def test_sl1338hc_vs_rl(sl1338_hc_model_path, rl_models_directory):
rl_model_path = rl_models_directory + 'rl1_model.h5'
players = [
SLPlayer1338hc(name='SLPlayer1', game_model_path=sl1338_hc_model_path),
RLPlayer(name='RLPlayer1', model_path=rl_model_path),
SLPlayer1338hc(name='SLPlayer2', game_model_path=sl1338_hc_model_path),
RLPlayer(name='RLPlayer2', model_path=rl_model_path)
]
get_function_name()
run_game(players)
def test_sl_3lp_222_vs_rl(sl3lp222_model_path, rl_models_directory):
rl_model_path = rl_models_directory + 'rl1_model.h5'
players = [
SLPlayer3LP222(name='SLPlayer1', game_model_path=sl3lp222_model_path),
RLPlayer(name='RLPlayer1', model_path=rl_model_path),
SLPlayer3LP222(name='SLPlayer2', game_model_path=sl3lp222_model_path),
RLPlayer(name='RLPlayer2', model_path=rl_model_path)
]
get_function_name()
run_game(players)
def test_rl_vs_challenge(weights_directory):
model_path = weights_directory + 'rl1_model.h5'
players = [
RLPlayer(name='RLPlayer1', model_path=model_path),
ChallengePlayer(name='ChallengePlayer1'),
RLPlayer(name='RLPlayer2', model_path=model_path),
ChallengePlayer(name='ChallengePlayer2')
]
get_function_name()
run_game(players)
def test_rl_vs_greedy(weights_directory):
model_path = weights_directory + 'rl1_model.h5'
players = [
RLPlayer(name='RLPlayer1', model_path=model_path),
GreedyPlayer(name='Greedy1'),
RLPlayer(name='RLPlayer2', model_path=model_path),
GreedyPlayer(name='Greedy2')
]
get_function_name()
run_game(players)
def test_rl_vs_random(weights_directory):
model_path = weights_directory + 'rl1_model.h5'
players = [
RLPlayer(name='RLPlayer1', model_path=model_path),
RandomPlayer(name='Track'),
RLPlayer(name='RLPlayer2', model_path=model_path),
RandomPlayer(name='Trick')
]
get_function_name()
run_game(players)
def test_rl_greedy_vs_rl_challenge(weights_directory):
model_path = weights_directory + 'rl1_model_challenge.h5'
model_path_greedy = weights_directory + 'rl1_model.h5'
players = [
RLPlayer(name='RLGreedyPlayer1', model_path=model_path_greedy),
RLPlayer(name='RLChallengePlayer1', model_path=model_path),
RLPlayer(name='RLGreedyPlayer2', model_path=model_path_greedy),
RLPlayer(name='RLChallengePlayer2', model_path=model_path)
]
get_function_name()
run_game(players)
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)