def setUp(self):
# An agent every test can use
self.agent = CountLearningAgent()
def stateToFeatures(self, gameState, playerHand):
aceCount = gameState.getDeck().aceCount
return (
CountLearningAgent.stateToFeatures(self, gameState, playerHand) +
(aceCount, ))
class CountLearningAgentTest(unittest.TestCase):
def setUp(self):
# An agent every test can use
self.agent = CountLearningAgent()
def testNoCardNoCount(self):
self.assertEqual(0, self.agent.count)
def testNoValCardsNoCount(self):
hand = Hand(1)
hand.addCard(Card(1, 6))
hand.addCard(Card(1, 6))
self.agent.updateCount(hand)
self.assertEqual(0, self.agent.count)
def testOffsettingCardsNoCount(self):
hand = Hand(1)
hand.addCard(Card(1, 0))
hand.addCard(Card(1, 2))
self.agent.updateCount(hand)
self.assertEqual(0, self.agent.count)
def testEntireDeckNoCount(self):
# The entire deck should be neutral
deck = Deck(1, 4, 13)
dealerHand = Hand(1)
for _ in range(13):
dealerHand.addCard(deck.take())
playerHandMap = {}
for i in range(3):
hand = Hand(1)
for _ in range(13):
hand.addCard(deck.take())
playerHandMap[hand] = i
self.assertEqual(0, deck.numActiveCards())
gameState = GameState(playerHandMap, dealerHand, deck)
self.agent.gameOver(gameState, playerHandMap.keys()[0], 1)
self.assertEqual(0, self.agent.count)
def testEntireDeckNoCountMultiRound(self):
# The entire deck should be neutral
deck = Deck(1, 4, 13)
dealerHand = Hand(1)
for _ in range(6):
dealerHand.addCard(deck.take())
playerHandMap = {}
for i in range(3):
hand = Hand(1)
for _ in range(6):
hand.addCard(deck.take())
playerHandMap[hand] = i
self.assertEqual(52-6*4, deck.numActiveCards())
gameState = GameState(playerHandMap, dealerHand, deck)
self.agent.gameOver(gameState, playerHandMap.keys()[0], 1)
dealerHand = Hand(1)
for _ in range(7):
dealerHand.addCard(deck.take())
playerHandMap = {}
for i in range(3):
hand = Hand(1)
for _ in range(7):
hand.addCard(deck.take())
playerHandMap[hand] = i
self.assertEqual(0, deck.numActiveCards())
gameState = GameState(playerHandMap, dealerHand, deck)
self.agent.gameOver(gameState, playerHandMap.keys()[0], 1)
self.assertEqual(0, self.agent.count)
iterations = args.iterations
if realRounds <= 0:
print "Number of real rounds must be > 0 but was {0}".format(realRounds)
sys.exit(1)
if randomSeed:
random.seed(randomSeed)
playerAgentStrings = args.playerAgents
playerAgents = []
for playerAgentString in playerAgentStrings:
if playerAgentString == "QLearningAgent":
playerAgents.append(QLearningAgent(args.alpha, args.discount, args.epsilon))
elif playerAgentString == "CountLearningAgent":
playerAgents.append(CountLearningAgent())
elif playerAgentString == "AceCountLearningAgent":
playerAgents.append(AceCountLearningAgent())
elif playerAgentString == "ReflexAgent":
playerAgents.append(ReflexAgent())
elif playerAgentString == "StandingAgent":
playerAgents.append(StandingAgent())
elif playerAgentString == "NoBustAgent":
playerAgents.append(NoBustAgent())
elif playerAgentString == "HumanAgent":
playerAgents.append(HumanAgent())
elif playerAgentString == "ValueIterationAgent":
if not iterations:
print "Number of iterations must be specified with ValueIterationAgent"
sys.exit(1)
playerAgents.append(ValueIterationAgent(iterations))
def stateToFeatures(self, gameState, playerHand):
aceCount = gameState.getDeck().aceCount
return (CountLearningAgent.stateToFeatures(self, gameState, playerHand) + (aceCount,))
def setUp(self):
# An agent every test can use
self.agent = CountLearningAgent()
class CountLearningAgentTest(unittest.TestCase):
def setUp(self):
# An agent every test can use
self.agent = CountLearningAgent()
def testNoCardNoCount(self):
self.assertEqual(0, self.agent.count)
def testNoValCardsNoCount(self):
hand = Hand(1)
hand.addCard(Card(1, 6))
hand.addCard(Card(1, 6))
self.agent.updateCount(hand)
self.assertEqual(0, self.agent.count)
def testOffsettingCardsNoCount(self):
hand = Hand(1)
hand.addCard(Card(1, 0))
hand.addCard(Card(1, 2))
self.agent.updateCount(hand)
self.assertEqual(0, self.agent.count)
def testEntireDeckNoCount(self):
# The entire deck should be neutral
deck = Deck(1, 4, 13)
dealerHand = Hand(1)
for _ in range(13):
dealerHand.addCard(deck.take())
playerHandMap = {}
for i in range(3):
hand = Hand(1)
for _ in range(13):
hand.addCard(deck.take())
playerHandMap[hand] = i
self.assertEqual(0, deck.numActiveCards())
gameState = GameState(playerHandMap, dealerHand, deck)
self.agent.gameOver(gameState, playerHandMap.keys()[0], 1)
self.assertEqual(0, self.agent.count)
def testEntireDeckNoCountMultiRound(self):
# The entire deck should be neutral
deck = Deck(1, 4, 13)
dealerHand = Hand(1)
for _ in range(6):
dealerHand.addCard(deck.take())
playerHandMap = {}
for i in range(3):
hand = Hand(1)
for _ in range(6):
hand.addCard(deck.take())
playerHandMap[hand] = i
self.assertEqual(52 - 6 * 4, deck.numActiveCards())
gameState = GameState(playerHandMap, dealerHand, deck)
self.agent.gameOver(gameState, playerHandMap.keys()[0], 1)
dealerHand = Hand(1)
for _ in range(7):
dealerHand.addCard(deck.take())
playerHandMap = {}
for i in range(3):
hand = Hand(1)
for _ in range(7):
hand.addCard(deck.take())
playerHandMap[hand] = i
self.assertEqual(0, deck.numActiveCards())
gameState = GameState(playerHandMap, dealerHand, deck)
self.agent.gameOver(gameState, playerHandMap.keys()[0], 1)
self.assertEqual(0, self.agent.count)