def area_descriptor(area: Area, board: Board):
neighborhood = area.get_adjacent_areas()
player_name = area.get_owner_name()
enemy_areas = [
adj for adj in neighborhood
if board.get_area(adj).get_owner_name() != player_name
]
owned_areas = [
adj for adj in neighborhood
if board.get_area(adj).get_owner_name() == player_name
]
unique_enemies = {
board.get_area(adj).get_owner_name()
for adj in neighborhood
}
if player_name in unique_enemies:
unique_enemies.remove(player_name)
max_region_size = max(
len(r) for r in board.get_players_regions(player_name))
feature_vector = [
survival_prob(area, board),
rel_area_power(area, board),
len(enemy_areas),
len(owned_areas),
len(unique_enemies), max_region_size / len(board.areas)
]
return np.asarray(feature_vector, dtype=np.float32)
def game_descriptor(board: Board, player_name: int, players: list):
areas = board.get_player_areas(player_name)
regions = board.get_players_regions(player_name)
border = board.get_player_border(player_name)
max_region_size = max(len(r) for r in regions)
rel_border_size_1 = len(border) / sum(
len(board.get_player_border(name)) for name in players)
rel_border_size_2 = sum(a.get_dice() for a in border) / sum(a.get_dice()
for a in areas)
rel_area_size = len(areas) / sum(
len(board.get_player_areas(name)) for name in players)
best_border = []
for r in regions:
if len(r) == max_region_size:
for area in map(lambda a: board.get_area(a), r):
if board.is_at_border(area):
best_border.append(area)
feature_vector = [
max_region_size / len(board.areas), rel_border_size_1,
rel_border_size_2, rel_area_size,
np.mean([survival_prob(a, board) for a in best_border]),
np.mean([rel_area_power(a, board) for a in areas])
]
return np.asarray(feature_vector, dtype=np.float32)
def _heuristic(self, players: List[int], board: Board) -> Dict[int, float]:
"""
Computes the heuristic function for all the given players.
:param players: Names of players.
:param board: The game board.
:return: A dictionary where keys are names of given players and values
are values of the heuristic function for these players in a
current game board.
"""
h = {}
for player in players:
h[player] = board.get_player_dice(player)
players_regions = board.get_players_regions(player)
players_regions_sizes = []
for region in players_regions:
region_size = len(region)
h[player] += self.__REG_HEURISTIC_WEIGHT * region_size
players_regions_sizes.append(region_size)
h[player] += \
self.__LARGEST_REG_HEURISTIC_WEIGHT * max(players_regions_sizes)
return h
def __largest_region(player_name: int, board: Board) -> List[int]:
"""
Returns the largest region of a given player.
:param player_name: A name (ID) of the associated player.
:param board: The game board.
:return: The largest region of a given player. (A list of area
names (IDs) in the largest region.)
"""
players_regions = board.get_players_regions(player_name)
max_region_size = max(len(r) for r in players_regions)
return [r for r in players_regions if len(r) == max_region_size][0]
def player_heuristic(board: Board, player_name: int) -> int:
"""Výpočet heuristiky pro hráče podle aktuálního stavu herní plochy.
koeficient = počet_polí_hlavního_území
Args
----
board (Board): Aktuální stav herní plochy
player_name (int): Jméno hráče
Returns
-------
int: Výsledná hodnota heuristiky. Větší znamená lepší
"""
score = 0
regions = board.get_players_regions(player_name)
for region in regions:
score = max(score, len(region))
return score
def add_dice_to_player(board: Board, player_name: int):
"""Vytvoří dočasné herní pole s náhodně přidělenými kostkami pro vybraného
hráče. Základní logika předělování kostek je převzatá z implemenetace hry
viz dicewars/server/game.py line:230.
Funkce se používá stejně jako funkce simulate_battle.
Args
----
board (Board): Aktuální stav herního pole
player_name (int): Jméno hráče, kterému se mají přiřadit kostky
"""
affected_areas: Dict[int, int] = {}
dice = 0
regions = board.get_players_regions(player_name)
for region in regions:
dice = max(dice, len(region))
areas: List[Area] = []
for area in board.get_player_areas(player_name):
areas.append(area)
if dice > 64:
dice = 64
while dice and areas:
area = random.choice(areas)
if area.dice >= 8:
areas.remove(area)
else:
if area.name not in affected_areas:
affected_areas[area.name] = area.dice
area.dice += 1
dice -= 1
try:
yield
finally:
# Vrátit herní pole do původního stavu
for name in affected_areas:
board.get_area(name).dice = affected_areas[name]
def add_dice_to_player_worst_case(board: Board, player_name: int, is_yourself: bool, logger):
affected_areas: Dict[int, int] = {}
dice = 0
regions = board.get_players_regions(player_name)
for region in regions:
dice = max(dice, len(region))
if is_yourself:
areas = board.get_player_areas(player_name)
b_a = board.get_player_border(player_name)
areas = list(set(areas)-set(b_a))
if areas is None:
areas = b_a
else:
areas = board.get_player_border(player_name)
arr = [a.get_name() for a in areas]
logger.info("PLayer: {} with areas: {}".format(player_name, arr))
if dice > 64:
dice = 64
while dice and areas:
if is_yourself:
area = random.choice(areas)
while area.dice < 8:
area.dice += 1
dice -= 1
else:
area = areas.pop(0)
areas.append(area)
if area.dice >= 8:
areas.remove(area)
elif not is_yourself:
if area.name not in affected_areas:
affected_areas[area.name] = area.dice
area.dice += 1
dice -= 1
if dice > 0:
if is_yourself:
areas = board.get_player_border(player_name)
else:
areas = board.get_player_areas(player_name)
while dice and areas:
area = random.choice(areas)
if area.dice >= 8:
areas.remove(area)
else:
if area.name not in affected_areas:
affected_areas[area.name] = area.dice
area.dice += 1
dice -= 1
try:
yield
finally:
# Vrátit herní pole do původního stavu
for name in affected_areas:
board.get_area(name).dice = affected_areas[name]