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emulator_test.py
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# -*- coding: utf-8 -*-
# +
# try:
# set_start_method('spawn')
# print("spawn is run.")
# #set_start_method('fork') GPU使用時CUDA initializationでerror
# #print('fork')
# except RuntimeError:
# pass
#import random
#random.seed(247165)
import sys
import numpy as np
import random
import math
import copy
from card_setting import *
from Field_setting import Field
from Player_setting import *
from Game_setting import Game
from my_moduler import get_module_logger#, get_state_logger
from mulligan_setting import *
import logging
import matplotlib.pyplot as plt
import os
if __name__ == "__main__":
os.environ["CUDA_LAUNCH_BLOCKING"] = "1"
from torch.multiprocessing import Pool, Process, set_start_method,cpu_count, RLock
mylogger = get_module_logger(__name__)
from my_enum import *
import argparse
import csv
from tqdm import tqdm
value_history = []
# -
def tsv_to_deck(tsv_name):
deck = Deck()
with open("Deck_TSV/" + tsv_name) as f:
reader = csv.reader(f, delimiter='\t')
for row in reader:
card_category = row[0]
# mylogger.info(row)
if card_category == "Creature":
deck.append(Creature(creature_name_to_id[row[1]]), num=int(row[2]))
elif card_category == "Spell":
deck.append(Spell(spell_name_to_id[row[1]]), num=int(row[2]))
elif card_category == "Amulet":
deck.append(Amulet(amulet_name_to_id[row[1]]), num=int(row[2]))
else:
assert False, "{} {}".format(card_category)
return deck
def game_play(Player1, Player2, D1, D2, win, lose, lib_num, virtual_flg=False, deck_name_list=None):
assert Player1.player_num != Player2.player_num, "same error"
f = Field(5)
f.players[0] = Player1
f.players[0].field = f
f.players[1] = Player2
f.players[1].field = f
f.players[0].deck = Deck()
f.players[0].deck.set_leader_class(D1.leader_class.name)
f.players[0].deck.set_deck_type(D1.deck_type)
for card in D1.deck:
f.players[0].deck.deck.append(card.get_copy())
f.players[1].deck = Deck()
f.players[1].deck.set_leader_class(D2.leader_class.name)
f.players[1].deck.set_deck_type(D2.deck_type)
for card in D2.deck:
f.players[1].deck.deck.append(card.get_copy())
f.players[0].deck.shuffle()
f.players[1].deck.shuffle()
f.players[0].draw(f.players[0].deck, 3)
f.players[1].draw(f.players[1].deck, 3)
G = Game()
#virtual_flg=False
print("virtual:{}".format(virtual_flg))
(w, l, lib, turn) = G.start(f, virtual_flg=virtual_flg)
win += w
lose += l
first = w
lib_num += lib
if not virtual_flg:
mylogger.info("Game end")
mylogger.info("Player1 life:{} Player2 life:{}".format(f.players[0].life, f.players[1].life))
f.show_field()
player1_win_turn = False
player2_win_turn = False
if w == 1:
player1_win_turn = turn
else:
player2_win_turn = turn
f.players[0].life = 20
f.players[0].hand.clear()
f.players[0].deck = None
f.players[0].lib_out_flg = False
f.players[1].life = 20
f.players[1].hand.clear()
f.players[1].deck = None
f.players[1].lib_out_flg = False
if f.players[0].policy.policy_type == 3:
f.players[0].policy.current_node = None
if f.players[1].policy.policy_type == 3:
f.players[1].policy.current_node = None
if not virtual_flg:
f.graveyard.show_graveyard()
f.play_cards.show_play_list()
if deck_name_list is not None:
f.play_cards.play_cards_set()
win_flg = [w, l]
for i in range(2):
for cost_key in list(f.play_cards.name_list[i].keys()):
for category_key in list(f.play_cards.name_list[i][cost_key].keys()):
for name_key in list(f.play_cards.name_list[i][cost_key][category_key].keys()):
if name_key in deck_name_list[f.players[i].name]:
deck_name_list[f.players[i].name][name_key]["used_num"] += 1
turn_list = f.play_cards.played_turn_dict[i][name_key]
deck_name_list[f.players[i].name][name_key]["sum_of_turn_when_used"] \
+= sum(turn_list) / len(turn_list)
deck_name_list[f.players[i].name][name_key]["win_num"] += win_flg[i]
for card_name in f.drawn_cards.name_list[i]:
if card_name in deck_name_list[f.players[i].name]:
deck_name_list[f.players[i].name][card_name]["drawn_num"] += 1
deck_name_list[f.players[i].name][card_name]["win_num_when_drawn"] += win_flg[i]
return win, lose, lib_num, turn, first, (player1_win_turn, player2_win_turn)
def demo_game_play(Player1, Player2, D1, D2, win, lose, lib_num, virtual_flg=False, deck_name_list=None,
history_flg=False):
assert Player1.player_num != Player2.player_num, "same error"
f = Field(5)
f.players[0] = Player1
f.players[0].field = f
f.players[1] = Player2
f.players[1].field = f
f.players[0].deck = Deck()
f.players[0].deck.set_leader_class(D1.leader_class.name)
f.players[0].deck.set_deck_type(D1.deck_type)
for card in D1.deck:
f.players[0].deck.deck.append(card.get_copy())
f.players[1].deck = Deck()
f.players[1].deck.set_leader_class(D2.leader_class.name)
f.players[1].deck.set_deck_type(D2.deck_type)
for card in D2.deck:
f.players[1].deck.deck.append(card.get_copy())
G = Game()
f.players[0].deck.shuffle()
f.players[1].deck.shuffle()
f.players[0].draw(f.players[0].deck, 3)
f.players[1].draw(f.players[1].deck, 3)
# f.evo_point = [1,2]
if history_flg:
(w, l, lib, turn, history) = G.start(f, virtual_flg=virtual_flg, history_flg=history_flg)
value_history.append(history)
else:
(w, l, lib, turn) = G.start(f, virtual_flg=virtual_flg)
win += w
lose += l
first = w
lib_num += lib
if not virtual_flg:
mylogger.info("Game end")
mylogger.info("Player1 life:{} Player2 life:{}".format(f.players[0].life, f.players[1].life))
f.show_field()
player1_win_turn = False
player2_win_turn = False
if w == 1:
player1_win_turn = turn
else:
player2_win_turn = turn
f.players[0].life = 20
f.players[0].hand.clear()
f.players[0].deck = None
f.players[0].lib_out_flg = False
f.players[0].effect.clear()
f.players[1].life = 20
f.players[1].hand.clear()
f.players[1].deck = None
f.players[1].lib_out_flg = False
f.players[1].effect.clear()
if f.players[0].policy.policy_type in [3,4]:
policy = f.players[0].policy
policy.current_node = None
policy.prev_node = None
if f.players[1].policy.policy_type in [3,4]:
policy = f.players[1].policy
policy.current_node = None
policy.prev_node = None
if deck_name_list is not None:
f.play_cards.play_cards_set()
win_flg = [w, l]
for i in range(2):
for cost_key in list(f.play_cards.name_list[i].keys()):
for category_key in list(f.play_cards.name_list[i][cost_key].keys()):
for name_key in list(f.play_cards.name_list[i][cost_key][category_key].keys()):
if name_key in deck_name_list[f.players[i].name]:
deck_name_list[f.players[i].name][name_key]["used_num"] += 1
turn_list = f.play_cards.played_turn_dict[i][name_key]
deck_name_list[f.players[i].name][name_key]["sum_of_turn_when_used"] \
+= sum(turn_list) / len(turn_list)
deck_name_list[f.players[i].name][name_key]["win_num"] += win_flg[i]
for card_name in f.drawn_cards.name_list[i]:
if card_name in deck_name_list[f.players[i].name]:
deck_name_list[f.players[i].name][card_name]["drawn_num"] += 1
deck_name_list[f.players[i].name][card_name]["win_num_when_drawn"] += win_flg[i]
# mylogger.info(deck_name_list)
return win, lose, lib_num, turn, first, (player1_win_turn, player2_win_turn)
def demo_game_play_with_pairwise(Player1, Player2, D1, D2, win, lose, lib_num, virtual_flg=False,deck_name_list=None,pairwise_dict=None):
assert Player1.player_num != Player2.player_num, "same error"
f = Field(5)
f.players[0] = Player1
f.players[0].field = f
f.players[1] = Player2
f.players[1].field = f
f.players[0].deck = Deck()
f.players[0].deck.set_leader_class(D1.leader_class.name)
f.players[0].deck.set_deck_type(D1.deck_type)
for card in D1.deck:
f.players[0].deck.deck.append(card.get_copy())
f.players[1].deck = Deck()
f.players[1].deck.set_leader_class(D2.leader_class.name)
f.players[1].deck.set_deck_type(D2.deck_type)
for card in D2.deck:
f.players[1].deck.deck.append(card.get_copy())
f.players[0].deck.shuffle()
f.players[1].deck.shuffle()
f.players[0].draw(f.players[0].deck, 3)
f.players[1].draw(f.players[1].deck, 3)
# f.evo_point = [1,2]
G = Game()
(w, l, lib, turn) = G.start(f, virtual_flg=virtual_flg)
win += w
lose += l
first = w
lib_num += lib
if not virtual_flg:
mylogger.info("Game end")
mylogger.info("Player1 life:{} Player2 life:{}".format(f.players[0].life, f.players[1].life))
f.show_field()
player1_win_turn = False
player2_win_turn = False
if w == 1:
player1_win_turn = turn
else:
player2_win_turn = turn
f.players[0].life = 20
f.players[0].hand.clear()
f.players[0].deck = None
f.players[0].lib_out_flg = False
f.players[0].effect.clear()
f.players[1].life = 20
f.players[1].hand.clear()
f.players[1].deck = None
f.players[1].lib_out_flg = False
f.players[1].effect.clear()
f.play_cards.plain_play_cards_set()
if f.players[0].policy.policy_type in [3,4]:
policy = f.players[0].policy
policy.current_node = None
policy.prev_node = None
if f.players[1].policy.policy_type in [3,4]:
policy = f.players[1].policy
policy.current_node = None
policy.prev_node = None
win_flg = [w, l]
#for i in range(2):
# sorted_name_list = sorted(list(f.play_cards.plain_name_list[i].keys()))
# for key in list(sorted_name_list.keys()):
# if key in deck_name_list[f.players[i].name]:
# deck_name_list[key]["used_num"] += 1
# deck_name_list[key]["win_num"] += win_flg[i]
for i in range(2):
sorted_name_list = sorted(list(f.play_cards.plain_name_list[i].keys()))
for first_id,first_card_name in enumerate(sorted_name_list):
for second_id,second_card_name in enumerate(sorted_name_list,start=first_id+1):
if (first_card_name,second_card_name) in pairwise_dict[f.players[i].name]:
target_pair_wise = pairwise_dict[f.players[i].name][(first_card_name,second_card_name)]
target_pair_wise["both_played_num"] += 1
target_pair_wise["win_num_when_both_played"] += win_flg[i]
if deck_name_list is not None:
for key in sorted_name_list:
if key in deck_name_list[f.players[i].name]:
deck_name_list[f.players[i].name][key]["used_num"] += 1
deck_name_list[f.players[i].name][key]["win_num"] += win_flg[i]
return win, lose, lib_num, turn, first, (player1_win_turn, player2_win_turn)
def execute_demo(Player_1, Player_2, iteration, virtual_flg=False, deck_type=None,graph=False):
#Player1 = copy.deepcopy(Player_1)
#Player2 = copy.deepcopy(Player_2)
mylogger.info("d1:{}".format(Player_1.policy.name))
mylogger.info("d2:{}".format(Player_2.policy.name))
Player1 = Player_1.get_copy(None)
Player2 = Player_2.get_copy(None)
Player1.name = "Alice"
Player2.name = "Bob"
assert Player1 != Player2
win = 0
lose = 0
lib_num = 0
D = [Deck(), Deck()]
if deck_type is None:
deck_type = [5, 5]
else:
mylogger.info("deck_type:{}".format(deck_type))
deck_id_2_name = {0: "Sword_Aggro", 1: "Rune_Earth", 2: "Sword", 3: "Shadow", 4: "Dragon_PDK", 5: "Haven",
6: "Blood", 7: "Dragon", 8: "Forest", 9: "Rune", 10: "DS_Rune", -1: "Forest_Basic", -2: "Sword_Basic",
-3: "Rune_Basic",
-4: "Dragon_Basic", -5: "FOREST_Basic", -6: "Blood_Basic", -7: "Haven_Basic", -8: "Portal_Basic",
100: "Test",
-9: "Spell-Rune",11:"PtP-Forest",12:"Mid-Shadow",13:"Neutral-Blood",100:"TEST"}
key_2_tsv_name = {0: ["Sword_Aggro.tsv", "SWORD"], 1: ["Rune_Earth.tsv", "RUNE"], 2: ["Sword.tsv", "SWORD"],
3: ["New-Shadow.tsv", "SHADOW"], 4: ["Dragon_PDK.tsv", "DRAGON"], 5: ["Test-Haven.tsv", "HAVEN"],
6: ["Blood.tsv", "BLOOD"], 7: ["Dragon.tsv", "DRAGON"], 8: ["Forest.tsv", "FOREST"],
9: ["SpellBoost-Rune.tsv", "RUNE"],10: ["Dimension_Shift_Rune.tsv", "RUNE"],
11: ["PtP_Forest.tsv", "FOREST"],12: ["Mid_Shadow.tsv", "SHADOW"],
13: ["Neutral_Blood.tsv", "BLOOD"],100: ["TEST.tsv", "SHADOW"]}
mylogger.info("{}({})vs {}({})".format(Player_1.policy.name, deck_id_2_name[deck_type[0]], Player_2.policy.name,
deck_id_2_name[deck_type[1]]))
class_pool = [0, 0]
for i, d in enumerate(D):
if deck_type[i] in key_2_tsv_name:
D[i] = tsv_to_deck(key_2_tsv_name[deck_type[i]][0])
D[i].set_leader_class(key_2_tsv_name[deck_type[i]][1])
D[i].set_deck_type(Embedd_Network_model.deck_id_2_deck_type(deck_type[i]))
continue
if deck_type[i] == -1:
D[i] = tsv_to_deck("Forest_Basic.tsv")
D[i].set_leader_class("FOREST")
elif deck_type[i] == -2:
D[i] = tsv_to_deck("Sword_Basic.tsv")
D[i].set_leader_class("SWORD")
elif deck_type[i] == -3:
D[i] = tsv_to_deck("Rune_Basic.tsv")
D[i].set_leader_class("RUNE")
elif deck_type[i] == -4:
D[i] = tsv_to_deck("Dragon_Basic.tsv")
D[i].set_leader_class("DRAGON")
elif deck_type[i] == -5:
D[i] = tsv_to_deck("Shadow_Basic.tsv")
D[i].set_leader_class("SHADOW")
elif deck_type[i] == -6:
D[i] = tsv_to_deck("Blood_Basic.tsv")
D[i].set_leader_class("BLOOD")
elif deck_type[i] == -7:
D[i] = tsv_to_deck("Haven_Basic.tsv")
D[i].set_leader_class("HAVEN")
elif deck_type[i] == -8:
D[i] = tsv_to_deck("Portal_Basic.tsv")
D[i].set_leader_class("PORTAL")
elif deck_type[i] == -9:
D[i] = tsv_to_deck("SpellBoost-Rune.tsv")
D[i].set_leader_class("RUNE")
elif deck_type[i] == -10:
D[i] = tsv_to_deck("Test-Haven.tsv")
D[i].set_leader_class("HAVEN")
"""
elif deck_type[i] == 100:
D[i].set_leader_class("NEUTRAL")
D[i].append(Creature(creature_name_to_id["Goblin"]), num=4)
D[i].append(Creature(creature_name_to_id["Fighter"]), num=6)
D[i].append(Creature(creature_name_to_id["Unicorn Dancer Unica"]), num=3)
D[i].append(Creature(creature_name_to_id["Ax Fighter"]), num=3)
D[i].append(Creature(creature_name_to_id["Mercenary Drifter"]), num=3)
D[i].append(Creature(creature_name_to_id["Healing Angel"]), num=3)
D[i].append(Creature(creature_name_to_id["Shield Angel"]), num=3)
D[i].append(Creature(creature_name_to_id["Golyat"]), num=3)
D[i].append(Creature(creature_name_to_id["Angelic Sword Maiden"]), num=9)
D[i].append(Creature(creature_name_to_id["Gilgamesh"]), num=3)
"""
Player1.class_num = class_pool[0]
Player2.class_num = class_pool[1]
mylogger.info("Alice's deck mean cost:{:<4}".format(D[0].get_mean_cost()))
mylogger.info("Bob's deck mean cost:{:<4}".format(D[1].get_mean_cost()))
D[0].mean_cost = D[0].get_mean_cost()
D[1].mean_cost = D[1].get_mean_cost()
mylogger.info("deck detail")
D[0].show_remain_card_set()
D[1].show_remain_card_set()
mylogger.info("")
assert len(D[0].deck) == 40 and len(D[1].deck) == 40, "deck_len:{},{}" \
.format(len(D[0].deck), len(D[1].deck))
sum_of_turn = 0
span = max(iteration // 10, 1)
Turn_Players = [Player1, Player2]
win_lose = [win, lose]
epoc_len = span
epoc_win_lose = [0, 0]
epoc_lib_num = 0
first_num = [0, 0]
epoch_first_num = [0,0]
win_turns = [0, 0]
deck_name_list = {"Alice": D[0].get_name_set(), "Bob": D[1].get_name_set()}
for i in range(iteration):
if (i + 1) % epoc_len == 1 or epoc_len == 1:
epoc_win_lose = [int(win_lose[0]), int(win_lose[1])]
epoc_lib_num = int(lib_num)
epoch_first_num = [int(first_num[0]),int(first_num[1])]
if not virtual_flg:
mylogger.info("Game {}".format(i + 1))
# mylogger.info("name:{}".format(Turn_Players[i%2].name))
Turn_Players[i % 2].is_first = True
Turn_Players[i % 2].player_num = 0
Turn_Players[(i + 1) % 2].is_first = False
Turn_Players[(i + 1) % 2].player_num = 1
assert Turn_Players[0].player_num != Turn_Players[1].player_num, "same error {}".format(
Turn_Players[0].player_num)
(win_lose[i % 2], win_lose[(i + 1) % 2], lib_num, end_turn, first, (player1_win_turn, player2_win_turn)) \
= demo_game_play(Turn_Players[i % 2],
Turn_Players[(i + 1) % 2],
D[i % 2], D[(i + 1) % 2],
win_lose[i % 2],
win_lose[(i + 1) % 2], lib_num,
virtual_flg=virtual_flg, deck_name_list=deck_name_list, history_flg=graph)
first_num[i % 2] += first
sum_of_turn += end_turn
if player1_win_turn is not False:
win_turns[i % 2] += player1_win_turn
elif player2_win_turn is not False:
win_turns[(i + 1) % 2] += player2_win_turn
# mylogger.info("{}\n{}".format(deck_name_list[i % 2], deck_name_list[(i + 1) % 2]))
if (i + 1) % span == 0:
mylogger.info(
"Halfway {}:win={}, lose={}, libout_num={}, win_rate:{:.3f}".format(i + 1, win_lose[0], win_lose[1],
lib_num, win_lose[0] / (i + 1)))
mylogger.info("epoc_win_rate:{:.3%}".format((win_lose[0] - epoc_win_lose[0]) / (epoc_len)))
mylogger.info("first_win_rate:Player1:{:.3%},Player2:{:.3%}".format((first_num[0] - epoch_first_num[0]) / max(1,(epoc_len//2)),
(first_num[1] - epoch_first_num[1]) / max(1,(epoc_len//2))))
if (i + 1) % epoc_len == 0:
if Player1.policy.name.split("_")[0] == "Genetic":
Player1.policy.set_fitness((win_lose[0] - epoc_win_lose[0]) / (epoc_len))
mylogger.info("Result:win={}, lose={}, libout_num={}, win_rate:{:<3}".format(win_lose[0], win_lose[1], lib_num,
win_lose[0] / iteration))
mylogger.info("deck size:{} mean_end_turn {:<3}".format(len(D[0].deck), sum_of_turn / iteration))
if iteration>1:
mylogger.info("first_win_rate:Player1:{:<3},Player2:{:<3}".format(first_num[0] / (iteration // 2),
first_num[1] / (iteration // 2)))
if win_lose[0] == 0:
win_lose[0] = 1
if win_lose[1] == 0:
win_lose[1] = 1
mylogger.info("mean_win_turn:{:.3f},{:.3f}".format(win_turns[0] / win_lose[0], win_turns[1] / win_lose[1]))
#import itertools
#if Player1.mulligan_policy.data_use_flg:
# mylogger.info("mulligan_data:{}".format(set(list(itertools.compress(Player1.mulligan_policy.mulligan_data,
# Player1.mulligan_policy.win_data)))))
#if Player2.mulligan_policy.data_use_flg:
# mylogger.info("mulligan_data:{}".format(set(list(itertools.compress(Player2.mulligan_policy.mulligan_data,
# Player2.mulligan_policy.win_data)))))
mylogger.info("deck_type:{}".format(deck_type))
mylogger.info("{}({})vs {}({})".format(Player_1.policy.name, deck_id_2_name[deck_type[0]], Player_2.policy.name,
deck_id_2_name[deck_type[1]]))
contribution_list = {"Alice": [], "Bob": []}
drawn_win_rate_list = {"Alice": [], "Bob": []}
for i, player_key in enumerate(list(deck_name_list.keys())):
mylogger.info("Player{}".format(i + 1))
for key in list(deck_name_list[player_key].keys()):
target_cell = deck_name_list[player_key][key]
if target_cell["used_num"] > 0:
mylogger.info("{}'s contribution(used_num:{}):{:.3f}".format(key, target_cell["used_num"],
target_cell["win_num"] / target_cell[
"used_num"]))
contribution_list[player_key].append((key, target_cell["win_num"] / target_cell["used_num"]))
if target_cell["drawn_num"] > 0:
mylogger.info("{}'s drawn_win_rate(drawn_num:{}):{:.3f}".format(key, target_cell["drawn_num"],
target_cell["win_num_when_drawn"] /
target_cell["drawn_num"]))
drawn_win_rate_list[player_key].append(
(key, target_cell["win_num_when_drawn"] / target_cell["drawn_num"]))
contribution_list["Alice"].sort(key=lambda element: -element[1])
contribution_list["Bob"].sort(key=lambda element: -element[1])
drawn_win_rate_list["Alice"].sort(key=lambda element: -element[1])
drawn_win_rate_list["Bob"].sort(key=lambda element: -element[1])
mylogger.info("played_win_rate_rank")
for i, player_key in enumerate(list(contribution_list.keys())):
mylogger.info("Player{}".format(i + 1))
for j, cell in enumerate(contribution_list[player_key]):
mylogger.info("No.{} {}:{:.3f}".format(j + 1, cell[0], cell[1]))
print("")
mylogger.info("drawn_win_rate_rank")
for i, player_key in enumerate(list(drawn_win_rate_list.keys())):
mylogger.info("Player{}".format(i + 1))
for j, cell in enumerate(drawn_win_rate_list[player_key]):
mylogger.info("No.{} {}:{:.3f}".format(j + 1, cell[0], cell[1]))
print("")
def execute_demo_with_pairwise(Player_1, Player_2, iteration, virtual_flg=False, deck_type=None,output=False,directory_name=None):
Player1 = Player_1.get_copy(None)
Player2 = Player_2.get_copy(None)
Player1.name = "Alice"
Player2.name = "Bob"
assert Player1 != Player2
win = 0
lose = 0
lib_num = 0
D = [Deck(), Deck()]
if deck_type is None:
deck_type = [5, 5]
else:
mylogger.info("deck_type:{}".format(deck_type))
deck_id_2_name = {0: "Sword_Aggro", 1: "Rune_Earth", 2: "Sword", 3: "Shadow", 4: "Dragon_PDK", 5: "Haven",
6: "Blood", 7: "Dragon", 8: "Forest", 9: "Rune", 10: "DS_Rune", -1: "Forest_Basic", -2: "Sword_Basic",
-3: "Rune_Basic",
-4: "Dragon_Basic", -5: "FOREST_Basic", -6: "Blood_Basic", -7: "Haven_Basic", -8: "Portal_Basic",
100: "Test",
-9: "Spell-Rune",11:"PtP-Forest",12:"Mid-Shadow",13:"Neutral-Blood",100:"TEST"}
key_2_tsv_name = {0: ["Sword_Aggro.tsv", "SWORD"], 1: ["Rune_Earth.tsv", "RUNE"], 2: ["Sword.tsv", "SWORD"],
3: ["New-Shadow.tsv", "SHADOW"], 4: ["Dragon_PDK.tsv", "DRAGON"], 5: ["Test-Haven.tsv", "HAVEN"],
6: ["Blood.tsv", "BLOOD"], 7: ["Dragon.tsv", "DRAGON"], 8: ["Forest.tsv", "FOREST"],
9: ["SpellBoost-Rune.tsv", "RUNE"],10: ["Dimension_Shift_Rune.tsv", "RUNE"],
11: ["PtP_Forest.tsv", "FOREST"],12: ["Mid_Shadow.tsv", "SHADOW"],
13: ["Neutral_Blood.tsv", "BLOOD"],100: ["TEST.tsv", "SHADOW"]}
mylogger.info("{}({})vs {}({})".format(Player_1.policy.name, deck_id_2_name[deck_type[0]], Player_2.policy.name,
deck_id_2_name[deck_type[1]]))
class_pool = [0, 0]
for i, d in enumerate(D):
if deck_type[i] in key_2_tsv_name:
D[i] = tsv_to_deck(key_2_tsv_name[deck_type[i]][0])
D[i].set_leader_class(key_2_tsv_name[deck_type[i]][1])
D[i].set_deck_type(Embedd_Network_model.deck_id_2_deck_type(deck_type[i]))
Player1.class_num = class_pool[0]
Player2.class_num = class_pool[1]
mylogger.info("Alice's deck mean cost:{:<4}".format(D[0].get_mean_cost()))
mylogger.info("Bob's deck mean cost:{:<4}".format(D[1].get_mean_cost()))
D[0].mean_cost = D[0].get_mean_cost()
D[1].mean_cost = D[1].get_mean_cost()
assert len(D[0].deck) == 40 and len(D[1].deck) == 40, "deck_len:{},{}" \
.format(len(D[0].deck), len(D[1].deck))
mylogger.info("deck detail")
D[0].show_remain_card_set()
D[1].show_remain_card_set()
mylogger.info("")
sum_of_turn = 0
span = max(iteration // 10, 1)
Turn_Players = [Player1, Player2]
win_lose = [win, lose]
epoc_len = span
epoc_win_lose = [0, 0]
epoc_lib_num = 0
first_num = [0, 0]
epoch_first_num = [0,0]
win_turns = [0, 0]
deck_contents = {"Alice": D[0].get_name_set(), "Bob": D[1].get_name_set()}
#mylogger.info("deck_contents")
#mylogger.info(deck_contents)
pairwise_dict = {}
for i,player_name in enumerate(["Alice","Bob"]):
pairwise_dict[player_name] = {}
deck_name_list = D[i].get_name_set()
card_name_keys=sorted(list(deck_name_list.keys()))
for first_id,first_key in enumerate(card_name_keys):
for second_id,second_key in enumerate(card_name_keys[first_id+1:],start=first_id+1):
pairwise_dict[player_name][(first_key,second_key)] = {"both_played_num":0,"win_num_when_both_played":0}
for i in range(iteration):
if (i + 1) % epoc_len == 1 or epoc_len == 1:
epoc_win_lose = [int(win_lose[0]), int(win_lose[1])]
epoc_lib_num = int(lib_num)
epoch_first_num = [int(first_num[0]),int(first_num[1])]
if not virtual_flg:
mylogger.info("Game {}".format(i + 1))
# mylogger.info("name:{}".format(Turn_Players[i%2].name))
Turn_Players[i % 2].is_first = True
Turn_Players[i % 2].player_num = 0
Turn_Players[(i + 1) % 2].is_first = False
Turn_Players[(i + 1) % 2].player_num = 1
assert Turn_Players[0].player_num != Turn_Players[1].player_num, "same error {}".format(
Turn_Players[0].player_num)
(win_lose[i % 2], win_lose[(i + 1) % 2], lib_num, end_turn, first, (player1_win_turn, player2_win_turn)) \
= demo_game_play_with_pairwise(Turn_Players[i % 2],
Turn_Players[(i + 1) % 2],
D[i % 2], D[(i + 1) % 2],
win_lose[i % 2],
win_lose[(i + 1) % 2], lib_num,
virtual_flg=virtual_flg, pairwise_dict=pairwise_dict,deck_name_list=deck_contents)
first_num[i % 2] += first
sum_of_turn += end_turn
if player1_win_turn is not False:
win_turns[i % 2] += player1_win_turn
elif player2_win_turn is not False:
win_turns[(i + 1) % 2] += player2_win_turn
# mylogger.info("{}\n{}".format(deck_name_list[i % 2], deck_name_list[(i + 1) % 2]))
if (i + 1) % span == 0:
mylogger.info(
"Halfway {}:win={}, lose={}, libout_num={}, win_rate:{:.3f}".format(i + 1, win_lose[0], win_lose[1],
lib_num, win_lose[0] / (i + 1)))
mylogger.info("epoc_win_rate:{:.3%}".format((win_lose[0] - epoc_win_lose[0]) / (epoc_len)))
mylogger.info("first_win_rate:Player1:{:.3%},Player2:{:.3%}".format((first_num[0] - epoch_first_num[0]) / max(1,(epoc_len//2)),
(first_num[1] - epoch_first_num[1]) / max(1,(epoc_len//2))))
mylogger.info("Result:win={}, lose={}, libout_num={}, win_rate:{:<3}".format(win_lose[0], win_lose[1], lib_num,
win_lose[0] / iteration))
mylogger.info("deck size:{} mean_end_turn {:<3}".format(len(D[0].deck), sum_of_turn / iteration))
if iteration>1:
mylogger.info("first_win_rate:Player1:{:<3},Player2:{:<3}".format(first_num[0] / (iteration // 2),
first_num[1] / (iteration // 2)))
#if win_lose[0] == 0:
# win_lose[0] = 1
#if win_lose[1] == 0:
# win_lose[1] = 1
if win_lose[0]>0 and win_lose[1]>0:
mylogger.info("mean_win_turn:{:.3f},{:.3f}".format(win_turns[0] / win_lose[0], win_turns[1] / win_lose[1]))
import itertools
mylogger.info("deck_type:{}".format(deck_type))
mylogger.info("{}({})vs {}({})".format(Player_1.policy.name, deck_id_2_name[deck_type[0]], Player_2.policy.name,
deck_id_2_name[deck_type[1]]))
contribution_list = {"Alice": [], "Bob": []}
footcut_contribution_list = {"Alice": [], "Bob": []}
single_contribution_list = {"Alice": [], "Bob": []}
pairwise_contribution_list = {"Alice": [], "Bob": []}
resulting_win_rate = [win_lose[0]/iteration,win_lose[1]/iteration]
#drawn_win_rate_list = {"Alice": [], "Bob": []}
for i, player_key in enumerate(list(deck_contents.keys())):
for key in list(deck_contents[player_key].keys()):
target_cell = deck_contents[player_key][key]
if target_cell["used_num"] > 0:
played_num = target_cell["used_num"]
win_rate = target_cell["win_num"]/played_num
single_contribution_list[player_key].append((key,win_rate,played_num))
for i, player_key in enumerate(list(pairwise_dict.keys())):
mylogger.info("Player{}".format(i + 1))
for key in list(pairwise_dict[player_key].keys()):
target_cell = pairwise_dict[player_key][key]
if target_cell["both_played_num"] > 0:
both_played_num = target_cell["both_played_num"]
win_rate = target_cell["win_num_when_both_played"] / target_cell["both_played_num"]
#mylogger.info("{}'s pairwise WRP(both_played_num:{}):{:.3f}".format(key, both_played_num,win_rate))
contribution_list[player_key].append((key, win_rate,both_played_num))
if both_played_num > (iteration//10):
footcut_contribution_list[player_key].append((key, win_rate, both_played_num))
first_cell = list(filter(lambda x: x[0] == key[0], single_contribution_list[player_key]))[0]
second_cell = list(filter(lambda x: x[0] == key[1], single_contribution_list[player_key]))[0]
first_single_win_rate = first_cell[1]
second_single_win_rate = second_cell[1]
pairwise_contribution = win_rate
persentages = (first_single_win_rate,second_single_win_rate)
#pairwise_contribution = win_rate - ((first_single_win_rate + second_single_win_rate)/2)
#persentage = both_played_num/iteration
#first_term = first_single_win_rate*(first_cell[2]/iteration)
#second_term = second_single_win_rate * (second_cell[2] / iteration)
#pairwise_contribution = win_rate*persentage - ((first_term+second_term)/2)
pairwise_contribution_list[player_key].append((key, pairwise_contribution,persentages))
rank_range = 10
contribution_list["Alice"].sort(key=lambda element: -element[1])
contribution_list["Bob"].sort(key=lambda element: -element[1])
contribution_list["Alice"] = contribution_list["Alice"][:rank_range]
contribution_list["Bob"] = contribution_list["Bob"][:rank_range]
footcut_contribution_list["Alice"].sort(key=lambda element: -element[1])
footcut_contribution_list["Bob"].sort(key=lambda element: -element[1])
single_contribution_list["Alice"].sort(key=lambda element: -element[1])
single_contribution_list["Bob"].sort(key=lambda element: -element[1])
#pairwise_contribution_list["Alice"].sort(key=lambda element: -element[1]*element[2])
#pairwise_contribution_list["Bob"].sort(key=lambda element: -element[1]*element[2])
pairwise_contribution_list["Alice"].sort(key=lambda element: -element[1])
pairwise_contribution_list["Bob"].sort(key=lambda element: -element[1])
if len(footcut_contribution_list["Alice"])<rank_range:
rank_range = len(footcut_contribution_list["Alice"])
footcut_contribution_list["Alice"] = footcut_contribution_list["Alice"][:10]
rank_range = 10
if len(footcut_contribution_list["Bob"])<rank_range:
rank_range = len(footcut_contribution_list["Bob"])
footcut_contribution_list["Bob"] = footcut_contribution_list["Bob"][:10]
#drawn_win_rate_list["Alice"].sort(key=lambda element: -element[1])
#drawn_win_rate_list["Bob"].sort(key=lambda element: -element[1])
"""
mylogger.info("pairwise-WRP_rank")
for i, player_key in enumerate(list(contribution_list.keys())):
mylogger.info("Player{}".format(i + 1))
for j, cell in enumerate(contribution_list[player_key]):
txt = "No.{} ({},{})(both_played_num:{})".format(j + 1, cell[0][0],cell[0][1],cell[2])
txt = "{:<80}:{:.3%}".format(txt, cell[1])
mylogger.info(txt)
print("")
mylogger.info("pairwise-WRP_rank(footcut by threthold:{})".format(iteration//10))
for i, player_key in enumerate(list(footcut_contribution_list.keys())):
mylogger.info("Player{}".format(i + 1))
for j, cell in enumerate(footcut_contribution_list[player_key]):
txt = "No.{} ({},{})(both_played_num:{})".format(j + 1, cell[0][0],cell[0][1],cell[2])
txt = "{:<80}:{:.3%}".format(txt, cell[1])
mylogger.info(txt)
#covariance_cell = list(filter(lambda x:x[0] == cell[0],pairwise_contribution_list[player_key]))[0]
#mylogger.info("covariance:{:.3%}".format(covariance_cell[1]))
mylogger.info("")
print("")
mylogger.info("Single WRP")
for i, player_key in enumerate(list(single_contribution_list.keys())):
mylogger.info("Player{}".format(i + 1))
for j, cell in enumerate(single_contribution_list[player_key]):
txt = "No.{} {}(played_num:{})".format(j + 1, cell[0],cell[2])
txt = "{:<80}:{:.3%}".format(txt,cell[1])
mylogger.info(txt)
print("")
"""
mylogger.info("WRP_result")
for i,player_key in enumerate(list(pairwise_contribution_list.keys())):
mylogger.info("Player{}".format(i+1))
for j,cell in enumerate(pairwise_contribution_list[player_key]):
txt = "({},{})".format(cell[0][0],cell[0][1])
mylogger.info("{:<80}:{:.3%} | {:.3%} {:.3%}".format(txt,cell[1],cell[2][0],cell[2][1]))
title = "{}".format(deck_id_2_name[deck_type[0]])
result_txt = "Result:win={}, lose={}, libout_num={}, win_rate:{:<3}".format(win_lose[0], win_lose[1], lib_num,
win_lose[0] / iteration)
first_win_rate_txt = "first_win_rate Player1:{:.3f},Player2:{:.3f}" \
.format(first_num[0] / (iteration // 2), first_num[1] / (iteration // 2))
if output:
file_name = title+".txt"
path = file_name
if directory_name is not None:
path = directory_name + "/" +path
with open(path, mode="w") as f:
f.write(title+"\n")
f.write(result_txt+"\n")
f.write(first_win_rate_txt + "\n")
f.write("pairwise_WRP\n")
for i, player_key in enumerate(list(contribution_list.keys())):
f.write("Player{}\n".format(i + 1))
for j, cell in enumerate(contribution_list[player_key]):
pairwise = "No.{} ({},{})(both_played_num:{})".format(j + 1, cell[0][0],cell[0][1],cell[2])
txt = "{:<80}:{:.3%}\n".format(pairwise,cell[1])
f.write(txt)
f.write("\n")
f.write("\n")
f.write("pairwise-WRP_rank(footcut by threthold:{})\n".format(iteration//10))
for i, player_key in enumerate(list(footcut_contribution_list.keys())):
f.write("Player{}\n".format(i + 1))
for j, cell in enumerate(footcut_contribution_list[player_key]):
pairwise = "No.{} ({},{})(both_played_num:{})".format(j + 1, cell[0][0],cell[0][1],cell[2])
txt = "{:<80}:{:.3%}\n".format(pairwise,cell[1])
f.write(txt)
f.write("\n")
f.write("\n")
f.write("WRP_rank\n")
for i, player_key in enumerate(list(single_contribution_list.keys())):
f.write("Player{}\n".format(i + 1))
for j, cell in enumerate(single_contribution_list[player_key]):
pairwise = "No.{} {}(played_num:{})".format(j + 1, cell[0],cell[2])
txt = "{:<40}:{:.3%}\n".format(pairwise,cell[1])
f.write(txt)
f.write("\n")
f.write("\n")
path = "{}_Result.tsv".format(deck_id_2_name[deck_type[0]])
path = directory_name + "/" + path
with open(path,mode = "w") as w:
writer = csv.writer(w, delimiter='\t', lineterminator='\n')
writer.writerow(["pairwise_contribution"])
for i, player_key in enumerate(list(pairwise_contribution_list.keys())):
writer.writerow(["Player{}".format(i + 1),"first","second","pairwise-WRP","first_WRP","second_WRP"])
for j, cell in enumerate(pairwise_contribution_list[player_key]):
row = []
row.append("No.{}".format(j+1))
#txt = "({},{})".format(cell[0][0], cell[0][1])
#row.append(txt)
#row.extend([cell[0][0],cell[0][1]])
row.append(cell[0][0])
row.append(cell[0][1])
#row.append("{:.3%}".format(cell[1]))
#row.append("{:.3%}".format(cell[2]))
#row.append("{:.3%}".format(cell[1]*cell[2]))
#row.append("{:.3%}".format(cell[1]))
#row.append("{:.3%}".format(cell[1]*cell[2]))
#row.append("{:.3%}".format(cell[2]))
row.append("{:.3%}".format(cell[1]))
row.append("{:.3%}".format(cell[2][0]))
row.append("{:.3%}".format(cell[2][1]))
writer.writerow(row)
writer.writerow([])
def random_match(Player_1, Player_2, iteration, virtual_flg=False):
Player1 = Player_1.get_copy(None)
Player2 = Player_2.get_copy(None)
Player1.name = "Alice"
Player2.name = "Bob"
assert Player1 != Player2
win = 0
lose = 0
lib_num = 0
D = [Deck(), Deck()]
#deck_id_2_name = {0: "Sword_Aggro", 1: "Rune_Earth", 2: "Sword", 3: "Shadow", 4: "Dragon_PDK", 5: "Haven",
# 6: "Blood", 7: "Dragon", 8: "Forest", 9: "Rune", 10: "DS_Rune", -1: "Forest_Basic",
# -2: "Sword_Basic",
# -3: "Rune_Basic",
# -4: "Dragon_Basic", -5: "FOREST_Basic", -6: "Blood_Basic", -7: "Haven_Basic", -8: "Portal_Basic",
# 100: "Test",
# -9: "Spell-Rune", 11: "PtP-Forest", 12: "Mid-Shadow", 13: "Neutral-Blood"}
key_2_tsv_name = {0: ["Sword_Aggro.tsv", "SWORD"], 1: ["Rune_Earth.tsv", "RUNE"], 2: ["Sword.tsv", "SWORD"],
3: ["New-Shadow.tsv", "SHADOW"], 4: ["Dragon_PDK.tsv", "DRAGON"], 5: ["Test-Haven.tsv", "HAVEN"],
6: ["Blood.tsv", "BLOOD"], 7: ["Dragon.tsv", "DRAGON"], 8: ["Forest.tsv", "FOREST"],
9: ["SpellBoost-Rune.tsv", "RUNE"], 10: ["Dimension_Shift_Rune.tsv", "RUNE"],
11: ["PtP_Forest.tsv", "FOREST"], 12: ["Mid_Shadow.tsv", "SHADOW"],
13: ["Neutral_Blood.tsv", "BLOOD"]}
class_pool = [0, 0]
Player1.class_num = class_pool[0]
Player2.class_num = class_pool[1]
mylogger.info("")
sum_of_turn = 0
span = max(iteration // 10, 1)
Turn_Players = [Player1, Player2]
win_lose = [win, lose]
epoc_len = span
epoc_win_lose = [0, 0]
epoc_lib_num = 0
first_num = [0, 0]
epoch_first_num = [0, 0]
win_turns = [0, 0]
deck_keys = list(key_2_tsv_name.keys())
for i in tqdm(range(iteration)):
deck_type = [random.choice(deck_keys),random.choice(deck_keys)]
for j, d in enumerate(D):
if deck_type[j] in key_2_tsv_name:
D[j] = tsv_to_deck(key_2_tsv_name[deck_type[j]][0])
D[j].set_leader_class(key_2_tsv_name[deck_type[j]][1])
else:
assert False
D[0].mean_cost = D[0].get_mean_cost()
D[1].mean_cost = D[1].get_mean_cost()
if (i + 1) % epoc_len == 1 or epoc_len == 1:
epoc_win_lose = [int(win_lose[0]), int(win_lose[1])]
epoc_lib_num = int(lib_num)
epoch_first_num = [int(first_num[0]), int(first_num[1])]
Turn_Players[i % 2].is_first = True
Turn_Players[i % 2].player_num = 0
Turn_Players[(i + 1) % 2].is_first = False
Turn_Players[(i + 1) % 2].player_num = 1
assert Turn_Players[0].player_num != Turn_Players[1].player_num, "same error {}".format(
Turn_Players[0].player_num)
(win_lose[i % 2], win_lose[(i + 1) % 2], lib_num, end_turn, first, (player1_win_turn, player2_win_turn)) \
= demo_game_play(Turn_Players[i % 2],
Turn_Players[(i + 1) % 2],
D[i % 2], D[(i + 1) % 2],
win_lose[i % 2],
win_lose[(i + 1) % 2], lib_num,
virtual_flg=True, deck_name_list=None, history_flg=False)
first_num[i % 2] += first
sum_of_turn += end_turn
if player1_win_turn is not False:
win_turns[i % 2] += player1_win_turn
elif player2_win_turn is not False:
win_turns[(i + 1) % 2] += player2_win_turn
mylogger.info("Result:win={}, lose={}, libout_num={}, win_rate:{:<3}".format(win_lose[0], win_lose[1], lib_num,
win_lose[0] / iteration))
if iteration > 1:
mylogger.info("first_win_rate:Player1:{:<3},Player2:{:<3}".format(first_num[0] / (iteration // 2),
first_num[1] / (iteration // 2)))
if win_lose[0] == 0:
win_lose[0] = 1
if win_lose[1] == 0:
win_lose[1] = 1
mylogger.info("mean_win_turn:{:.3f},{:.3f}".format(win_turns[0] / win_lose[0], win_turns[1] / win_lose[1]))
def get_contributions(Player_1, Player_2, iteration, player1_deck_num=None, directory_name=None):
assert player1_deck_num is not None
assert directory_name is not None
Player1 = Player_1.get_copy(None)
Player2 = Player_2.get_copy(None)
Player1.name = "Alice"
Player2.name = "Bob"
assert Player1 != Player2
win = 0
lose = 0
lib_num = 0
deck_id_2_name = {0: "Aggro-Sword", 1: "Earth-RUne", 2: "Midrange-Sword", 3: "Midrange-Shadow", 4: "PDK-Dragon",
5: "Elana-Haven",
6: "Control-Blood", 7: "Ramp-Dragon", 8: "Forest", 9: "Spell-Rune"}
D = [Deck()] * len(deck_id_2_name)
assert player1_deck_num < len(D), "player1_deck_num:{}".format(player1_deck_num)
class_pool = [0, 0]
for i in range(len(D)):
if i == 0:
D[i] = tsv_to_deck("Sword_Aggro.tsv")
# Aggro
elif i == 1:
D[i] = tsv_to_deck("Rune_Earth.tsv")
# Aggro
elif i == 2:
D[i] = tsv_to_deck("Sword.tsv")
# Mid
elif i == 3:
# D[i]=tsv_to_deck("Shadow.tsv")
D[i] = tsv_to_deck("New-Shadow.tsv")
# Mid
elif i == 4:
D[i] = tsv_to_deck("Dragon_PDK.tsv")
# Mid
elif i == 5:
D[i] = tsv_to_deck("Haven.tsv")
# Control
elif i == 6:
D[i] = tsv_to_deck("Blood.tsv")
# Control
elif i == 7:
D[i] = tsv_to_deck("Dragon.tsv")
# Control
elif i == 8:
D[i] = tsv_to_deck("Forest.tsv")
# Combo
elif i == 9:
D[i] = tsv_to_deck("Rune.tsv")
# Combo
sum_of_turn = 0
span = max(iteration // 10, 1)
Turn_Players = [Player1, Player2]
for deck_id in range(len(D)):
current_decks = [D[player1_deck_num], D[deck_id]]
win_lose = [0, 0]
win_turns = [0, 0]
first_num = [0,0]
deck_name_list = {"Alice": {}, "Bob": {}}
deck_name_list["Alice"] = current_decks[0].get_name_set()
deck_name_list["Bob"] = current_decks[1].get_name_set()
for i in range(iteration):
Turn_Players[i % 2].is_first = True
Turn_Players[i % 2].player_num = 0
Turn_Players[(i + 1) % 2].is_first = False
Turn_Players[(i + 1) % 2].player_num = 1
assert Turn_Players[0].player_num != Turn_Players[1].player_num, "same error {}".format(
Turn_Players[0].player_num)
(win_lose[i % 2], win_lose[(i + 1) % 2], lib_num, end_turn, first, (player1_win_turn, player2_win_turn)) \
= demo_game_play(Turn_Players[i % 2],
Turn_Players[(i + 1) % 2],
current_decks[i % 2], current_decks[(i + 1) % 2],
win_lose[i % 2],
win_lose[(i + 1) % 2], lib_num,
virtual_flg=True, deck_name_list=deck_name_list)
first_num[i%2] += first
sum_of_turn += end_turn
if player1_win_turn is not False:
win_turns[i % 2] += player1_win_turn
elif player2_win_turn is not False:
win_turns[(i + 1) % 2] += player2_win_turn
result_txt = "Result:win={}, lose={}, libout_num={}, win_rate:{:<3}".format(win_lose[0], win_lose[1], lib_num,
win_lose[0] / iteration)
first_win_rate_txt="first_win_rate[Player1:{:.3f},Player2:.3f}"\
.format(first_num[0]/(iteration//2),first_num[1]/(iteration//2))
mylogger.info(result_txt)
if win_lose[0] == 0:
win_lose[0] = 1
if win_lose[1] == 0:
win_lose[1] = 1