def _extract_features(records):
# "Deal", "Flop", "Turn", "River": 0, 1, 2, 3
privateCards = [
Card(card).serial for card in records["privateCards"]
]
deal_round = [
round_seq,
raiseCount[0],
betCount[0],
privateCards[0],
privateCards[1],
0,
0,
0,
0,
0, # public card
0, # card ranking
]
#+ [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # card histogram
flop_round = [round_seq, raiseCount[1], betCount[1],
privateCards[0], privateCards[1],
publicCards[0],
publicCards[1],
publicCards[2],
0,
0,
Card.get_card_suite(table_info["publicCards"][0:3], records["privateCards"])
] \
if round_seq >= 1 else \
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]# + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # card histogram
#+ holdem_cal(records["privateCards"], table_info["publicCards"][0:3])[0] \
turn_round = [round_seq, raiseCount[2], betCount[2],
privateCards[0], privateCards[1],
publicCards[0],
publicCards[1],
publicCards[2],
publicCards[3], 0,
Card.get_card_suite(table_info["publicCards"][0:4], records["privateCards"]),
] \
if round_seq >= 2 else \
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]# + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # card histogram
#+ holdem_cal(records["privateCards"], table_info["publicCards"][0:4])[0] \
river_round = [round_seq, raiseCount[3], betCount[3],
privateCards[0],
privateCards[1],
publicCards[0],
publicCards[1],
publicCards[2],
publicCards[3],
publicCards[4],
Card.get_card_suite(table_info["publicCards"][0:5], records["privateCards"]),
] \
if round_seq == 3 else \
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]# + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # card histogram
#+ holdem_cal(records["privateCards"], table_info["publicCards"][0:5])[0] \
return [deal_round, flop_round, turn_round, river_round]
def get_features(self, table_info, round_seq):
############################################
# roundName, raiseCount, betCount,privateCards, publicCards, evaluate, histogram
# 0 , 1 , 2 , 1, 23 , 1, 2, 4, 0,0, 7624, TBD
# 0.0, 0.0, 0.9130434782608695, 0.0, 0.0, 0.0, 0.08695652173913043, 0.0, 0.0, 0.0, 1, 11, 22, 33, 44, 55
##############
###### card Histogram
# High Card : 0.0
# Pair : 0.0
# Two Pair : 0.913043478261
# Three of a Kind : 0.0
# Straight : 0.0
# Flush : 0.0
# Full House : 0.0869565217391
# Four of a Kind : 0.0
# Straight Flush : 0.0
# Royal Flush : 0.0
#######################
#numPlayers = table_info["numPlayers"]
if not table_info:
return None
raiseCount = table_info["raiseCount"]
betCount = table_info["betCount"]
publicCards = [Card(card).serial for card in table_info["publicCards"]]
def _extract_features(records):
# "Deal", "Flop", "Turn", "River": 0, 1, 2, 3
privateCards = [
Card(card).serial for card in records["privateCards"]
]
deal_round = [
round_seq,
raiseCount[0],
betCount[0],
privateCards[0],
privateCards[1],
0,
0,
0,
0,
0, # public card
0, # card ranking
]
#+ [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # card histogram
flop_round = [round_seq, raiseCount[1], betCount[1],
privateCards[0], privateCards[1],
publicCards[0],
publicCards[1],
publicCards[2],
0,
0,
Card.get_card_suite(table_info["publicCards"][0:3], records["privateCards"])
] \
if round_seq >= 1 else \
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]# + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # card histogram
#+ holdem_cal(records["privateCards"], table_info["publicCards"][0:3])[0] \
turn_round = [round_seq, raiseCount[2], betCount[2],
privateCards[0], privateCards[1],
publicCards[0],
publicCards[1],
publicCards[2],
publicCards[3], 0,
Card.get_card_suite(table_info["publicCards"][0:4], records["privateCards"]),
] \
if round_seq >= 2 else \
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]# + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # card histogram
#+ holdem_cal(records["privateCards"], table_info["publicCards"][0:4])[0] \
river_round = [round_seq, raiseCount[3], betCount[3],
privateCards[0],
privateCards[1],
publicCards[0],
publicCards[1],
publicCards[2],
publicCards[3],
publicCards[4],
Card.get_card_suite(table_info["publicCards"][0:5], records["privateCards"]),
] \
if round_seq == 3 else \
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]# + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # card histogram
#+ holdem_cal(records["privateCards"], table_info["publicCards"][0:5])[0] \
return [deal_round, flop_round, turn_round, river_round]
results = []
# not found the winner in this game, it is possible the winner has no private cards
if "winner" not in table_info:
return results
# add winer into the 1st
results.append(
_extract_features(self.player_records[table_info["winner"]][
table_info["tableNo"]]))
# add the loser
for player in table_info["player"]:
if player == table_info["winner"]:
continue
elif player not in self.player_records:
continue
player_rec = self.player_records[player]
if table_info["tableNo"] not in player_rec:
continue
results.append(
_extract_features(
self.player_records[player][table_info["tableNo"]]))
return results