private static double NNsimpleBasicStrategy(Net.Net net, int numOfHands, double eps, ref Deck deck, bool isTraining = false)
{
int totalHandsPlayed;
double winLoss = 0.0; //-1 for loss, +1 for win. +1.5 for blackjack. 0 for draw
//input, playersVal (17), dealersVal(10), playerHasAce(1)
var policy = new NNBasicStrategy(net, eps);
//do each hand
for (totalHandsPlayed = 0; totalHandsPlayed < numOfHands; totalHandsPlayed++)
{
if (deck.isDeckFinished())
{
deck = new Deck(6);
deck.shuffleCards();
}
Hand playerHand = new Hand();
Hand dealerHand = new Hand();
//deal initial cards
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
playHand(ref deck, playerHand, ref dealerHand, ref policy, ref winLoss, isTraining);
}
var x = winLoss / (1.0 * numOfHands);
return(x);
}
private static double NNCountingBasicStrategy(Net.Net playingNet, Net.Net bettingNet, int numOfHands, double eps, ref Deck deck, bool isTraining = false)
{
int totalHandsPlayed;
double winLoss = 0.0; //-1 for loss, +1 for win. +1.5 for blackjack. 0 for draw
//input, playersVal (17), dealersVal(10), playerHasAce(1)
var playingPolicy = new NNBasicStrategy(playingNet, 1.0);//fixed policy for playing
var bettingPolicy = new NNBettingStrategy(bettingNet, eps);
//do each hand
for (totalHandsPlayed = 0; totalHandsPlayed < numOfHands; totalHandsPlayed++)
{
//figure out bet
var bet = 1.0f;
var actionTaken = bettingPolicy.chooseBet(deck);
if (actionTaken == 1)
{
bet = 5.0f;
}
if (actionTaken == 2)
{
bet = 10.0f;
}
if (deck.isDeckFinished())
{
deck = new Deck(6);
deck.shuffleCards();
}
Hand playerHand = new Hand();
Hand dealerHand = new Hand();
//deal initial cards
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
var reward = playHand(ref deck, playerHand, ref dealerHand, ref playingPolicy, ref winLoss, isTraining);
reward = reward * bet;
bettingPolicy.runBackwards(reward, actionTaken);
}
var x = winLoss / (1.0 * numOfHands);
return(x);
}
private static void playHit(ref Deck deck, ref Hand playerHand, Hand dealerHand, ref NNBasicStrategy policy, bool isTraining)
{
var actionTaken = 1;
while (actionTaken == 1) // hit
{
playerHand.addCards(deck.getCard());
if (playerHand.getValue() > 21)
{
break;
}
else
{
if (isTraining)
{
policy.runBackwardsHit(playerHand, dealerHand, deck);
}
}
//need to do delayed reward.
actionTaken = policy.choosePlayerAction(playerHand, dealerHand, deck);
}
}
private static float playHand(ref Deck deck, Hand playerHand, ref Hand dealerHand, ref NNBasicStrategy policy, ref double winLoss, bool isTraining)
{
var reward = 0.0f;
var mult = 1.0f;
//check for blackjack.
if (playerHand.getValue() == 21 && dealerHand.getValue() != 21)
{
winLoss += 1.5;
return 1.5f;
}
else if (dealerHand.getValue() == 21) //dealer got blackjack
{
winLoss -= 1.0;
return -1.0f;
}
else
{
//player decisions
var actionTaken = policy.choosePlayerAction(playerHand, dealerHand, deck);
if (actionTaken == 1)//hit
{
playHit(ref deck, ref playerHand, dealerHand, ref policy, isTraining);
if (playerHand.getValue() > 21)
{
winLoss -= 1.0;
reward = -1.0f;
}
else
{
actionTaken = 0;
}
}
else if (actionTaken == 2) //double
{
playerHand.addCards(deck.getCard());
if (playerHand.getValue() > 21)
{
winLoss -= 2.0;
reward = -1.0f;
mult = 2.0f;
}
else
{
mult = 2.0f;
actionTaken = 0;
}
}
else if (actionTaken == 3) //split
{
Hand pH1 = new Hand();
Hand pH2 = new Hand();
var val = playerHand.getValue() / 2;
//split card and get an extra.
pH1.addCards(val);
pH2.addCards(val);
pH1.addCards(deck.getCard());
pH2.addCards(deck.getCard());
//win loss for the hands
reward = playHand(ref deck, pH1, ref dealerHand, ref policy, ref winLoss, isTraining);
reward += playHand(ref deck, pH2, ref dealerHand, ref policy, ref winLoss, isTraining);
winLoss += reward;
//policy.runBackwards(reward, actionTaken);
}
if(actionTaken == 0) //stand
{
//play dealer
var dealerVal = playDealer(ref deck, ref dealerHand);
if (dealerVal > 21) //dealer busts
{
winLoss += 1.0 * mult;
reward = 1.0f * mult;
}
else if (dealerVal < playerHand.getValue()) //we beat dealer
{
winLoss += 1.0f * mult;
reward = 1.0f * mult;
}
else if (dealerVal == playerHand.getValue()) //draw
{
reward = 0.0f;
}
else //we lost to dealer
{
reward = -1.0f * mult;
winLoss -= 1.0 * mult;
}
}
if (isTraining)
{
if (mult == 2.0f)
actionTaken = 2;
if (actionTaken != 3)
policy.runBackwards(reward, actionTaken);
}
}
return reward;
}
private static double NNsimpleBasicStrategy(Net.Net net, int numOfHands, double eps, ref Deck deck, bool isTraining = false)
{
int totalHandsPlayed;
double winLoss = 0.0; //-1 for loss, +1 for win. +1.5 for blackjack. 0 for draw
//input, playersVal (17), dealersVal(10), playerHasAce(1)
var policy = new NNBasicStrategy(net, eps);
//do each hand
for (totalHandsPlayed = 0; totalHandsPlayed < numOfHands; totalHandsPlayed++)
{
if (deck.isDeckFinished())
{
deck = new Deck(6);
deck.shuffleCards();
}
Hand playerHand = new Hand();
Hand dealerHand = new Hand();
//deal initial cards
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
playHand(ref deck, playerHand, ref dealerHand, ref policy, ref winLoss, isTraining);
}
var x = winLoss / (1.0 * numOfHands);
return x;
}
private static double NNCountingBasicStrategy(Net.Net playingNet, Net.Net bettingNet, int numOfHands, double eps, ref Deck deck, bool isTraining = false)
{
int totalHandsPlayed;
double winLoss = 0.0; //-1 for loss, +1 for win. +1.5 for blackjack. 0 for draw
//input, playersVal (17), dealersVal(10), playerHasAce(1)
var playingPolicy = new NNBasicStrategy(playingNet, 1.0);//fixed policy for playing
var bettingPolicy = new NNBettingStrategy(bettingNet, eps);
//do each hand
for (totalHandsPlayed = 0; totalHandsPlayed < numOfHands; totalHandsPlayed++)
{
//figure out bet
var bet = 1.0f;
var actionTaken = bettingPolicy.chooseBet(deck);
if (actionTaken == 1)
bet = 5.0f;
if (actionTaken == 2)
bet = 10.0f;
if (deck.isDeckFinished())
{
deck = new Deck(6);
deck.shuffleCards();
}
Hand playerHand = new Hand();
Hand dealerHand = new Hand();
//deal initial cards
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
var reward = playHand(ref deck, playerHand, ref dealerHand, ref playingPolicy, ref winLoss, isTraining);
reward = reward * bet;
bettingPolicy.runBackwards(reward, actionTaken);
}
var x = winLoss / (1.0 * numOfHands);
return x;
}
private static void commandLineBJ()
{
Stream stream = File.Open("playingNet.xml", FileMode.Open);
BinaryFormatter formatter = new BinaryFormatter();
Net.Net playingNet = null;
playingNet = (Net.Net)formatter.Deserialize(stream);
stream.Close();
/*
Stream stream1 = File.Open("bettingNet.xml", FileMode.Open);
BinaryFormatter formatter1 = new BinaryFormatter();
Net.Net bettingNet = null;
bettingNet = (Net.Net)formatter1.Deserialize(stream1);
stream1.Close();
*/
Random r = new Random();
var playingPolicy = new NNBasicStrategy(playingNet, 1.0);//fixed policy for playing
//var bettingPolicy = new NNBettingStrategy(bettingNet, eps);
Deck deck = new Deck(6);
deck.shuffleCards();
bool exit = false;
while(!exit)
{
if (deck.isDeckFinished())
{
deck = new Deck(6);
deck.shuffleCards();
}
Hand playerHand = new Hand();
Hand dealerHand = new Hand();
//deal initial cards
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
bool handFinished = false;
while (!handFinished)
{
Console.WriteLine("Enter Q to quit");
Console.WriteLine();
Console.WriteLine();
Console.WriteLine("PLAYER HAND: " + playerHand.handToString());
Console.WriteLine("DEALER SHOWING: " + dealerHand.getDealerShowing());
Console.WriteLine("Q Values: ");
var qVals = playingPolicy.getQScores(playerHand, dealerHand, deck);
var action = playingPolicy.choosePlayerAction(playerHand, dealerHand, deck);
foreach (var q in qVals)
{
Console.Write(" " + q);
}
if (action != 3)
{
var x = (float)(-1 * r.NextDouble());
Console.Write(" " + x);
}
else
{
var x = (float)(r.NextDouble());
while (x < .5f)
x = (float)(r.NextDouble());
Console.Write(" " + x);
}
Console.WriteLine();
Console.WriteLine("Choose action (0 = stay, 1 = hit, 2 = double, 3 = split)");
var line = Console.ReadLine();
if (line.Equals("Q") || line.Equals("q"))
{
exit = true;
continue;
}
var act = Int32.Parse(line);
if (act == 0) //stand
handFinished = true;
else if(act == 1) //hit
{
playerHand.addCards(deck.getCard());
if (playerHand.getValue() > 21)
handFinished = true;
}
else if(act == 2) //double
{
playerHand.addCards(deck.getCard());
handFinished = true;
}
else
{
Console.WriteLine("Split doesnt work with the command line interface right now");
}
}
if (playerHand.getValue() > 21)
{
Console.WriteLine("LOST -- WE BUSTED");
continue;
}
//play dealer
var dealerVal = playDealer(ref deck, ref dealerHand);
Console.WriteLine("PLAYER HAND: " + playerHand.handToString());
Console.WriteLine("DEALER HAND: " + dealerHand.handToString());
if (dealerVal > 21) //dealer busts
{
Console.WriteLine("WINNER -- DEALER BUSTED");
}
else if (dealerVal < playerHand.getValue()) //we beat dealer
{
Console.WriteLine("WINNER");
}
else if (dealerVal == playerHand.getValue()) //draw
{
Console.WriteLine("DRAW");
}
else //we lost to dealer
{
Console.WriteLine("YOU LOST");
}
Console.WriteLine();
Console.WriteLine();
Console.WriteLine("ENTER TO CONTINUE");
Console.ReadLine();
}
}
private static void playHit(ref Deck deck, ref Hand playerHand, Hand dealerHand, ref NNBasicStrategy policy, bool isTraining)
{
var actionTaken = 1;
while (actionTaken == 1) // hit
{
playerHand.addCards(deck.getCard());
if (playerHand.getValue() > 21)
{
break;
}
else
{
if (isTraining)
{
policy.runBackwardsHit(playerHand, dealerHand, deck);
}
}
//need to do delayed reward.
actionTaken = policy.choosePlayerAction(playerHand, dealerHand, deck);
}
}
private static float playHand(ref Deck deck, Hand playerHand, ref Hand dealerHand, ref NNBasicStrategy policy, ref double winLoss, bool isTraining)
{
var reward = 0.0f;
var mult = 1.0f;
//check for blackjack.
if (playerHand.getValue() == 21 && dealerHand.getValue() != 21)
{
winLoss += 1.5;
return(1.5f);
}
else if (dealerHand.getValue() == 21) //dealer got blackjack
{
winLoss -= 1.0;
return(-1.0f);
}
else
{
//player decisions
var actionTaken = policy.choosePlayerAction(playerHand, dealerHand, deck);
if (actionTaken == 1)//hit
{
playHit(ref deck, ref playerHand, dealerHand, ref policy, isTraining);
if (playerHand.getValue() > 21)
{
winLoss -= 1.0;
reward = -1.0f;
}
else
{
actionTaken = 0;
}
}
else if (actionTaken == 2) //double
{
playerHand.addCards(deck.getCard());
if (playerHand.getValue() > 21)
{
winLoss -= 2.0;
reward = -1.0f;
mult = 2.0f;
}
else
{
mult = 2.0f;
actionTaken = 0;
}
}
else if (actionTaken == 3) //split
{
Hand pH1 = new Hand();
Hand pH2 = new Hand();
var val = playerHand.getValue() / 2;
//split card and get an extra.
pH1.addCards(val);
pH2.addCards(val);
pH1.addCards(deck.getCard());
pH2.addCards(deck.getCard());
//win loss for the hands
reward = playHand(ref deck, pH1, ref dealerHand, ref policy, ref winLoss, isTraining);
reward += playHand(ref deck, pH2, ref dealerHand, ref policy, ref winLoss, isTraining);
winLoss += reward;
//policy.runBackwards(reward, actionTaken);
}
if (actionTaken == 0) //stand
{
//play dealer
var dealerVal = playDealer(ref deck, ref dealerHand);
if (dealerVal > 21) //dealer busts
{
winLoss += 1.0 * mult;
reward = 1.0f * mult;
}
else if (dealerVal < playerHand.getValue()) //we beat dealer
{
winLoss += 1.0f * mult;
reward = 1.0f * mult;
}
else if (dealerVal == playerHand.getValue()) //draw
{
reward = 0.0f;
}
else //we lost to dealer
{
reward = -1.0f * mult;
winLoss -= 1.0 * mult;
}
}
if (isTraining)
{
if (mult == 2.0f)
{
actionTaken = 2;
}
if (actionTaken != 3)
{
policy.runBackwards(reward, actionTaken);
}
}
}
return(reward);
}
private static void commandLineBJ()
{
Stream stream = File.Open("playingNet.xml", FileMode.Open);
BinaryFormatter formatter = new BinaryFormatter();
Net.Net playingNet = null;
playingNet = (Net.Net)formatter.Deserialize(stream);
stream.Close();
/*
* Stream stream1 = File.Open("bettingNet.xml", FileMode.Open);
* BinaryFormatter formatter1 = new BinaryFormatter();
* Net.Net bettingNet = null;
* bettingNet = (Net.Net)formatter1.Deserialize(stream1);
* stream1.Close();
*/
Random r = new Random();
var playingPolicy = new NNBasicStrategy(playingNet, 1.0);//fixed policy for playing
//var bettingPolicy = new NNBettingStrategy(bettingNet, eps);
Deck deck = new Deck(6);
deck.shuffleCards();
bool exit = false;
while (!exit)
{
if (deck.isDeckFinished())
{
deck = new Deck(6);
deck.shuffleCards();
}
Hand playerHand = new Hand();
Hand dealerHand = new Hand();
//deal initial cards
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
playerHand.addCards(deck.getCard());
dealerHand.addCards(deck.getCard());
bool handFinished = false;
while (!handFinished)
{
Console.WriteLine("Enter Q to quit");
Console.WriteLine();
Console.WriteLine();
Console.WriteLine("PLAYER HAND: " + playerHand.handToString());
Console.WriteLine("DEALER SHOWING: " + dealerHand.getDealerShowing());
Console.WriteLine("Q Values: ");
var qVals = playingPolicy.getQScores(playerHand, dealerHand, deck);
var action = playingPolicy.choosePlayerAction(playerHand, dealerHand, deck);
foreach (var q in qVals)
{
Console.Write(" " + q);
}
if (action != 3)
{
var x = (float)(-1 * r.NextDouble());
Console.Write(" " + x);
}
else
{
var x = (float)(r.NextDouble());
while (x < .5f)
{
x = (float)(r.NextDouble());
}
Console.Write(" " + x);
}
Console.WriteLine();
Console.WriteLine("Choose action (0 = stay, 1 = hit, 2 = double, 3 = split)");
var line = Console.ReadLine();
if (line.Equals("Q") || line.Equals("q"))
{
exit = true;
continue;
}
var act = Int32.Parse(line);
if (act == 0) //stand
{
handFinished = true;
}
else if (act == 1) //hit
{
playerHand.addCards(deck.getCard());
if (playerHand.getValue() > 21)
{
handFinished = true;
}
}
else if (act == 2) //double
{
playerHand.addCards(deck.getCard());
handFinished = true;
}
else
{
Console.WriteLine("Split doesnt work with the command line interface right now");
}
}
if (playerHand.getValue() > 21)
{
Console.WriteLine("LOST -- WE BUSTED");
continue;
}
//play dealer
var dealerVal = playDealer(ref deck, ref dealerHand);
Console.WriteLine("PLAYER HAND: " + playerHand.handToString());
Console.WriteLine("DEALER HAND: " + dealerHand.handToString());
if (dealerVal > 21) //dealer busts
{
Console.WriteLine("WINNER -- DEALER BUSTED");
}
else if (dealerVal < playerHand.getValue()) //we beat dealer
{
Console.WriteLine("WINNER");
}
else if (dealerVal == playerHand.getValue()) //draw
{
Console.WriteLine("DRAW");
}
else //we lost to dealer
{
Console.WriteLine("YOU LOST");
}
Console.WriteLine();
Console.WriteLine();
Console.WriteLine("ENTER TO CONTINUE");
Console.ReadLine();
}
}