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from utils import *
from chinese_checkers.TinyChineseCheckersGame import ChineseCheckersGame
from chinese_checkers.tensorflow.ResNet import NNetWrapper as nn
from EvalArena import Arena
from MCTS import MCTS
import os
from chinese_checkers.GreedyAgent import GreedyAgent
from pickle import Pickler
from chinese_checkers.InitializeAgent import InitializeAgent
import numpy as np
args = dotdict({
'numMCTSSims': 200,
'cpuct': 15,
'max_steps': 120,
})
args2 = dotdict({
'numMCTSSims': 2,
'cpuct': 15,
'max_steps': 120,
})
versions_small = [1, 2, 3, 6, 8, 10, 11, 12, 13, 15, 17, 20, 22, 23, 27]
versions = [1, 2, 3, 6, 8, 10, 11, 12, 13, 15, 17, 20, 22, 23, 27, 32, 34, 35, 37, 41]
game = ChineseCheckersGame()
greedy = GreedyAgent(game)
initialize = InitializeAgent(game)
# for new in range(10, len(versions)):
# print(str(new) + "/" + str(len(versions)))
# nn_new = nn(game)
# nn_new.load_first_checkpoint('checkpoint', versions[new])
# mcts_new = MCTS(game, nn_new, args2)
#
# # nn_old = nn(game)
# # nn_old.load_first_checkpoint('checkpoint', versions[new-1])
# # mcts_old = MCTS(game, nn_old, args)
#
# arena = Arena(mcts_new, initialize, game, args2)
# results = arena.play_games(120, 1, 7)
#
# print(results)
#
# folder = "nnet vs initialize"
# if not os.path.exists(folder):
# os.makedirs(folder)
# filename = os.path.join(folder, str(versions[new]) + ".pkl")
# results.to_pickle(filename)
# for new in range(19, len(versions)):
# print(str(new) + "/" + str(len(versions)))
# nn_new = nn(game)
# nn_new.load_first_checkpoint('checkpoint', versions[new])
# mcts_new = MCTS(game, nn_new, args2)
#
# # nn_old = nn(game)
# # nn_old.load_first_checkpoint('checkpoint', versions[new-1])
# # mcts_old = MCTS(game, nn_old, args)
#
# arena = Arena(mcts_new, greedy, game, args2)
# results = arena.play_games(120, 1, 7)
#
# print(results)
#
# folder = "nnet vs greedy"
# if not os.path.exists(folder):
# os.makedirs(folder)
# filename = os.path.join(folder, str(versions[new]) + ".pkl")
# results.to_pickle(filename)
# for new in range(len(versions)-1, len(versions)):
# print(str(new) + "/" + str(len(versions)-1))
# nn_new = nn(game)
# nn_new.load_first_checkpoint('checkpoint', versions[new])
# mcts_new = MCTS(game, nn_new, args)
#
# nn_old = nn(game)
# nn_old.load_first_checkpoint('checkpoint', versions[new])
# mcts_old = MCTS(game, nn_old, args2)
#
# arena = Arena(mcts_new, greedy, game, args)
# results = arena.play_games(30, 1, 7)
#
# print(results)
#
# folder = "mcts vs nnet"
# if not os.path.exists(folder):
# os.makedirs(folder)
# filename = os.path.join(folder, str(versions[new]) + ".pkl")
# results.to_pickle(filename)
# for new in range(18, len(versions)):
# print(str(new) + "/" + str(len(versions)))
# nn_new = nn(game)
# nn_new.load_first_checkpoint('checkpoint', versions[new])
# mcts_new = MCTS(game, nn_new, args)
#
# nn_old = nn(game)
# nn_old.load_first_checkpoint('checkpoint', versions[new-1])
# mcts_old = MCTS(game, nn_old, args)
#
# arena = Arena(mcts_new, mcts_old, game, args)
# results = arena.play_games(30, 1, 7)
#
# print(results)
#
# folder = "mcts vs mcts old"
# if not os.path.exists(folder):
# os.makedirs(folder)
# filename = os.path.join(folder, str(versions[new]) + ".pkl")
# results.to_pickle(filename)
#
# for new in range(len(versions_small), len(versions)):
# print(str(new) + "/" + str(len(versions)))
# nn_new = nn(game)
# nn_new.load_first_checkpoint('checkpoint', versions[new])
# mcts_new = MCTS(game, nn_new, args)
#
# # nn_old = nn(game)
# # nn_old.load_first_checkpoint('checkpoint', versions[new-1])
# # mcts_old = MCTS(game, nn_old, args)
#
# arena = Arena(mcts_new, greedy, game, args)
# results = arena.play_games(30, 1, 7)
#
# print(results)
#
# folder = "mcts vs greedy"
# if not os.path.exists(folder):
# os.makedirs(folder)
# filename = os.path.join(folder, str(versions[new]) + ".pkl")
# results.to_pickle(filename)
# for new in range(17, len(versions)):
# print(str(new) + "/" + str(len(versions)))
# nn_new = nn(game)
# nn_new.load_first_checkpoint('checkpoint', versions[new])
# mcts_new = MCTS(game, nn_new, args2)
#
# nn_old = nn(game)
# nn_old.load_first_checkpoint('checkpoint', versions[new-1])
# mcts_old = MCTS(game, nn_old, args2)
#
# arena = Arena(mcts_new, mcts_old, game, args)
# results = arena.play_games(120, 1, 7)
#
# print(results)
#
# folder = "nnet vs nnet old"
# if not os.path.exists(folder):
# os.makedirs(folder)
# filename = os.path.join(folder, str(versions[new]) + ".pkl")
# results.to_pickle(filename)
# wrong_pre = np.zeros(len(versions))
#
# for new in range(18,len(versions)-1):
# print(str(new) + "/" + str(len(versions)))
# nn_new = nn(game)
# nn_new.load_first_checkpoint('checkpoint', versions[new])
# mcts_new = MCTS(game, nn_new, args2)
#
# # nn_old = nn(game)
# # nn_old.load_first_checkpoint('checkpoint', versions[new-1])
# # mcts_old = MCTS(game, nn_old, args2)
#
# arena = Arena(mcts_new, mcts_new, game, args)
# results = arena.play_games(120, 1, 7)
#
# wrong_pre[new] = mcts_new.get_wrong_prediction_rate()
# print(wrong_pre)
#
# # folder = "nnet vs nnet"
# # if not os.path.exists(folder):
# # os.makedirs(folder)
# # filename = os.path.join(folder, str(versions[new]) + ".pkl")
# # results.to_pickle(filename)
arena = Arena(greedy, greedy, game, args)
results = arena.play_games(120, 1, 7)
folder = "greedy vs greedy"
if not os.path.exists(folder):
os.makedirs(folder)
filename = os.path.join(folder, "greedy.pkl")
results.to_pickle(filename)