def test_simulation(self):
with Context() as ctx:
# Simulation function
from spellsource.utils import simulate
DECK_1 = '''### Control Warlock First
# Class: VIOLET
# Format: Standard
#
# 2x (1) Dark Pact
# 2x (1) Kobold Librarian
# 2x (1) Mortal Coil
# 1x (2) Acidic Swamp Ooze
# 2x (2) Defile
# 2x (2) Doomsayer
# 2x (2) Plated Beetle
# 1x (3) Ironbeak Owl
# 2x (3) Stonehill Defender
# 1x (3) Voodoo Doll
# 2x (4) Hellfire
# 2x (4) Lesser Amethyst Spellstone
# 2x (5) Possessed Lackey
# 1x (6) Rin, the First Disciple
# 1x (6) Siphon Soul
# 1x (7) Lord Godfrey
# 1x (8) Twisting Nether
# 2x (9) Voidlord
# 1x (10) Bloodreaver Gul'dan'''
# Supports a deck list written in this format below:
DECK_2 = '''### Control Warlock Second
# Class: VIOLET
# Format: Standard
#
# 2x (1) Dark Pact
# 2x (1) Kobold Librarian
# 2x (1) Mortal Coil
# 1x (2) Acidic Swamp Ooze
# 2x (2) Defile
# 2x (2) Doomsayer
# 2x (2) Plated Beetle
# 1x (3) Ironbeak Owl
# 2x (3) Stonehill Defender
# 1x (3) Voodoo Doll
# 2x (4) Hellfire
# 2x (4) Lesser Amethyst Spellstone
# 2x (5) Possessed Lackey
# 1x (6) Rin, the First Disciple
# 1x (6) Siphon Soul
# 1x (7) Lord Godfrey
# 1x (8) Twisting Nether
# 2x (9) Voidlord
# 1x (10) Bloodreaver Gul'dan'''
per_game_stats = list(
simulate(context=ctx,
decks=(DECK_1, DECK_2),
number=10,
behaviours=('PlayRandomBehaviour',
'PlayRandomBehaviour')))
self.assertTrue(len(per_game_stats) > 0)
def test_behaviour(self):
with Context() as ctx:
gc = ctx.game.GameContext.fromTwoRandomDecks()
behaviour1 = PlayRandomBehaviour()
behaviour2 = PlayRandomBehaviour()
gc.setBehaviour(0, behaviour1.wrap(ctx))
gc.setBehaviour(1, behaviour2.wrap(ctx))
gc.play()
self.assertTrue(gc.updateAndGetGameOver())
def test_advanced_behaviour(self):
with Context() as ctx:
gc = ctx.game.GameContext.fromTwoRandomDecks()
behaviour1 = GameStateValueBehaviour(ctx)
behaviour2 = PlayRandomBehaviour()
gc.getPlayer1().setBehaviour(behaviour1.wrap(ctx))
gc.getPlayer2().setBehaviour(behaviour2.wrap(ctx))
gc.play()
self.assertTrue(gc.updateAndGetGameOver())
def test_faq(self):
from spellsource.context import Context
with Context() as ctx:
game_context = ctx.GameContext.fromDeckLists(
[TOKEN_DRUID, EVEN_WARLOCK])
agent_1 = ctx.behaviour.FiberBehaviour()
agent_2 = ctx.behaviour.FiberBehaviour()
game_context.setBehaviour(ctx.GameContext.PLAYER_1, agent_1)
game_context.setBehaviour(ctx.GameContext.PLAYER_2, agent_2)
SEED = 10101
game_context.setLogic(ctx.GameLogic(SEED))
game_context.play(True)
def pending_mulligans():
for i, agent in enumerate([agent_1, agent_2]):
print(
'Agent', i + 1,
[card.toString() for card in agent.getMulliganCards()])
from time import sleep
sleep(0.01)
pending_mulligans()
malfurion_the_pestilent = agent_1.getMulliganCards()[2]
self.assertEqual(malfurion_the_pestilent.getName(),
'Malfurion the Pestilent')
agent_1.setMulligan([malfurion_the_pestilent])
sleep(0.01)
pending_mulligans()
sleep(0.01)
agent_2.setMulligan([])
_ = game_context.getActivePlayer().getName()
_ = [action.toString() for action in agent_1.getValidActions()]
_ = [
card.toString()
for card in game_context.getActivePlayer().getHand()
]
_ = game_context.getActivePlayer().getMana()
_ = game_context.getActivePlayer().getHand()[0].getDescription()
card_bloodfen_raptor = ctx.CardCatalogue.getCardByName(
"Bloodfen Raptor")
self.assertIsNotNone(card_bloodfen_raptor)
bloodfen_raptor = card_bloodfen_raptor.summon()
opponent = game_context.getOpponent(game_context.getActivePlayer())
self.assertTrue(game_context.getLogic().summon(
opponent.getId(), bloodfen_raptor, card_bloodfen_raptor, -1,
False))
_ = [action.toString() for action in agent_1.getValidActions()]
for i, action in enumerate(agent_1.getValidActions()):
source = game_context.resolveSingleTarget(
action.getSourceReference())
target = game_context.resolveSingleTarget(
action.getTargetReference())
print('%d %s %s: Targeting %s' %
(i, action.getActionType().toString(), source, target))
clone = game_context.clone()
def test_simulation(self):
with Context() as ctx:
# Simulation function
from spellsource.utils import simulate
per_game_stats = list(
simulate(context=ctx,
decks=(DECK_1, DECK_2),
number=10,
behaviours=('PlayRandomBehaviour',
'PlayRandomBehaviour')))
self.assertTrue(len(per_game_stats) > 0)
def test_advanced_behaviour(self):
with Context() as ctx:
gc = ctx.game.GameContext.fromTwoRandomDecks()
behaviour1 = GameStateValueBehaviour(ctx)
behaviour2 = PlayRandomBehaviour()
gc.setBehaviour(0, behaviour1.wrap(ctx))
gc.setBehaviour(1, behaviour2.wrap(ctx))
# We'll just play one turn turns
gc.init()
gc.setActivePlayerId(0)
gc.startTurn(0)
while gc.takeActionInTurn():
pass
self.assertTrue(gc.getActionsThisTurn() > 0)
def __init__(self, batch_size=32, max_epochs=None):
self.batch_size = batch_size
self._create_dictionary()
# Load text, convert it into a "sequence"
hearthcards = pickle.load(
open(Context.find_resource_path(filename='hearthcards.pkl'),
'rb')) # type: List[dict]
spellsource = iter_cards(
start_path=Context.find_resource_path('cards'))
training_names = frozenset(card['cardname'].lower()
for card in hearthcards)
training = [
CharRNNWorkspace._format_hearthcard(card) for card in hearthcards
]
# Remove cards that exist both in the validation set and training sets by comparing the names
validation = [
CharRNNWorkspace._format_card(**card) for card in spellsource
if card['name'].lower() not in training_names
and card['set'] in CharRNNWorkspace.VALID_CARD_SETS
]
assert len(training) > 0
assert len(validation) > 0
# validation = [card for card in spellsource if card['name'].strip().lower() not in training_names]
self.seq_len = max(
len(s) for s in itertools.chain(training, validation))
assert self.seq_len > 0
self.training = self._prepare_data_set(training)
self.validation = self._prepare_data_set(validation)
self.epoch = 0
self.max_epochs = max_epochs or self.seq_len * 2
assert self.max_epochs > 0
self.model = self._build_model(batch_size=self.batch_size,
seq_len=self.seq_len,
vocab_size=self.vocab_size)
self.inference_model = CharRNNWorkspace._build_inference_model(
self.model)
def test_simulation_two_different_bots(self):
_behaviours_called = [False, False]
class PythonBehaviour1(Behaviour):
def clone(self) -> Behaviour:
return PythonBehaviour1()
def get_name(self) -> str:
return 'Name 1'
def mulligan(self, context: GameContext, player: Player,
cards: List[Card]) -> List[Card]:
return []
def request_action(self, context: GameContext, player: Player,
valid_actions: List[GameAction]) -> GameAction:
_behaviours_called[0] = True
return valid_actions[0]
class PythonBehaviour2(Behaviour):
def clone(self) -> Behaviour:
return PythonBehaviour2()
def get_name(self) -> str:
return 'Name 2'
def mulligan(self, context: GameContext, player: Player,
cards: List[Card]) -> List[Card]:
return []
def request_action(self, context: GameContext, player: Player,
valid_actions: List[GameAction]) -> GameAction:
_behaviours_called[1] = True
return valid_actions[0]
with Context() as ctx:
from spellsource.utils import simulate
results = list(
simulate(context=ctx,
decks=(DECK_1, DECK_2),
behaviours=[PythonBehaviour1, PythonBehaviour2],
number=1))
self.assertTrue(all(_behaviours_called))
def test_notebook(self):
from tqdm import tqdm
from spellsource.context import Context
from spellsource.utils import simulate
with Context() as ctx:
results = list(
tqdm(
simulate(behaviours=('PlayRandomBehaviour',
'PlayRandomBehaviour'),
decks=(DECK_3, DECK_4, DECK_5, DECK_6),
number=100,
context=ctx)))
self.assertIsNotNone(results)
self.assertEqual(len(results), 6)
results = list(
tqdm(
simulate(behaviours=('GameStateValueBehaviour',
'GameStateValueBehaviour'),
decks=(DECK_3, DECK_4, DECK_5, DECK_6),
number=1,
context=ctx)))
self.assertIsNotNone(results)
self.assertEqual(len(results), 6)
def test_start_jvm(self):
context_entered = False
with Context() as ctx:
self.assertEqual(ctx.status, Context.STATUS_READY)
context_entered = True
self.assertTrue(context_entered)
def test_create_game_context(self):
with Context() as ctx:
self.assertEqual(ctx.status, Context.STATUS_READY)
gc = ctx.game.GameContext.fromTwoRandomDecks()
self.assertEqual(gc.getPlayer1().getId(), 0)
def test_notebook(self):
from tqdm import tqdm
from spellsource.context import Context
from spellsource.utils import simulate
DECK_1 = '''### Cubelock - Standard Meta Snapshot - May 9, 2018
# Class: Warlock
# Format: Standard
# Year of the Raven
#
# 2x (1) Dark Pact
# 2x (1) Kobold Librarian
# 1x (2) Acidic Swamp Ooze
# 2x (2) Defile
# 2x (2) Plated Beetle
# 2x (3) Stonehill Defender
# 2x (4) Hellfire
# 2x (4) Lesser Amethyst Spellstone
# 1x (4) Spiritsinger Umbra
# 2x (5) Carnivorous Cube
# 2x (5) Doomguard
# 1x (5) Faceless Manipulator
# 2x (5) Possessed Lackey
# 1x (5) Skull of the Man'ari
# 1x (6) Rin, the First Disciple
# 1x (7) Lord Godfrey
# 2x (9) Voidlord
# 1x (10) Bloodreaver Gul'dan
# 1x (12) Mountain Giant
'''
DECK_2 = '''### Even Paladin - Standard Meta Snapshot - May 9, 2018
# Class: Paladin
# Format: Standard
# Year of the Raven
#
# 1x (2) Acidic Swamp Ooze
# 2x (2) Amani Berserker
# 2x (2) Dire Wolf Alpha
# 2x (2) Equality
# 2x (2) Knife Juggler
# 2x (2) Loot Hoarder
# 2x (4) Blessing of Kings
# 2x (4) Call to Arms
# 2x (4) Consecration
# 2x (4) Saronite Chain Gang
# 2x (4) Spellbreaker
# 2x (4) Truesilver Champion
# 2x (6) Argent Commander
# 2x (6) Avenging Wrath
# 1x (6) Genn Greymane
# 1x (6) Sunkeeper Tarim
# 1x (6) Val'anyr
'''
DECK_3 = '''### Spiteful Druid - Standard Meta Snapshot - May 9, 2018
# Class: Druid
# Format: Standard
# Year of the Raven
#
# 2x (1) Fire Fly
# 2x (1) Glacial Shard
# 1x (2) Prince Keleseth
# 2x (3) Crypt Lord
# 2x (3) Druid of the Scythe
# 2x (3) Greedy Sprite
# 2x (3) Mind Control Tech
# 1x (3) Tar Creeper
# 2x (4) Saronite Chain Gang
# 2x (4) Spellbreaker
# 2x (5) Cobalt Scalebane
# 2x (5) Fungalmancer
# 1x (5) Leeroy Jenkins
# 2x (6) Spiteful Summoner
# 1x (7) Malfurion the Pestilent
# 1x (8) Grand Archivist
# 1x (8) The Lich King
# 2x (10) Ultimate Infestation
'''
DECK_4 = '''### Aggro Mage - Standard Meta Snapshot - Apr. 30, 2018
# Class: Mage
# Format: Standard
# Year of the Raven
#
# 2x (1) Arcane Missiles
# 2x (1) Mana Wyrm
# 1x (1) Mirror Image
# 1x (2) Amani Berserker
# 2x (2) Arcanologist
# 1x (2) Bloodmage Thalnos
# 2x (2) Frostbolt
# 2x (2) Primordial Glyph
# 2x (2) Sorcerer's Apprentice
# 2x (3) Arcane Intellect
# 2x (3) Cinderstorm
# 2x (3) Counterspell
# 2x (3) Explosive Runes
# 2x (3) Kirin Tor Mage
# 2x (4) Fireball
# 1x (4) Lifedrinker
# 1x (6) Aluneth
# 1x (10) Pyroblast
'''
with Context() as ctx:
results = list(
tqdm(
simulate(behaviours=('PlayRandomBehaviour',
'PlayRandomBehaviour'),
decks=(DECK_1, DECK_2, DECK_3, DECK_4),
number=100,
context=ctx)))
self.assertIsNotNone(results)
self.assertEqual(len(results), 6)
results = list(
tqdm(
simulate(behaviours=('GameStateValueBehaviour',
'GameStateValueBehaviour'),
decks=(DECK_1, DECK_2, DECK_3, DECK_4),
number=1,
context=ctx)))
self.assertIsNotNone(results)
self.assertEqual(len(results), 6)
# 1x Genn Greymane
# 1x Mossy Horror
# 2x Spikeridged Steed
# 1x Sunkeeper Tarim
# 1x Val'anyr
# 1x Windfury Harpy
# 1x Dinosize
# 1x The Lich King
#
'''
if __name__ == "__main__":
from spellsource.context import Context
with Context() as ctx:
wins = 0
total = 30
for i in range(total):
game_context = ctx.GameContext.fromDeckLists([ZOO_WARLOCK, EVEN_PALADIN])
game_context.setGSVB(0)
game_context.setGSVB(1)
print('Starting match..', i)
game_context.play()
# print('Finish! Winner is', game_context.getWinningPlayerId())
if game_context.getWinningPlayerId() == 1:
wins += 1
print('win rate:', wins/total)
# 2x (4) Lesser Amethyst Spellstone
# 2x (4) Shroom Brewer
# 2x (4) Spellbreaker
# 2x (4) Twilight Drake
# 1x (6) Dread Infernal
# 1x (6) Genn Greymane
# 1x (6) Skulking Geist
# 1x (8) The Lich King
# 1x (10) Bloodreaver Gul'dan
# 2x (12) Mountain Giant
#
AAECAf0GBooH+wfN9AKgzgLCzgKX0wIM58sCigHq5gL7BvHQArYH/dACiNIC2OUC8gWNCOEHAA==
#
# To use this deck, copy it to your clipboard and create a new deck in Hearthstone
'''
ctx = Context()
game_context = ctx.GameContext.fromDeckLists([TOKEN_DRUID, EVEN_WARLOCK])
agent_1 = ctx.behaviour.FiberBehaviour()
agent_2 = ctx.behaviour.FiberBehaviour()
game_context.setBehaviour(ctx.GameContext.PLAYER_1, agent_1)
game_context.setBehaviour(ctx.GameContext.PLAYER_2, agent_2)
SEED = 10101
game_context.setLogic(ctx.GameLogic(SEED))
game_context.play()
def pending_mulligans():
for i, agent in enumerate([agent_1, agent_2]):
print('Agent', i+1, [card.toString() for card in agent.getMulliganCards()])
pending_mulligans()
'''