tempNode.get_next())
node1.set_next(tempNode.get_next())
node1.set_prev(tempNode)
tempNode.set_next(node1)
node1.get_next().set_prev(node1)
self.nodeCount += 1
def openfile(path): import nodes as nd import csv with open(path) as f: edges = [tuple(line) for line in csv.reader(f)] labels = nd.node(edges) idxs = dict(zip(labels, range(len(labels)))) iedges = [(idxs[e[0]], idxs[e[1]]) for e in edges] return iedges
def openfile(path):
import nodes as nd
import csv
with open(path) as f:
edges = [tuple(line) for line in csv.reader(f)]
labels = nd.node(edges)
idxs = dict(zip(labels, range(len(labels))))
iedges = [(idxs[e[0]], idxs[e[1]]) for e in edges]
return iedges
def addEdge(self, fromNode, toNode):
node1 = node(toNode)
if (self.vertexList[fromNode] == None):
self.vertexList[fromNode] = node1
else:
tempNode = self.vertexList[fromNode]
while (tempNode.get_next() is not None):
tempNode = tempNode.get_next()
tempNode.set_next(node1)
def createNode(self, data):
node1 = node(data)
if (self.head is None):
self.head = node1
self.tail = node1
self.nodeCount += 1
else:
self.tail.set_next(node1)
self.tail = node1
self.nodeCount += 1
def makerandomtree(pc, maxdepth = 4, fpr = 0.5, ppr = 0.6):
if random() < fpr and maxdepth > 0:
f = choice(functions.getFunctions())
children = [makerandomtree(pc, maxdepth - 1, fpr, ppr)
for i in range(f.childcount)]
return nodes.node(f, children)
elif random() < ppr:
return nodes.paramnode(randint(0, pc - 1))
else:
return nodes.constnode(randint(0, 255))
def createList(self, data, location):
if (self.head is None and location > 0):
print("error in circular list creation")
return
# when there is no node in list
elif (self.head is None and location == 0):
node1 = node(data)
self.head = node1
self.tail = node1
node1.set_next(node1)
self.nodeCount += 1
#when we want to add at the first position
elif (location == 0):
node1 = node(data)
node1.set_next(self.head)
self.head = node1
self.tail.set_next(node1)
self.nodeCount += 1
# when we want to add at the last node
elif (location == self.nodeCount):
tempNode = self.head
node1 = node(data)
node1.set_next(self.head)
self.tail.set_next(node1)
self.tail = node1
self.nodeCount += 1
#when we want to add in between head and tail
else:
tempNode = self.head
node1 = node(data)
for i in range(0, location - 1):
tempNode = tempNode.get_next()
node1.set_next(tempNode.get_next())
tempNode.set_next(node1)
self.nodeCount += 1
def make_adjacency(edges): import numpy as np import nodes as nd nods = nd.node(edges) size = len(nods) adjm = np.zeros((size,size)) #print adjm for i in edges: c = (i[0], i[1]) d = (i[1], i[0]) #print c adjm[c] = 1 adjm[d] = 1 return adjm
def make_adjacency(edges):
import numpy as np
import nodes as nd
nods = nd.node(edges)
size = len(nods)
adjm = np.zeros((size, size))
# print adjm
for i in edges:
c = (i[0], i[1])
d = (i[1], i[0])
# print c
adjm[c] = 1
adjm[d] = 1
return adjm
def createList(self, value, location):
node1 = node(value)
if (self.head == None and location > 0):
print("no link list found to add the node at given location")
#when there is no node in the list
elif (self.head == None and location == 0):
self.head = node1
self.tail = node1
node1.set_next(node1)
node1.set_prev(node1)
self.nodeCount += 1
# when we want to add a node in 0th position
elif (location == 0):
node1.set_next(self.head)
node1.set_prev(self.tail)
self.head.set_prev(node1)
self.tail.set_next(node1)
self.nodeCount += 1
#when we want to add at last position
elif (location >= self.nodeCount):
node1.set_prev(self.tail)
self.tail.set_next(node1)
self.head.set_prev(node1)
node1.set_next(self.head)
self.tail = node1
self.nodeCount += 1
#when we want to add node in between
else:
tempNode = self.head
for i in range(0, location - 1):
tempNode = tempNode.get_next()
node1.set_next(tempNode.get_next())
node1.set_prev(tempNode)
tempNode.set_next(node1)
node1.get_next().set_prev(node1)
self.nodeCount += 1
def generate(num_of_games=100000):
file_path = "Analysis/Bot/datasets/dataset.txt"
cards = [2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4, 5, 5, 5, 5, 6, 6, 6, 6, 7, 7, 7, 7, 8, 8, 8, 8, 9, 9, 9, 9, 10, 10, 10,
10, 11, 11, 11, 11, 12, 12, 12, 12, 13, 13, 13, 13, 14, 14, 14, 14]
# Ta node uporabimo ko naš node ni naučen --> z več učenja tega ne bomo več potrebovali
node_random = nodes.node("b1")
for i in range(len(node_random.strategySum)):
node_random.strategySum[i] = 1 / len(node_random.strategySum)
#print("How many games do we generate?")
counter = 0
start_time = time.time()
while counter < int(num_of_games):
counter += 1
print(counter)
# ponastavimo infoset
max_pot = 2 * ZACETNO_STANJE # več od tega ne more biti, ker sta oba bota porabila svoj denar
#zmešamo in razdelimo karte
random.shuffle(cards)
old_pot = BIG_BLIND # p0 big blind
new_pot = BIG_BLIND
# Write to file
f = open(file_path, "a")
f.write("Game started at: " + str(datetime.datetime.now()) + "\n")
f.write("Game ID: " + str(counter) + " " + str(SMALL_BLIND) + "/" + str(BIG_BLIND) + " Hold'em\n")
f.write("Seat 1 is the button")
f.write("Seat 1: Bot1 (50).\n")
f.write("Seat 2: Bot2 (50).\n")
f.write("Player Bot1 has big blind (1)\n")
f.write("Player Bot1 received a card " + num_to_card(cards[0]) + ".\n")
f.write("Player Bot1 received a card " + num_to_card(cards[1]) + ".\n")
f.write("Player Bot2 received a card " + num_to_card(cards[2]) + ".\n")
f.write("Player Bot2 received a card " + num_to_card(cards[3]) + ".\n")
f.close()
#init the bots
bot_0_cards = cfr_poker.poVrsti([cards[0], cards[1]])
bot_1_cards = cfr_poker.poVrsti([cards[2], cards[3]])
try:
bot_0_node = cfr_poker.nodeInformation(bot_0_cards, 0)
except:
bot_0_node = node_random
try:
bot_1_node = cfr_poker.nodeInformation(bot_1_cards, 1)
except:
bot_1_node = node_random
bot_in_action = 1 # ker ima p0 big blind
# Init the variables
global game_infoset
game_infoset = ""
opponent_bet = 0
isRiver = False
game_ended = False
winner = "none"
global better_cards_p0
better_cards_p0 = cfr_poker.betterCards(cards, 0)
a = better_cards_p0
global better_cards_p1
better_cards_p1 = cfr_poker.betterCards(cards, 1)
#smo v tem loopu, dokler player spet ni konec igre
while(not game_ended):
debug = game_infoset
if payoff(game_infoset, old_pot) != "continue":
payoff_value = payoff(game_infoset, old_pot)
winner = bot_in_action if payoff_value > 0 else (1-bot_in_action)
#f.write("Bot" + str(winner) + " won")
# glede na playerja veš kdo je zmagu
game_ended = True
break
elif nodes.isNewStage(game_infoset):
# Dodamo '|' v novem stagu
game_infoset += "|"
# Pokazemo nove karte
curr_node = bot_0_node if bot_in_action == 0 else bot_1_node
try:
new_cards_ = cfr_poker.new_stage_incoming(curr_node, bot_0_node, bot_1_node, cards)
except: new_cards_ = "err"
try:
bot_0_node = bot_0_node.new_cards[new_cards_]
except: bot_0_node = node_random
try:
bot_1_node = bot_1_node.new_cards[new_cards_]
except: bot_1_node = node_random
# Ponastavimo variable
bot_in_action = 0
opponent_bet = 0
bot_bet = 0
# Zapišemo v file
game_stage = game_infoset.count("|")
f = open(file_path, "a")
if game_stage == 1: f.write("*** FLOP ***: [" + num_to_card(cards[4]) + " " + num_to_card(cards[5]) + " " + num_to_card(cards[6]) + "]\n")
if game_stage == 2: f.write("*** TURN ***: [" + num_to_card(cards[7]) + "]\n")
if game_stage == 3:
f.write("*** RIVER ***: [" + num_to_card(cards[8]) + "]\n")
isRiver = True
f.close()
# Tukaj sedaj zamenjamo node
node = bot_0_node if bot_in_action == 0 else bot_1_node
bot_action, action_info, bot_bet = bot_action_fun(node, old_pot, opponent_bet)
action_num = int(action_info[-1])
old_pot, new_pot = cfr_poker.new_pot_amount(game_infoset, old_pot, new_pot, action_num)
if new_pot*2 >= 100:
bot_action = "allin"
f = open(file_path, "a")
f.write("Player Bot" + str(bot_in_action) + " " + bot_action + "s")
f.write(" (" + str(bot_bet) + ")\n") if (bot_action != "fold" and bot_action != "check") else f.write("\n")
f.close()
game_infoset += action_info
# Posodobimo node
debug = game_infoset
try:
bot_0_node = bot_0_node.betting_map[action_info]
except: bot_0_node = node_random
try:
bot_1_node = bot_1_node.betting_map[action_info]
except: bot_1_node = node_random
opponent_bet = bot_bet
bot_bet = 0
bot_in_action = 1 - bot_in_action
# Zaključena igra, sedaj napišemo summary
f = open(file_path, "a")
f.write("------ Summary ------\n")
f.write("Board: [" + num_to_card(cards[4]) + " " + num_to_card(cards[5]) + " " + num_to_card(cards[6]) + " " + num_to_card(cards[7]) + " " + num_to_card(cards[8]) + "]\n")
if isRiver:
winner_cards = num_to_card(cards[0]) + ", " + num_to_card(cards[1]) if winner==0 else num_to_card(cards[2]) + ", " + num_to_card(cards[3])
f.write("Player Bot" + str(winner) + " shows cards: " + winner_cards + "\n")
f.write("Player Bot" + str(1-winner) + " does not show cards\n")
else:
f.write("Player Bot" + str(winner) + " does not show cards\n")
f.write("Player Bot" + str(1-winner) + " does not show cards\n")
f.write("Game ended at: " + str(datetime.datetime.now()) + "\n\n")
f.close()
print("Čas izvajanja programa: ", (time.time() - start_time), " sekund. To je ", (time.time() - start_time)/60," minut, kar je ", (time.time() - start_time)/60/int(num_of_games), "minut na igro")
def __init__(self, edges):
import nodes as nd
self.nodes = nd.node(edges)
self.edges = edges
def __init__(self, edges): import nodes as nd self.nodes = nd.node(edges) self.edges = edges
def path_find(the_map, xA, yA, thetaA, actionA, xB, yB, thetaB, actionB):
closed_nodes_map = np.zeros(shape=the_map.shape)
open_nodes_map = np.zeros(shape=the_map.shape)
dir_map = {}
explored_nodes_count = 0
pq = [[], []]
pqi = 0
n0 = node(xA, yA, thetaA, actionA)
n0.updatePriority(xB, yB, thetaB, actionB)
heappush(pq[pqi], n0)
open_nodes_map[actionA][thetaA][yA][xA] = n0.priority
while len(pq[pqi]) > 0:
n1 = pq[pqi][0]
n0 = node(n1.x, n1.y, n1.theta, n1.action, n1.distance, n1.priority)
x = n0.x
y = n0.y
theta = n0.theta
action = n0.action
heappop(pq[pqi])
open_nodes_map[action][theta][y][x] = 0
closed_nodes_map[action][theta][y][x] = 1
if x == xB and y == yB and theta == thetaB:
path = []
while not (x == xA and y == yA and theta == thetaA and action == actionA):
td_node = dir_node(x, y, theta, action)
parent = dir_map[td_node]
path.append(parent)
x = parent.x
y = parent.y
theta = parent.theta
action = parent.action
return (path, explored_nodes_count)
dx, dy, dtheta, daction = n0.get_transition_states()
for i in range(len(dx)):
xdx = dx[i]
ydy = dy[i]
thetadtheta = dtheta[i]
actiondaction = daction[i]
if not (xdx < 0 or xdx > the_map.shape[3] - 1 or ydy < 0 or ydy > the_map.shape[2] - 1 or the_map[actiondaction][thetadtheta][ydy][xdx] == 1 or closed_nodes_map[actiondaction][thetadtheta][ydy][xdx] == 1):
m0 = node(xdx, ydy, thetadtheta, actiondaction, n0.distance, n0.priority)
m0.nextMove(action, i)
m0.updatePriority(xB, yB, thetaB, actionB)
if open_nodes_map[actiondaction][thetadtheta][ydy][xdx] == 0:
explored_nodes_count += 1
open_nodes_map[actiondaction][thetadtheta][ydy][xdx] = m0.priority
heappush(pq[pqi], m0)
md_node = dir_node(m0.x, m0.y, m0.theta, m0.action)
nd_node = dir_node(n0.x, n0.y, n0.theta, n0.action)
dir_map[md_node] = nd_node
elif open_nodes_map[actiondaction][thetadtheta][ydy][xdx] > m0.priority:
open_nodes_map[actiondaction][thetadtheta][ydy][xdx] = m0.priority
md_node = dir_node(m0.x, m0.y, m0.theta, m0.action)
nd_node = dir_node(n0.x, n0.y, n0.theta, n0.action)
dir_map[md_node] = nd_node
while not (pq[pqi][0].x == xdx and pq[pqi][0].y == ydy):
heappush(pq[1 - pqi], pq[pqi][0])
heappop(pq[pqi])
heappop(pq[pqi])
if len(pq[pqi]) > len(pq[1 - pqi]):
pqi = 1 - pqi
while len(pq[pqi]) > 0:
heappush(pq[1 - pqi], pq[pqi][0])
heappop(pq[pqi])
pqi = 1 - pqi
heappush(pq[pqi], m0)
return ('', explored_nodes_count)
def kreiraj_sinove(self, curr_node, node_player0, node_player1,
p0_nextTurn, player):
# Če so nodi computerani, potem ne kreiramo na novo dreves
# Še vseeno moramo kreirati drevesa v non_curr_node, saj proti drugemu playerju lahko ta player z drugačnimi kartami igra drugače --> zato njih moramo brisat
is_not_computed = not curr_node.computed_node
num_actions = nodes.num_actions(curr_node.infoSet, self.NUM_ACTIONS)
for i in range(num_actions):
oznaka_stave = "b" + str(i)
new_infoset = curr_node.infoSet + oznaka_stave
new_p0_nextTurn = p0_nextTurn
if new_p0_nextTurn == False:
new_p0_nextTurn = nodes.isNewStage(new_infoset)
if player == 0:
if isTerminalState(
new_infoset): #terminal state --> naredimo payoff node
if oznaka_stave not in node_player0.betting_map and is_not_computed:
node_player0.betting_map[
oznaka_stave] = nodes.node_payoff(new_infoset)
if oznaka_stave not in node_player1.betting_map:
node_player1.betting_map[
oznaka_stave] = nodes.node_payoff(new_infoset)
elif nodes.isNewStage(
new_infoset
): #new stage state --> naredimo new cards infose
if oznaka_stave not in node_player0.betting_map and is_not_computed:
node_player0.betting_map[
oznaka_stave] = nodes.node_new_cards(new_infoset)
if oznaka_stave not in node_player1.betting_map:
node_player1.betting_map[
oznaka_stave] = nodes.node_new_cards(new_infoset)
else: #sicer naredimo navaden betting node
if oznaka_stave not in node_player0.betting_map and is_not_computed:
node_player0.betting_map[oznaka_stave] = nodes.node(
new_infoset
) if new_p0_nextTurn else nodes.node_betting_map(
new_infoset)
if oznaka_stave not in node_player1.betting_map:
node_player1.betting_map[oznaka_stave] = nodes.node(
new_infoset
) if not new_p0_nextTurn else nodes.node_betting_map(
new_infoset)
elif player == 1:
if isTerminalState(
new_infoset): #terminal state --> naredimo payoff node
if oznaka_stave not in node_player0.betting_map:
node_player0.betting_map[
oznaka_stave] = nodes.node_payoff(new_infoset)
if oznaka_stave not in node_player1.betting_map and is_not_computed:
node_player1.betting_map[
oznaka_stave] = nodes.node_payoff(new_infoset)
elif nodes.isNewStage(
new_infoset
): #new stage state --> naredimo new cards infose
if oznaka_stave not in node_player0.betting_map:
node_player0.betting_map[
oznaka_stave] = nodes.node_new_cards(new_infoset)
if oznaka_stave not in node_player1.betting_map and is_not_computed:
node_player1.betting_map[
oznaka_stave] = nodes.node_new_cards(new_infoset)
else: #sicer naredimo navaden betting node
if oznaka_stave not in node_player0.betting_map:
node_player0.betting_map[oznaka_stave] = nodes.node(
new_infoset
) if new_p0_nextTurn else nodes.node_betting_map(
new_infoset)
if oznaka_stave not in node_player1.betting_map and is_not_computed:
node_player1.betting_map[oznaka_stave] = nodes.node(
new_infoset
) if not new_p0_nextTurn else nodes.node_betting_map(
new_infoset)