def main_experiments(player: Player = None):
logger = logging.getLogger(__name__)
logger.setLevel(logging.INFO)
colors = list(Color)
colors.remove(Color.EMPTY)
possible_codes = [p for p in itertools.product(colors, repeat=4)]
if player is None:
player = SmartPlayer(strategy=SmartStrategy.FIRST)
rounds = []
for possible_code in possible_codes:
start = datetime.datetime.now()
# print(possible_code)
code = Code(*possible_code)
player.reset()
round = player.play_game(50, code)
rounds.append(round + 1)
end = datetime.datetime.now()
print(f"Code: {possible_code}, time: {end - start}, rounds: {round + 1}")
print(f"Number of games: {len(rounds)}")
print(f"Mean: {np.mean(rounds)}")
print(f"Max: {max(rounds)}")
print(f"Min: {min(rounds)}")
return np.mean(rounds), max(rounds)
def __init__(self):
self.possible_codes = []
colors = list(Color)
colors.remove(Color.EMPTY)
self.possible_codes = [p for p in itertools.product(colors, repeat=4)]
self.possible_codes = [Code(*code) for code in self.possible_codes]
self.code = None
def next_code(self, round=0):
colors = list(Color)
colors.remove(Color.EMPTY)
code = Code(random.choice(colors), random.choice(colors),
random.choice(colors), random.choice(colors))
self.code = code
return self.code
def __init__(self, code: Code = None):
if code is None:
colors = list(Color)
colors.remove(Color.EMPTY)
self.code = Code(random.choice(colors), random.choice(colors),
random.choice(colors), random.choice(colors))
else:
self.code = code
logger.info(self.code)
def main_single(player: Player, code: Code = None):
logging.basicConfig(level=os.environ.get("LOGLEVEL", "INFO"))
print("ready")
if code is None:
code = Code(Color.ORANGE, Color.PURPLE, Color.ORANGE, Color.YELLOW)
if player is None:
player = SmartPlayer()
round = player.play_game(50, code)
print(round + 1)
def next_code(self, round=0):
if len(self.history) == 0:
self.code = Code(Color.WHITE, Color.WHITE, Color.YELLOW,
Color.YELLOW)
return self.code
self.possible_codes.update(self.history[-1])
self.code = self.possible_codes.get(0)
if self.strategy == SmartStrategy.RANDOM:
self.code = self.possible_codes.get_random()
elif self.strategy == SmartStrategy.LAST:
self.code = self.possible_codes.get(len(self.possible_codes) - 1)
return self.code
def code_node_depth(player_old, parent_node, code, same_color_and_spot,
same_color):
player = deepcopy(player_old)
if update_player(player, parent_node, code, same_color_and_spot,
same_color):
node = AnyNode(same_color_and_spot=same_color_and_spot,
same_color=same_color,
num_possibilites=len(player.possible_codes),
parent=parent_node)
for possible_code in player.possible_codes:
code = Code(*possible_code)
player.code = code
result_node_depth(player, node, code)
del player
def next_code(self, round=0):
print(""" WHITE = 0
YELLOW = 1
ORANGE = 2
RED = 3
PINK = 4
PURPLE = 5
BLUE = 6
GREEN = 7""")
value = ""
while len(value) != 4:
value = input("Choose 4 colours for this round: ")
code_list = []
for spot in value:
code_list.append(Color(int(spot)))
code = Code(*code_list)
self.code = code
return self.code
def next_code(self, round=0):
if len(self.history) == 0:
# top 10 codes for 100 000 simulations for both of the strategies
# (20 codes total)
return random.choice([
Code(Color.ORANGE, Color.PINK, Color.WHITE, Color.YELLOW),
Code(Color.PURPLE, Color.WHITE, Color.PINK, Color.PINK),
Code(Color.PURPLE, Color.ORANGE, Color.RED, Color.ORANGE),
Code(Color.RED, Color.PINK, Color.YELLOW, Color.RED),
Code(Color.WHITE, Color.PINK, Color.ORANGE, Color.ORANGE),
Code(Color.YELLOW, Color.RED, Color.ORANGE, Color.YELLOW),
Code(Color.WHITE, Color.YELLOW, Color.YELLOW, Color.ORANGE),
Code(Color.WHITE, Color.ORANGE, Color.PINK, Color.RED),
Code(Color.RED, Color.RED, Color.RED, Color.PURPLE),
Code(Color.WHITE, Color.ORANGE, Color.YELLOW, Color.YELLOW),
Code(Color.RED, Color.PURPLE, Color.PINK, Color.PURPLE),
Code(Color.WHITE, Color.WHITE, Color.ORANGE, Color.ORANGE),
Code(Color.PINK, Color.PINK, Color.YELLOW, Color.RED),
Code(Color.RED, Color.PINK, Color.RED, Color.RED),
Code(Color.PINK, Color.WHITE, Color.PINK, Color.RED),
Code(Color.PINK, Color.PURPLE, Color.PINK, Color.YELLOW),
Code(Color.PURPLE, Color.PINK, Color.ORANGE, Color.YELLOW),
Code(Color.WHITE, Color.PURPLE, Color.PINK, Color.ORANGE),
Code(Color.ORANGE, Color.PINK, Color.ORANGE, Color.RED),
Code(Color.YELLOW, Color.RED, Color.PINK, Color.PINK),
])
self.possible_codes.update(self.history[-1])
self.tree = MCTSTree(self.code, self.possible_codes)
self.tree.build_tree(num_simulations=self.num_simulations)
self.code = self.tree.get_best_move(self.strategy)
return self.code
class TestCode(unittest.TestCase):
@parameterized.expand([
[
"different1",
Code(Color.PURPLE, Color.PURPLE, Color.PINK, Color.PURPLE),
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE), False
],
[
"different2",
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), False
],
[
"same",
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), True
],
])
def test_equals(self, name, c1: Code, c2: Code, result: bool):
self.assertEqual(result, c1.equals(c2))
self.assertEqual(result, c2.equals(c1))
@parameterized.expand([
[
"completely_different",
Code(Color.PINK, Color.ORANGE, Color.RED, Color.PINK),
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE), 0
],
[
"different1",
Code(Color.PURPLE, Color.RED, Color.PINK, Color.PURPLE),
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE), 1
],
[
"different2",
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), 2
],
[
"same",
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), 4
],
])
def test_count_same_color_and_spot(self, name, c1: Code, c2: Code,
result: int):
self.assertEqual(result, c1.count_same_color_and_spot(c2))
@parameterized.expand([
[
"completely_different",
Code(Color.PINK, Color.ORANGE, Color.RED, Color.PINK),
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE), 0
],
[
"different1",
Code(Color.PURPLE, Color.ORANGE, Color.PINK, Color.PINK),
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE), 1
],
[
"different2",
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), 2
],
[
"different3",
Code(Color.WHITE, Color.PINK, Color.WHITE, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), 1
],
[
"same",
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), 0
],
[
"difficult",
Code(Color.WHITE, Color.WHITE, Color.YELLOW, Color.YELLOW),
Code(Color.YELLOW, Color.YELLOW, Color.WHITE, Color.WHITE), 4
],
[
"difficult2",
Code(Color.YELLOW, Color.YELLOW, Color.WHITE, Color.WHITE),
Code(Color.WHITE, Color.WHITE, Color.YELLOW, Color.YELLOW), 4
],
[
"difficult3",
Code(Color.YELLOW, Color.WHITE, Color.WHITE, Color.YELLOW),
Code(Color.WHITE, Color.YELLOW, Color.PURPLE, Color.WHITE), 3
],
[
"difficult3",
Code(Color.WHITE, Color.WHITE, Color.WHITE, Color.WHITE),
Code(Color.WHITE, Color.WHITE, Color.YELLOW, Color.YELLOW), 0
],
[
"difficult4",
Code(Color.WHITE, Color.WHITE, Color.ORANGE, Color.YELLOW),
Code(Color.WHITE, Color.WHITE, Color.WHITE, Color.YELLOW), 0
],
])
def test_count_same_color(self, name, c1: Code, c2: Code, result: int):
self.assertEqual(result, c1.count_same_color(c2))
@parameterized.expand([
[
"completely_different",
Code(Color.PINK, Color.ORANGE, Color.RED, Color.PINK),
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE), 0
],
[
"different1",
Code(Color.PURPLE, Color.ORANGE, Color.PINK, Color.PINK),
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE), 5
],
[
"different2",
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), 30
],
[
"same",
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE),
Code(Color.PURPLE, Color.WHITE, Color.YELLOW, Color.PURPLE), 1000
],
])
def test_evaluate(self, name, c1: Code, c2: Code, result: int):
self.assertEqual(result, c1.get_points(c2, 0))
@parameterized.expand([
[
"false",
Code(Color.PURPLE, Color.ORANGE, Color.PINK, Color.PINK),
Color.WHITE, False
],
[
"true",
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE),
Color.WHITE, True
],
])
def test_contains(self, name, c1: Code, color: Color, result: bool):
self.assertEqual(result, c1.contains(color))
@parameterized.expand([
[
"false",
Code(Color.PURPLE, Color.ORANGE, Color.PINK, Color.PINK),
Color.WHITE, 0, False
],
[
"true",
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE),
Color.WHITE, 0, True
],
[
"false",
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE),
Color.WHITE, 1, False
],
[
"true",
Code(Color.WHITE, Color.PURPLE, Color.YELLOW, Color.PURPLE),
Color.PURPLE, 3, True
],
])
def test_contains_in_spot(self, name, c1: Code, color: Color, spot: int,
result: bool):
self.assertEqual(result, c1.contains_in_spot(color, spot))
def __init__(self):
self.code = Code()
self.history = []
class TestPossibleCodes(unittest.TestCase):
def test_init(self):
codes = PossibleCodes()
self.assertEqual(6**4, len(codes.possible_codes))
def test_len(self):
codes = PossibleCodes()
self.assertEqual(len(codes.possible_codes), len(codes))
def test_get(self):
codes = PossibleCodes()
self.assertEqual(
Code(Color.WHITE, Color.WHITE, Color.WHITE, Color.WHITE),
codes.get(0))
@parameterized.expand([
[
"0", {
'code': Code(Color.WHITE, Color.WHITE, Color.WHITE,
Color.WHITE),
'same_color': 0,
'same_color_and_spot': 3
}, 20
],
[
"1", {
'code': Code(Color.WHITE, Color.WHITE, Color.WHITE,
Color.WHITE),
'same_color': 0,
'same_color_and_spot': 2
}, 150
],
[
"2", {
'code': Code(Color.WHITE, Color.WHITE, Color.YELLOW,
Color.YELLOW),
'same_color': 0,
'same_color_and_spot': 4
}, 0
],
[
"3", {
'code': Code(Color.WHITE, Color.WHITE, Color.YELLOW,
Color.YELLOW),
'same_color': 4,
'same_color_and_spot': 0
}, 1
],
[
"4", {
'code': Code(Color.WHITE, Color.WHITE, Color.YELLOW,
Color.YELLOW),
'same_color': 2,
'same_color_and_spot': 0
}, 96
],
[
"5", {
'code': Code(Color.WHITE, Color.WHITE, Color.YELLOW,
Color.YELLOW),
'same_color': 0,
'same_color_and_spot': 0
}, 256
],
[
"6", {
'code': Code(Color.PINK, Color.PINK, Color.PINK, Color.PINK),
'same_color': 0,
'same_color_and_spot': 0
}, 625
],
])
def test_update(self, name, history, result):
codes = PossibleCodes()
codes.update(history)
self.assertEqual(result, len(codes))
def test_get(self):
codes = PossibleCodes()
self.assertEqual(
Code(Color.WHITE, Color.WHITE, Color.WHITE, Color.WHITE),
codes.get(0))
# working correctly
start = datetime.now()
print(start)
logger = logging.getLogger(__name__)
logger.setLevel(logging.INFO)
rounds = 50
colors = list(Color)
colors.remove(Color.EMPTY)
player = SmartPlayer()
root = AnyNode()
player.code = Code(Color.WHITE, Color.WHITE, Color.YELLOW, Color.YELLOW)
result_node_depth(player, root, player.code)
print("end")
with open('tree.pkl', 'w') as f:
pickle.dump(root, f)
# with open('tree.txt', 'w') as f:
# f.write(str(RenderTree(root)))
end = datetime.now()
print(f"Time: {end-start}")