def setUp(self):
self.ability_1 = {'deal_damage_to_opponent': partial(abilities.deal_damage_to_opposite_player, damage=2)}
self.ability_2 = {DIVINE_SHIELD: abilities.divine_shield}
self.ability_charge = {CHARGE: abilities.charge}
self.card_1 = Minion(name='C1', cost=1, abilities=dict(), attack=1, health=1, minion_type=None)
self.card_2 = Minion(name='C2', cost=1, abilities=dict(), attack=1, health=1, minion_type=None)
self.card_3 = Minion(name='C3', cost=1, abilities=dict(), attack=2, health=2, minion_type=None)
self.card_4 = Minion(name='C4', cost=1, abilities=dict(), attack=2, health=2, minion_type=None)
self.card_5 = Minion(name='C5', cost=1, abilities=dict(), attack=3, health=3, minion_type=None)
self.card_6 = Minion(name='C6', cost=1, abilities=dict(), attack=3, health=3, minion_type=None)
self.card_7 = Minion(name='C7', cost=1, abilities=dict(), attack=4, health=4, minion_type=None)
self.card_8 = Minion(name='C8', cost=1, abilities=dict(), attack=4, health=4, minion_type=None)
self.spell_1 = Spell(name='PaSpell', cost=1, abilities={**self.ability_1, **self.ability_2})
self.hero_1 = Hero(name='Pamisio', cost=0, abilities=dict(), attack=0, health=20, hero_class=None)
self.hero_2 = Hero(name='Pamewcia', cost=0, abilities=dict(), attack=0, health=20, hero_class=None)
self.first_player = Player(self.hero_1, [], [], [], [])
self.second_player = Player(self.hero_2, [], [], [], [])
self.state = State(self.first_player, self.second_player)
def play_start_agent_offensive_vs_mcts():
deck1, deck2 = build_decks()
hero_1 = Hero(name='Agent',
cost=0,
abilities=dict(),
attack=0,
health=20,
hero_class=None)
hero_2 = Hero(name='MCTS',
cost=0,
abilities=dict(),
attack=0,
health=20,
hero_class=None)
first_player = Player(hero_1, [], deck1, [], [])
second_player = Player(hero_2, [], deck2, [], [])
state = State(first_player, second_player)
state.draw_card()
state.draw_card()
state.switch_players()
state.draw_card()
state.draw_card()
state.draw_card()
turns = 1
root_wins = []
root_loses = []
best_child_wins = []
best_child_losses = []
visited_nodes = []
while not state.is_terminal:
state.new_turn_for_one_player()
# state, path = get_random_state(state)
state, path = get_new_state(state, evaluation_utils.offensive_strategy)
#print("\n\nAction taken by {}: {}\n\n".format(state.current_player.name, path))
#print_state(state.get_player_by_name(hero_1.name), state.get_player_by_name(hero_2.name))
if state.is_terminal:
break
start_node = get_node_from_state(state)
best_child = perform_mcts(start_node)
state, path = best_child['state'], best_child['path']
root_wins.append(start_node['wins'])
root_loses.append(start_node['losses'])
best_child_wins.append(best_child['wins'])
best_child_losses.append(best_child['losses'])
visited_nodes.append(start_node['wins'] + start_node['losses'])
#print("\n\nAction taken by {}: {}\n\n".format(state.current_player.name, path))
#print_state(state.get_player_by_name(hero_1.name), state.get_player_by_name(hero_2.name))
turns += 1
visited_nodes.append(start_node['wins'] + start_node['losses'])
mcts_win = 1 if state.get_player_by_name('Agent').health == 0 else 0
#print_state(state.get_player_by_name(hero_1.name), state.get_player_by_name(hero_2.name))
return turns, root_wins, root_loses, best_child_wins, best_child_losses, visited_nodes, mcts_win
def game():
deck1, deck2 = build_decks()
hero_1 = Hero(name='Pamisio',
cost=0,
abilities=dict(),
attack=0,
health=20,
hero_class=None)
hero_2 = Hero(name='Pamewcia',
cost=0,
abilities=dict(),
attack=0,
health=20,
hero_class=None)
first_player = Player(hero_1, [], deck1, [], [])
second_player = Player(hero_2, [], deck2, [], [])
state = State(first_player, second_player)
for i in range(2):
state.draw_card()
state.switch_players()
for i in range(3):
state.draw_card()
state.switch_players()
for mana in range(1, 10):
state.draw_card()
print("Player {}".format(1))
print("Hand: {}".format([(minion.name, minion.cost)
for minion in state.current_player.hand]))
for card in state.current_player.board:
card.summoning_sickness = False
state = get_new_state(state, mana, evaluation_utils.offensive_strategy)
print("Player 1 health = {} \nPlayer 2 health = {}".format(
state.current_player.hero.health,
state.opposite_player.hero.health))
state.switch_players()
state.draw_card()
print("\nPlayer {}".format(2))
print("Hand: {}".format([(minion.name, minion.cost)
for minion in state.current_player.hand]))
for card in state.current_player.board:
card.summoning_sickness = False
state = get_new_state(state, mana, evaluation_utils.offensive_strategy)
print("Player 1 health = {} \nPlayer 2 health = {}".format(
state.current_player.hero.health,
state.opposite_player.hero.health))
state.switch_players()
print("\n----------------\n")
if state.is_terminal:
break
def setUp(self):
with open(CARDS_FILE) as json_file:
data = json.load(json_file)
self.abusive_sergeant = card_from_json(data[0])
self.agent_squire = card_from_json(data[1])
self.divine_strength = card_from_json(data[2])
self.selfless_hero = card_from_json(data[3])
self.divine_favor = card_from_json(data[4])
self.seal_of_champions = card_from_json(data[5])
self.steward_of_darshire = card_from_json(data[6])
self.wolfrider = card_from_json(data[7])
self.blessing_of_kings = card_from_json(data[8])
self.defender_of_argus = card_from_json(data[9])
self.hero_1 = Hero(name='Pamisio', cost=0, abilities=dict(), attack=0, health=20, hero_class=None)
self.hero_2 = Hero(name='Pamewcia', cost=0, abilities=dict(), attack=0, health=20, hero_class=None)
self.first_player = Player(self.hero_1, [], [], [], [])
self.second_player = Player(self.hero_2, [], [], [], [])
self.state = State(self.first_player, self.second_player)