def save(self, name: Optional[str] = None) -> None:
if not self._save_dir_path.exists():
Utils.create_directory(self._save_dir_path)
if name is None:
name = f'{type(self).__name__}_{Utils.get_now_as_str()}'
name += '.pt'
torch.save(self._policy_net.state_dict(),
self._save_dir_path.joinpath(name))
def save_model(self, name: Optional[str] = None) -> None:
if name is None:
now = Utils.get_now_as_str()
player_name = self.name.replace(' ', '_').replace('(', '').replace(
')', '').strip()
name = f'{player_name}_{now}'
self._nn.save(name)
def __init__(self):
self._alpha = self.ALPHA # Learning rate
self._gamma = self.GAMMA # Future reward discount
self._state_interpreter = StateInterpreter()
self._device = 'cuda' if torch.cuda.is_available() else 'cpu'
self._policy_net = self._create_neural_network()
self._loss = nn.MSELoss()
self._optim = optim.Adam(self._policy_net.parameters(), self._alpha)
if self.LOAD_PATH is not None:
self.load(self.LOAD_PATH)
self._save_dir_path = Utils.get_base_dir().joinpath(self.SAVE_DIR)
def _create_unique_log_file(self, log_dir_path: Path) -> None:
extension = 'txt'
log_name = Utils.get_now_as_str()
log_path = log_dir_path.joinpath('.'.join([log_name, extension]))
cnt = 0
while log_path.exists():
log_path = log_dir_path.joinpath('.'.join(
[log_name, '_', str(cnt), extension]))
cnt += 1
with open(str(log_path), 'w') as file:
file.write('')
self._log_path = log_path
def test_verify_bid_7(self):
bid1 = [10, 2]
bid2 = [10, 1]
self.assertTrue(Utils.verify_bet(bid1, bid2))
def test_verify_bid_4(self):
bid1 = [3, 4]
bid2 = [3, 4]
self.assertFalse(Utils.verify_bet(bid1, bid2))
def test_verify_bid_6(self):
bid1 = [3, 1]
bid2 = [4, 3]
self.assertTrue(Utils.verify_bet(bid1, bid2))
def test_verify_bid_8(self):
bid1 = [10, 1]
bid2 = [1, 3]
self.assertFalse(Utils.verify_bet(bid1, bid2))
def test_verify_bid_3(self):
bid1 = [3, 3]
bid2 = [3, 4]
self.assertTrue(Utils.verify_bet(bid1, bid2))
def test_AI_bet_up_quantity(self):
dice_number = 36
last_bet = [4, 1]
ai_bet = Utils.AI_bet(last_bet, dice_number)
self.assertTrue(Utils.verify_bet(last_bet, ai_bet))
def test_AI_bet_call_lie(self):
dice_number = 36
last_bet = [7, 1]
ai_bet = Utils.AI_bet(last_bet, dice_number)
self.assertTrue(Utils.verify_bet(last_bet, ai_bet))
def test_verify_bid_6(self):
bid1 = [3, 1]
bid2 = [4, 3]
self.assertTrue(Utils.verify_bet(bid1, bid2))
def test_verify_bid_4(self):
bid1 = [3, 4]
bid2 = [3, 4]
self.assertFalse(Utils.verify_bet(bid1, bid2))
def test_AI_bet_call_lie(self):
dice_number = 36
last_bet = [7, 1]
ai_bet = Utils.AI_bet(last_bet, dice_number)
self.assertTrue(Utils.verify_bet(last_bet, ai_bet))
def test_AI_bet_call_lie_decimal(self):
dice_number = 32
last_bet = [5, 1]
ai_bet = Utils.AI_bet(last_bet, dice_number)
self.assertTrue(Utils.verify_bet(last_bet, ai_bet))
def test_AI_bet_up_value_perudo(self):
dice_number = 36
last_bet = [6, 6]
ai_bet = Utils.AI_bet(last_bet, dice_number)
self.assertTrue(Utils.verify_bet(last_bet, ai_bet))
def test_AI_bet_up_quantity(self):
dice_number = 36
last_bet = [4, 1]
ai_bet = Utils.AI_bet(last_bet, dice_number)
self.assertTrue(Utils.verify_bet(last_bet, ai_bet))
def test_verify_bid_10(self):
bid1 = [2, 1]
bid2 = [2, 2]
self.assertFalse(Utils.verify_bet(bid1, bid2))
def test_verify_bid_8(self):
bid1 = [10, 1]
bid2 = [1, 3]
self.assertFalse(Utils.verify_bet(bid1, bid2))
def _create_default_log(self) -> None:
log_dir_name = 'log'
project_path = Utils.get_base_dir()
log_dir_path = project_path.joinpath(log_dir_name)
Utils.create_directory(log_dir_path)
self._create_unique_log_file(log_dir_path)
def test_verify_bid_10(self):
bid1 = [2, 1]
bid2 = [2, 2]
self.assertFalse(Utils.verify_bet(bid1, bid2))
def test_verify_bid_3(self):
bid1 = [3, 3]
bid2 = [3, 4]
self.assertTrue(Utils.verify_bet(bid1, bid2))
def test_AI_bet_up_value_perudo(self):
dice_number = 36
last_bet = [6, 6]
ai_bet = Utils.AI_bet(last_bet, dice_number)
self.assertTrue(Utils.verify_bet(last_bet, ai_bet))
def test_verify_bid_1(self):
bid1 = [0, 0]
bid2 = [2, 3]
self.assertTrue(Utils.verify_bet(bid1, bid2))
def test_AI_bet_call_lie_decimal(self):
dice_number = 32
last_bet = [5, 1]
ai_bet = Utils.AI_bet(last_bet, dice_number)
self.assertTrue(Utils.verify_bet(last_bet, ai_bet))
def test_verify_bid_7(self):
bid1 = [10, 2]
bid2 = [10, 1]
self.assertTrue(Utils.verify_bet(bid1, bid2))
def _generate_log_dir_path(self) -> str:
comment = self._generate_comment()
return str(Utils.get_base_dir().joinpath('runs').joinpath(
f'{Utils.get_now_as_str()}: {comment}'))
def test_verify_bid_1(self):
bid1 = [0, 0]
bid2 = [2, 3]
self.assertTrue(Utils.verify_bet(bid1, bid2))
