static void Main(string[] args)
{
string logPath = @"C:\Projects\Entelect 2017\CetoBot\CetoLearner\weightLog " + DateTime.Now.ToString("yyyyMMdd HHmmss") + ".csv";
const int LOGGING_INTERVAL = 10;
int[] roundAve = new int[LOGGING_INTERVAL];
// section generate data points
List <DataPoint> dataList = new List <DataPoint>();
Dictionary <int, WeightSet> WeightSets = new Dictionary <int, WeightSet>();
//List<WeightSet> WeightSets = new List<WeightSet>();
string[] featureList =
{
"HitSpacesInRow",
//"HitSpacesInRow1",
//"HitSpacesInRow2",
//"HitSpacesInRow3",
//"HitSpacesInRow4",
//"HitSpacesInRow5",
//"OpenSpacesInRow",
"AdjMisses",
"NonMissSpaces1",
"NonMissSpaces2",
"NonMissSpaces3",
"NonMissSpaces4",
"NonMissSpaces5",
"NoDiagHitsWithAdjHit"
};
MapGenerator tempMap = new MapGenerator(10, 10, 0);
foreach (int len in tempMap.GetRemainingShipLengths())
{
WeightSets[len] = (new WeightSet(featureList));
}
string[] csvHeadings = { "GAMES,ROUNDS" };
foreach (KeyValuePair <int, WeightSet> w in WeightSets)
{
foreach (string s in featureList)
{
csvHeadings[0] += ("," + s + w.Key);
}
}
File.WriteAllLines(logPath, csvHeadings);
Console.WriteLine("Starting Learning...");
const double STEP_SIZE = 0.01;
int GameCount = 0;
double p = 0.0;
double[] partial = new double[featureList.Length];
bool manualB = false;
bool printB = false;
bool continueToLearnB = true;
while (continueToLearnB == true)
{
bool gameOverB = false;
int Rounds = 0;
// Create Empty Map
MapGenerator myMap = new MapGenerator(10, 10, 0);
while (gameOverB == false)
{
Console.Clear();
if (Console.KeyAvailable)
{
ConsoleKeyInfo keyPressed = Console.ReadKey();
if (keyPressed.KeyChar == 'm')
{
manualB = true;
printB = true;
}
else if (keyPressed.KeyChar == 'a')
{
manualB = false;
}
else if (keyPressed.KeyChar == 's')
{
printB = true;
}
else if (keyPressed.KeyChar == 'c')
{
printB = false;
Console.Clear();
}
}
int minShipLen = myMap.GetMinimumRemainingShipLength();
Point shootAt = DecisionMaker.AimCannons(myMap, WeightSets[minShipLen], printB);
bool isHitB = myMap.ShootAtPoint(shootAt);
int j = 0;
foreach (string s in featureList)
{
partial[j] = 0.0;
DataPoint d = new DataPoint(myMap.CurrentMap, shootAt, isHitB ? 1 : -1);
double val = 0.0;
val = (d.Class == 1 ? 1 : 0);
val -= MLHelper.Probability(WeightSets[minShipLen], d.Features);
val *= d.Features[s];
partial[j] += val;
WeightSets[minShipLen].Weights[s] = WeightSets[minShipLen].Weights[s] + STEP_SIZE * partial[j];
j++;
}
Rounds++;
if (printB == true)
{
Console.WriteLine();
Console.WriteLine();
myMap.PrintMap();
Console.WriteLine();
Console.WriteLine();
Console.WriteLine("******************************************");
Console.WriteLine("GAME: " + (GameCount + 1));
Console.WriteLine("ROUND: " + Rounds);
Console.WriteLine("REM SHIPS: " + myMap.GetRemainingShips().Length);
Console.WriteLine("MIN LEN SHIP: " + myMap.GetMinimumRemainingShipLength().ToString());
Console.WriteLine("FEATURES: ");
foreach (string s in featureList)
{
Console.WriteLine(s + ":\t\t" + WeightSets[minShipLen].Weights[s]);
}
Console.WriteLine("******************************************");
Console.WriteLine("");
}
if (manualB == true)
{
ConsoleKeyInfo keyPressed = Console.ReadKey();
if (keyPressed.KeyChar == 'a')
{
manualB = false;
}
}
if (myMap.GetRemainingShips().Length == 0)
{
gameOverB = true;
}
}
roundAve[GameCount % 10] = Rounds;
GameCount++;
if (printB == true)
{
Console.WriteLine("******************************************");
Console.WriteLine("************* GAME END ***************");
Console.WriteLine("******************************************");
Console.WriteLine();
Console.WriteLine();
Console.WriteLine("GAMES: " + (GameCount));
Console.WriteLine("ROUND COUNT: " + (Rounds));
foreach (KeyValuePair <int, WeightSet> w in WeightSets)
{
Console.WriteLine("MIN LEN SHIP: " + w.Key);
Console.WriteLine("FEATURES: ");
foreach (string s in featureList)
{
Console.WriteLine(s + ":\t\t" + WeightSets[w.Key].Weights[s]);
}
Console.WriteLine();
}
}
if (GameCount % 10 == 0)
{
string[] oldFile = File.ReadAllLines(logPath);
List <string> fileStrings = new List <string>();
foreach (string s in oldFile)
{
fileStrings.Add(s);
}
string strToAdd = GameCount.ToString();
int ave = 0;
foreach (int i in roundAve)
{
ave += i;
}
ave = ave / roundAve.Length;
strToAdd += ("," + ave);
foreach (KeyValuePair <int, WeightSet> w in WeightSets)
{
foreach (string s in featureList)
{
strToAdd += ("," + WeightSets[w.Key].Weights[s]);
}
}
fileStrings.Add(strToAdd);
File.WriteAllLines(logPath, fileStrings);
}
if (GameCount == int.MaxValue)
{
Console.WriteLine("REACHED MAXIMUM LOOPS");
continueToLearnB = false;
}
if (manualB == true)
{
ConsoleKeyInfo keyPressed = Console.ReadKey();
if (keyPressed.KeyChar == 'a')
{
manualB = false;
}
}
}
Console.WriteLine("******************************************");
Console.WriteLine("********LEARNING OVER*****************");
Console.WriteLine("******************************************");
}