def run(log_dir, episodes, rounds):
model_path = log_dir + '/rl1_model.h5'
rl_player = RLPlayer(name='RL1', model_path=model_path, rounds=rounds)
players = [
rl_player,
ChallengePlayer(name='Tick'),
ChallengePlayer(name='Trick'),
ChallengePlayer(name='Track')
]
players = [
rl_player,
GreedyPlayer(name='Tick'),
GreedyPlayer(name='Trick'),
GreedyPlayer(name='Track')
]
sum_won = 0
for e in range(episodes):
tournament = Tournament()
[tournament.register_player(player) for player in players]
tournament.play(rounds=rounds, use_counting_factor=False)
rl_player.replay()
sum_won += rl_player.won[0]
print_stats_winning(rl_player.won_stich, rl_player.won, e, sum_won)
rl_player.reset_stats()
rl_player.model.save(model_path)
def run_game(players, point_limit=1000, number_of_tournaments=1000):
tournament = Tournament(point_limit=point_limit)
[tournament.register_player(player=player) for player in players]
team_1_won = 0
team_2_won = 0
start = timer()
for _ in range(number_of_tournaments):
tournament.play()
if tournament.teams[0].won(point_limit=point_limit):
team_1_won += 1
else:
team_2_won += 1
end = timer()
print("\nTo run {0} tournaments it took {1:.2f} seconds.".format(
number_of_tournaments, end - start))
difference = abs(team_1_won - team_2_won)
print("Difference: ", difference)
print("Team 1 ({0}, {1}): {2}".format(players[0].name, players[2].name,
team_1_won))
print("Team 2 ({0}, {1}): {2}".format(players[1].name, players[3].name,
team_2_won))
assert True
def test_is_random():
point_limit = 1000
number_of_tournaments = 1000
mean = number_of_tournaments * 0.5 # assume that a RandomPlayer has a 50% chance to win
variance = mean * (1 - 0.5)
standard_deviation = int(floor(sqrt(variance)))
random_players = [RandomPlayer(name=i) for i in range(4)]
tournament = Tournament(point_limit=point_limit)
[tournament.register_player(player=player) for player in random_players]
team_1_won = 0
team_2_won = 0
start = timer()
for _ in range(number_of_tournaments):
tournament.play()
if tournament.teams[0].won(point_limit=point_limit):
team_1_won += 1
else:
team_2_won += 1
end = timer()
print("\nTo run {0} tournaments it took {1:.2f} seconds.".format(
number_of_tournaments, end - start))
difference = abs(team_1_won - team_2_won)
print("Difference: ", difference)
print("Team 1: ", team_1_won)
print("Team 2: ", team_2_won)
assert difference in range(0, 2 * standard_deviation)
def run_statistics(players):
point_limit = 1000
number_of_tournaments = 1000
tournament = Tournament(point_limit=point_limit)
[tournament.register_player(player=player) for player in players]
team_1_won = 0
team_2_won = 0
start = timer()
for _ in range(number_of_tournaments):
tournament.play()
if tournament.teams[0].won(point_limit=point_limit):
team_1_won += 1
else:
team_2_won += 1
end = timer()
print("\nTo run {0} tournaments it took {1:.2f} seconds.".format(
number_of_tournaments, end - start))
difference = abs(team_1_won - team_2_won)
print("Difference: ", difference)
print("Team 1: ", team_1_won)
print("Team 2: ", team_2_won)
assert team_1_won > team_2_won
def test_greedy():
point_limit = 1000
number_of_tournaments = 1000
players = [
GreedyPlayer(name='Greedy1'),
RandomPlayer(name='Track'),
GreedyPlayer(name='Greedy2'),
RandomPlayer(name='Track')
]
tournament = Tournament(point_limit=point_limit)
[tournament.register_player(player=player) for player in players]
team_1_won = 0
team_2_won = 0
start = timer()
for _ in range(number_of_tournaments):
tournament.play()
if tournament.teams[0].won(point_limit=point_limit):
team_1_won += 1
else:
team_2_won += 1
end = timer()
print("\nTo run {0} tournaments it took {1:.2f} seconds.".format(
number_of_tournaments, end - start))
difference = abs(team_1_won - team_2_won)
print("Difference: ", difference)
print("Team 1: ", team_1_won)
print("Team 2: ", team_2_won)
assert team_1_won > team_2_won
def test_tournament_player_id(random_players):
tournament = Tournament()
[tournament.register_player(player=player) for player in random_players]
assert tournament.players[0].name == 'Tick'
assert tournament.players[1].name == 'Trick'
assert tournament.players[2].name == 'Track'
assert tournament.players[3].name == 'Dagobert'
def test_tournament(random_players):
point_limit = 1000
tournament = Tournament(point_limit=point_limit)
[tournament.register_player(player=player) for player in random_players]
tournament.play()
points = [tournament.teams[0].points, tournament.teams[1].points]
assert point_limit <= max(points) and point_limit > min(points)
def test_tournament_rounds(random_players):
point_limit = 100
tournament = Tournament(point_limit=point_limit)
[tournament.register_player(player=player) for player in random_players]
tournament.play(rounds=20)
points = [tournament.teams[0].points, tournament.teams[1].points]
assert 3 * point_limit < max(points)
def start_tournament(points):
tournament = Tournament(point_limit=points)
players = [RandomPlayer(name='Tick'), RandomPlayer(name='Trick'), RandomPlayer(name='Track'),
GreedyPlayer(name='Dagobert')]
players = [RandomPlayer(name='Tick'), RandomPlayer(name='Trick'), ChallengePlayer(name='Track'),
GreedyPlayer(name='Dagobert')]
[tournament.register_player(player) for player in players]
tournament.play()
def test_tournament_register(random_players):
for _ in range(3):
tournament = Tournament()
[
tournament.register_player(player=player)
for player in random_players
]
tournament.play(rounds=1)
assert tournament.teams[0].players[0].name == 'Tick'
assert tournament.teams[0].players[1].name == 'Track'
assert tournament.teams[1].players[0].name == 'Trick'
assert tournament.teams[1].players[1].name == 'Dagobert'
def run(log_dir, episodes, rounds):
save_model_path = log_dir + '/sl1_model.h5'
trumpf_model_path = log_dir + '/trumpf_network_model_final__2018-06-18_112248.h5'
game_model_path = log_dir + '/Supervised_Gamenetwork__network_model_282__2018-09-02_122529.h5'
sl_player = SLPlayer3LP222(name='SL1', game_model_path=game_model_path, trumpf_model_path=trumpf_model_path, rounds=rounds)
# players = [sl_player, ChallengePlayer(name='Tick'), ChallengePlayer(name='Trick'), ChallengePlayer(name='Track')]
players = [sl_player, GreedyPlayer(name='Tick'), GreedyPlayer(name='Trick'), GreedyPlayer(name='Track')]
sum_won = 0
for e in range(episodes):
tournament = Tournament()
[tournament.register_player(player) for player in players]
tournament.play(rounds=rounds, use_counting_factor=False)
sum_won += sl_player.won[0]
print_stats_winning(sl_player.won_stich, sl_player.won, e, sum_won)
sl_player.reset_stats()