static void comTrainMadQ() {
Console.WriteLine("Q is player..?");
byte temp3 = byte.Parse(Console.ReadLine());
QAgent qagent = new QAgent(temp3);
qagent.Load("qmad");
qagent.MinLearning = 0.05;
Console.WriteLine("How many iterations?");
int temp1 = int.Parse(Console.ReadLine());
TrainMadQ(temp3, qagent, "qmadlog", "qmad", temp1);
}
static void comTrainQ(bool load) {
Console.WriteLine("Q is player..?");
byte temp3 = byte.Parse(Console.ReadLine());
QAgent qagent = new QAgent(temp3);
if (load)
qagent.Load("TrainingData");
Console.WriteLine("How many iterations?");
int temp1 = int.Parse(Console.ReadLine());
Console.WriteLine("Save how often?");
int temp2 = int.Parse(Console.ReadLine());
Console.WriteLine("Board size?");
int temp4 = int.Parse(Console.ReadLine());
Console.WriteLine("Which opponent?");
string command = Console.ReadLine();
TrainQ(temp4, temp3, qagent, command, "log", "TrainingData", temp1, temp2);
}
static void comRunQ() {
Console.WriteLine("Q is player..?");
byte temp3 = byte.Parse(Console.ReadLine());
Console.WriteLine("How many games?");
int temp1 = int.Parse(Console.ReadLine());
Console.WriteLine("Board size?");
int temp4 = int.Parse(Console.ReadLine());
Console.WriteLine("Which opponent?");
string command = Console.ReadLine();
StreamReader reader = new StreamReader("qdatafiles.txt");
List<String> files = new List<string>();
while (reader.Peek() != -1)
files.Add(reader.ReadLine());
reader.Close();
foreach (String s in files) {
Console.WriteLine("Using file " + s);
QAgent qagentm = new QAgent(temp3);
qagentm.Load(s);
qagentm.TurnOffExploration();
qagentm.TurnOffLearning();
RunQ(temp3, qagentm, command, temp1, temp4);
}
}
static void TrainMadQ(byte qnumber, QAgent agent, String logname, String savename, int iterations) {
Virus virus = new Virus(2, 5);
int wins = 0, wins2 = 0;
byte oppnumber = qnumber == 1 ? (byte)2 : (byte)1;
Agent opp = new MixedAgent(0.1, false, oppnumber);
StreamWriter writer = new StreamWriter(logname);
for (int i = 1; i <= iterations; i++) {
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);
wins2 = 0;
}
if (i % 10000 == 0) {
agent.Save(savename);
Console.WriteLine("Iteration: " + i);
Console.WriteLine("Wins: " + wins);
wins = 0;
}
virus = new Virus(2, 5);
}
writer.Close();
}
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 GatherQDataFull(String opponent, int iterations, int saveinterval, byte player, double disc, double lrmod, double lrstrt, double exmod, double exstrt, bool lrsqrt, bool exsqrt, double randomness, double minlearn, double initvalue = 0) {
QAgent agent;
String name = opponent + disc + "Q_L" + lrmod + (lrsqrt ? "persqrt" : "per1") + "_E" + exmod + (exsqrt ? "persqrt" : "per1") + "r" + randomness + "m" + minlearn + "ls" + lrstrt + "xs" + exstrt + "i" + initvalue;
Console.WriteLine("Gathering data for Q: " + name + ":");
for (int i = 0; i < 10; i++) {
if (!File.Exists(name + ".log" + i)) {
agent = new QAgent(player, disc, lrmod, lrstrt, exmod, exstrt, lrsqrt ? 0.5 : 1, exsqrt ? 0.5 : 1, initvalue);
agent.RandomRate = randomness;
agent.MinLearning = minlearn;
TrainQ(5, player, agent, opponent, name + ".log" + i, name + ".sav" + i, iterations, saveinterval);
}
}
}
static void RunQ(byte qnumber, QAgent agent, String opponent, int iterations, int size) {
Virus virus = new Virus(2, size);
int wins = 0;
byte oppnumber = qnumber == 1 ? (byte)2 : (byte)1;
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 n = 0;
while (File.Exists("qwinlog" + n)) {
n++;
}
StreamWriter writer = new StreamWriter("qwinlog" + n);
for (int i = 1; i <= iterations; i++) {
int winner = RunGame(virus, qnumber == 1 ? (Agent)agent : opp, qnumber == 2 ? (Agent)agent : opp);
wins += winner == 1 ? 1 : 0;
virus = new Virus(2, size);
}
writer.WriteLine(wins);
Console.WriteLine("Iteration: " + iterations);
Console.WriteLine("Wins: " + wins);
wins = 0;
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));
}
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));*/
}
