static void RunMiniMaxMix(byte qnumber, MiniMaxMixAgent agent, String opponent, int iterations)
{
Virus virus = new Virus(2, 5);
int wins = 0;
byte oppnumber = qnumber == 1 ? (byte)2 : (byte)1;
int n = 0;
while (File.Exists("mixlog" + n))
{
n++;
}
StreamWriter writer = new StreamWriter("mixlog" + n);
for (int i = 1; i <= iterations; i++)
{
Agent opp;
switch (opponent)
{
case "brute":
opp = new BruteForceAgent(oppnumber);
break;
case "minimax4":
opp = new MinimaxAgent(4, oppnumber);
break;
case "minimax3":
opp = new MinimaxAgent(3, oppnumber);
break;
case "minimax2":
opp = new MinimaxAgent(2, oppnumber);
break;
default:
opp = new BruteForceAgent(oppnumber);
break;
}
int winner = RunGame(virus, qnumber == 1 ? (Agent)agent : opp, qnumber == 2 ? (Agent)agent : opp);
wins += winner == 1 ? 1 : 0;
if (i % 10 == 0)
{
writer.WriteLine(wins);
Console.WriteLine("Iteration: " + i);
Console.WriteLine("Wins: " + wins);
wins = 0;
}
virus = new Virus(2, 5);
}
writer.Close();
}
public AnnAgent(bool learn, int boardSize, byte player = 1)
{
learning = learn;
playerNumber = player;
int boardFields = boardSize * boardSize;
if(File.Exists("ann" + boardSize + ".bin"))
network = (ActivationNetwork)Serialization.LoadNetwork("ann" + boardSize + ".bin");
else
network = new ActivationNetwork(new BipolarSigmoidFunction(), boardFields, 5, boardFields * 2);
backProp = new BackPropagationLearning(network);
teacher = new MinimaxAgent(2, player);
}
public AnnAgent(bool learn, int boardSize, byte player = 1)
{
learning = learn;
playerNumber = player;
int boardFields = boardSize * boardSize;
if (File.Exists("ann" + boardSize + ".bin"))
{
network = (ActivationNetwork)Serialization.LoadNetwork("ann" + boardSize + ".bin");
}
else
{
network = new ActivationNetwork(new BipolarSigmoidFunction(), boardFields, 5, boardFields * 2);
}
backProp = new BackPropagationLearning(network);
teacher = new MinimaxAgent(2, player);
}
static void comRunMinimax()
{
Console.WriteLine("Minimax is player..?");
byte temp3 = byte.Parse(Console.ReadLine());
Console.WriteLine("Look how far ahead?");
int temp1 = int.Parse(Console.ReadLine());
MinimaxAgent magent = new MinimaxAgent(temp1, temp3);
Console.WriteLine("How many iterations?");
temp1 = int.Parse(Console.ReadLine());
Console.WriteLine("Which opponent?");
string command = Console.ReadLine();
Console.WriteLine("Save how often?");
int temp2 = int.Parse(Console.ReadLine());
Console.WriteLine("Board size?");
int temp4 = int.Parse(Console.ReadLine());
RunMinimax(temp4, temp3, magent, command, temp1, temp2);
}
static void TrainQ(int size, byte qnumber, QAgent agent, String opponent, String logname, String savename, int iterations, int saveinterval = 360)
{
Virus virus = new Virus(2, size);
int wins = 0, wins2 = 0;
byte oppnumber = qnumber == 1 ? (byte)2 : (byte)1;
Agent opp = new BruteForceAgent(oppnumber);
StreamWriter writer = new StreamWriter(logname);
for (int i = 1; i <= iterations; i++)
{
switch (opponent)
{
case "brute":
break;
case "minimax4":
opp = new MinimaxAgent(4, oppnumber);
break;
case "minimax3":
opp = new MinimaxAgent(3, oppnumber);
break;
case "minimax2":
opp = new MinimaxAgent(2, oppnumber);
break;
default:
opp = new BruteForceAgent(oppnumber);
break;
}
int winner = RunGame(virus, qnumber == 1 ? (Agent)agent : opp, qnumber == 2 ? (Agent)agent : opp);
wins += winner == 1 ? 1 : 0;
wins2 += winner == 1 ? 1 : 0;
if (i % 100 == 0)
{
if (agent.RandomRate == 0)
{
writer.WriteLine(wins2);
}
wins2 = 0;
}
if (i % saveinterval == 0)
{
agent.Save(savename);
Console.WriteLine("Iteration: " + i);
Console.WriteLine("Wins: " + wins);
wins = 0;
if (agent.RandomRate > 0)
{
agent.TurnOffExploration();
agent.TurnOffLearning();
for (int j = 1; j <= 1000; j++)
{
virus = new Virus(2, size);
winner = RunGame(virus, qnumber == 1 ? (Agent)agent : opp, qnumber == 2 ? (Agent)agent : opp);
wins += winner == 1 ? 1 : 0;
}
writer.WriteLine(wins);
wins = 0;
agent.TurnOnExploration();
agent.TurnOnLearning();
}
}
virus = new Virus(2, size);
}
writer.Close();
}
static void RunMinimax(int size, byte qnumber, MinimaxAgent agent, String opponent, int iterations, int saveinterval = 360)
{
Virus virus = new Virus(2, size);
int wins = 0;
int wins2 = 0;
byte oppnumber = qnumber == 1 ? (byte)2 : (byte)1;
int n = 0;
while (File.Exists("mmlog" + n))
{
n++;
}
StreamWriter writer = new StreamWriter("mmlog" + n);
StreamWriter timeWriter = new StreamWriter("mmTimeLog", true);
timeWriter.WriteLine("Player number: {0} Board size: {1} Opponent: {2}", qnumber, size, opponent);
timeWriter.Close();
for (int i = 1; i <= iterations; i++)
{
Agent opp;
switch (opponent)
{
case "brute":
opp = new BruteForceAgent(oppnumber);
break;
case "minimax4":
opp = new MinimaxAgent(4, oppnumber);
break;
case "minimax3":
opp = new MinimaxAgent(3, oppnumber);
break;
case "minimax2":
opp = new MinimaxAgent(2, oppnumber);
break;
default:
opp = new BruteForceAgent(oppnumber);
break;
}
virus.SaveReplay = true;
int winner = RunGame(virus, qnumber == 1 ? (Agent)agent : opp, qnumber == 2 ? (Agent)agent : opp);
wins += winner == 1 ? 1 : 0;
wins2 += winner == 1 ? 1 : 0;
/*if (i % 100 == 0) {
* writer.WriteLine(wins2);
* //Console.WriteLine("Iteration: " + i);
* //Console.WriteLine("Wins: " + wins);
* wins2 = 0;
* }*/
if (i % saveinterval == 0)
{
writer.WriteLine(wins);
Console.WriteLine("Iteration: " + i);
Console.WriteLine("Wins: " + wins);
//Console.WriteLine(winners);
//winners.Clear();
wins = 0;
}
virus = new Virus(2, size);
}
writer.Close();
}
public VirusInterface(Virus virus, int tilesize = 20, bool immediateAI = false, params String[] names)
{
InitializeComponent();
this.virus = virus;
this.tileSize = tilesize;
this.immediateAI = immediateAI;
this.MouseClick += MouseClickHandler1;
this.Size = new Size(
virus.Size * tileSize + 17,
virus.Size * tileSize + 55);
this.names.Add("Player 0");
this.names.AddRange(names);
while (this.names.Count < virus.Players + 1)
{
this.names.Add("Player " + this.names.Count);
}
//Save("Lalalafil");
agents = new Agent[this.names.Count];
int n = 1;
for (byte i = 1; i < this.names.Count; i++)
{
String p = this.names[i];
switch (p)
{
case "QAI":
agents[i] = new QAgent(i);
if (File.Exists("TrainingData.Q") && File.Exists("TrainingData.N"))
{
((QAgent)agents[i]).Load("TrainingData");
((QAgent)agents[i]).TurnOffExploration();
((QAgent)agents[i]).TurnOffLearning();
}
this.names[i] = "AI " + n;
n++;
break;
case "AnnAI":
agents[i] = new AnnAgent(false, virus.Size, i);
this.names[i] = "AI " + n;
n++;
break;
case "MinimaxAI":
agents[i] = new MinimaxAgent(4, i);
this.names[i] = "AI " + n;
n++;
break;
case "MiniMaxMixAI":
if (File.Exists("TrainingData.Q"))
{
agents[i] = new MiniMaxMixAgent("TrainingData", 2, i);
}
else
{
agents[i] = new BruteForceAgent(i);
}
this.names[i] = "AI " + n;
n++;
break;
case "MixedAI":
agents[i] = new MixedAgent(0.5, false, i);
this.names[i] = "AI " + n;
n++;
break;
case "BruteAI":
agents[i] = new BruteForceAgent(i);
this.names[i] = "AI " + n;
n++;
break;
case "RandomAI":
agents[i] = new RandomAgent(i);
this.names[i] = "AI " + n;
n++;
break;
case "SimpleAI":
agents[i] = new SimpleAgent(i);
this.names[i] = "AI " + n;
n++;
break;
}
}
message = this.names[1] + "'s turn";
colors = new Color[virus.Players + 1];
colors[0] = Color.White;
colors[1] = Color.FromArgb(128, 160, 255);
colors[2] = Color.FromArgb(96, 255, 96);
if (virus.Players > 2)
{
colors[3] = Color.FromArgb(255, 96, 96);
}
if (virus.Players > 3)
{
colors[4] = Color.FromArgb(255, 255, 64);
}
Random rand = new Random();
for (int i = 5; i <= virus.Players; i++)
{
colors[i] = Color.FromArgb(rand.Next(256), rand.Next(256), rand.Next(256));
}
}
static void TrainMemoryQ(int size, byte qnumber, MemoryQAgent agent, String opponent, String logname, String savename, int iterations, int saveinterval = 360)
{
Virus virus = new Virus(2, size);
int wins = 0, wins2 = 0;
byte oppnumber = qnumber == 1 ? (byte)2 : (byte)1;
Agent opp = new BruteForceAgent(oppnumber);
StreamWriter writer = new StreamWriter(logname);
for (int i = 1; i <= iterations; i++)
{
switch (opponent)
{
case "brute":
break;
case "minimax4":
opp = new MinimaxAgent(4, oppnumber);
break;
case "minimax3":
opp = new MinimaxAgent(3, oppnumber);
break;
case "minimax2":
opp = new MinimaxAgent(2, oppnumber);
break;
default:
opp = new BruteForceAgent(oppnumber);
break;
}
int winner = RunGame(virus, qnumber == 1 ? (Agent)agent : opp, qnumber == 2 ? (Agent)agent : opp);
wins += winner == 1 ? 1 : 0;
wins2 += winner == 1 ? 1 : 0;
agent.ProcessShortTermMemory();
if (i % saveinterval == 0)
{
agent.Save(savename);
Console.WriteLine("Iteration: " + i);
Console.WriteLine("Wins: " + wins);
wins = 0;
}
virus = new Virus(2, size);
}
for (int n = 0; n < 10; n++)
{
MemoryQAgent ag = new MemoryQAgent();
for (int i = 0; i < 1000; i++)
{
agent.TellOfMemoryTo(ag);
}
wins = 0;
opp = new BruteForceAgent(oppnumber);
for (int i = 1; i <= 10000; i++)
{
switch (opponent)
{
case "brute":
break;
case "minimax4":
opp = new MinimaxAgent(4, oppnumber);
break;
case "minimax3":
opp = new MinimaxAgent(3, oppnumber);
break;
case "minimax2":
opp = new MinimaxAgent(2, oppnumber);
break;
default:
opp = new BruteForceAgent(oppnumber);
break;
}
int winner = RunGame(virus, qnumber == 1 ? (Agent)ag : opp, qnumber == 2 ? (Agent)ag : opp);
wins += winner == 1 ? 1 : 0;
virus = new Virus(2, size);
}
Console.WriteLine("After 1000 memories");
Console.WriteLine("Wins: " + wins);
writer.Write(((double)wins) / 10000.0 + ";");
for (int i = 0; i < 9000; i++)
{
agent.TellOfMemoryTo(ag);
}
wins = 0;
opp = new BruteForceAgent(oppnumber);
for (int i = 1; i <= 10000; i++)
{
switch (opponent)
{
case "brute":
break;
case "minimax4":
opp = new MinimaxAgent(4, oppnumber);
break;
case "minimax3":
opp = new MinimaxAgent(3, oppnumber);
break;
case "minimax2":
opp = new MinimaxAgent(2, oppnumber);
break;
default:
opp = new BruteForceAgent(oppnumber);
break;
}
int winner = RunGame(virus, qnumber == 1 ? (Agent)ag : opp, qnumber == 2 ? (Agent)ag : opp);
wins += winner == 1 ? 1 : 0;
virus = new Virus(2, size);
}
Console.WriteLine("After 10000 memories");
Console.WriteLine("Wins: " + wins);
writer.Write(((double)wins) / 10000.0 + ";");
for (int i = 0; i < 90000; i++)
{
agent.TellOfMemoryTo(ag);
}
wins = 0;
opp = new BruteForceAgent(oppnumber);
for (int i = 1; i <= 10000; i++)
{
switch (opponent)
{
case "brute":
break;
case "minimax4":
opp = new MinimaxAgent(4, oppnumber);
break;
case "minimax3":
opp = new MinimaxAgent(3, oppnumber);
break;
case "minimax2":
opp = new MinimaxAgent(2, oppnumber);
break;
default:
opp = new BruteForceAgent(oppnumber);
break;
}
int winner = RunGame(virus, qnumber == 1 ? (Agent)ag : opp, qnumber == 2 ? (Agent)ag : opp);
wins += winner == 1 ? 1 : 0;
virus = new Virus(2, size);
}
Console.WriteLine("After 100000 memories");
Console.WriteLine("Wins: " + wins);
writer.WriteLine(((double)wins) / 10000.0);
}
writer.Close();
agent.SaveLongTermMemory("m");
}
public void StartGame(
Virus virus,
PerformedMoveCallback callback,
UpdatePiecesCallback piecesCallback,
EndCallback end,
string id,
params VirusPlayer[] players)
{
Random rand = new Random();
PerformedMove = callback;
UpdatePieces = piecesCallback;
End = end;
PlayerID = id;
this.virus = virus;
this.immediateAI = true;
this.MouseClick += MouseClickHandler1;
tileSize = 49;
this.Size = new Size(
virus.Size * tileSize + 17,
virus.Size * tileSize + 55);
int smallestSide = this.Size.Height < this.Size.Width ? this.Size.Height : this.Size.Width;
tileSize = smallestSide / virus.Size;
this.players.Add(new VirusPlayer("Player 0", "", Color.White));
this.players.AddRange(players);
while (this.players.Count < virus.Players + 1)
{
this.players.Add(new VirusPlayer("BruteAI", "AI", Color.FromArgb(rand.Next(256), rand.Next(256), rand.Next(256))));
}
//Save("Lalalafil");
agents = new Agent[this.players.Count];
int n = 1;
for (byte i = 1; i < this.players.Count; i++)
{
String p = this.players[i].Name;
switch (p)
{
case "AIQ":
agents[i] = new QAgent(i);
if (File.Exists("TrainingData.Q") && File.Exists("TrainingData.N"))
{
((QAgent)agents[i]).Load("TrainingData");
((QAgent)agents[i]).TurnOffExploration();
((QAgent)agents[i]).TurnOffLearning();
}
//this.players[i].Name = "AI " + n;
n++;
break;
case "AIMQ":
agents[i] = new MemoryQAgent(i);
if (File.Exists("TrainingData.Q") && File.Exists("TrainingData.N"))
{
((MemoryQAgent)agents[i]).Load("TrainingData");
((MemoryQAgent)agents[i]).TurnOffExploration();
}
//this.players[i].Name = "AI " + n;
n++;
break;
case "AIMinimax":
agents[i] = new MinimaxAgent(4, i);
//this.players[i].Name = "AI " + n;
n++;
break;
case "AIMiniMaxMix":
if (File.Exists("TrainingData.Q"))
{
agents[i] = new MiniMaxMixAgent("TrainingData", 2, i);
}
else
{
agents[i] = new BruteForceAgent(i);
}
//this.players[i].Name = "AI " + n;
n++;
break;
case "AIMixed":
agents[i] = new MixedAgent(0.5, false, i);
//this.players[i].Name = "AI " + n;
n++;
break;
case "AIBrute":
agents[i] = new BruteForceAgent(i);
//this.players[i].Name = "AI " + n;
n++;
break;
case "AIRandom":
agents[i] = new RandomAgent(i);
//this.players[i].Name = "AI " + n;
n++;
break;
case "AISimple":
agents[i] = new SimpleAgent(i);
//this.players[i].Name = "AI " + n;
n++;
break;
}
}
message = this.players[1].Name + "'s turn";
/*colors = new Color[virus.Players + 1];
* colors[0] = Color.White;
* colors[1] = Color.FromArgb(128, 160, 255);
* colors[2] = Color.FromArgb(96, 255, 96);
* if(virus.Players > 2)
* colors[3] = Color.FromArgb(255, 96, 96);
* if(virus.Players > 3)
* colors[4] = Color.FromArgb(255, 255, 64);
*
* for (int i = 5; i <= virus.Players; i++)
* colors[i] = Color.FromArgb(rand.Next(256), rand.Next(256), rand.Next(256));*/
}