def num_plus_actions(card):
return card_info.num_plus_actions(card)
if acceptable_func(card):
num_rows += 1
new_cards = []
new_mat = np.zeros((num_rows, existing_matrix.shape[1]))
for card, row in zip(existing_card_names, existing_matrix):
if acceptable_func(card):
new_mat[len(new_cards)] = row
new_cards.append(card)
return new_mat, new_cards
# http://forum.dominionstrategy.com/index.php?topic=647.msg8951#msg8951
bonus_feature_funcs = [
lambda x: 2 * card_info.coin_cost(x),
lambda x: 3 * card_info.potion_cost(x),
lambda x: 3 * card_info.num_plus_actions(x),
lambda x: 4 * card_info.num_plus_cards(x),
lambda x: 4 * card_info.is_action(x),
lambda x: 4 * card_info.is_victory(x),
lambda x: 4 * card_info.is_treasure(x),
lambda x: 5 * card_info.is_attack(x),
lambda x: 1 * card_info.is_reaction(x),
lambda x: 2 * card_info.vp_per_card(x),
lambda x: 1 * card_info.money_value(x),
lambda x: 1 * card_info.num_plus_buys(x),
# 1 * gains (remodel, upgrade, workshop, ...)
lambda x: 1 * max(card_info.trashes(x), 5)
# 6 * pollute (can add to other deck)
# 3 * combo (conspirator, peddler, ...
# 3 * special (goons, gardens, uniqueness in general)
# 3 * discard (militia, minion,
def action_balance_deck_extractor(deck_comp, game_state, player):
ret = 0
for card, quant in deck_comp.iteritems():
ret += (ci.num_plus_actions(card) - ci.is_action(card)) * quant
return [ret / (sum(deck_comp.itervalues()) or 1)]
for card in existing_card_names:
if acceptable_func(card):
num_rows += 1
new_cards = []
new_mat = np.zeros((num_rows, existing_matrix.shape[1]))
for card, row in zip(existing_card_names, existing_matrix):
if acceptable_func(card):
new_mat[len(new_cards)] = row
new_cards.append(card)
return new_mat, new_cards
# http://forum.dominionstrategy.com/index.php?topic=647.msg8951#msg8951
bonus_feature_funcs = [
lambda x: 2 * card_info.coin_cost(x),
lambda x: 3 * card_info.potion_cost(x),
lambda x: 3 * card_info.num_plus_actions(x),
lambda x: 4 * card_info.num_plus_cards(x),
lambda x: 4 * card_info.is_action(x),
lambda x: 4 * card_info.is_victory(x),
lambda x: 4 * card_info.is_treasure(x),
lambda x: 5 * card_info.is_attack(x),
lambda x: 1 * card_info.is_reaction(x),
lambda x: 2 * card_info.vp_per_card(x),
lambda x: 1 * card_info.money_value(x),
lambda x: 1 * card_info.num_plus_buys(x),
# 1 * gains (remodel, upgrade, workshop, ...)
lambda x: 1 * max(card_info.trashes(x), 5)
# 6 * pollute (can add to other deck)
# 3 * combo (conspirator, peddler, ...
# 3 * special (goons, gardens, uniqueness in general)
# 3 * discard (militia, minion,
def action_balance_deck_extractor(deck_comp, game_state, player):
ret = 0.0
for card, quant in deck_comp.iteritems():
ret += (ci.num_plus_actions(card) - ci.is_action(card)) * quant
return [ret / (sum(deck_comp.itervalues()) or 1)]
def num_plus_actions(card):
return card_info.num_plus_actions(card)