public List <Move> Stage1(FeaturesState s0, int nTroops)
{
List <Country> OwnedCountries = new List <Country>();
FeaturesState currentSate = s0;
FeaturesState movingState = s0;
List <Move> Moves = new List <Move>();
int FreeTroops = nTroops;
for (int i = 0; i < nTroops; i++)
{
Move bestMove = null;
double maxScore = 0;
foreach (Country c in OwnedCountries)
{
Move m = new Move(null, c, 1);
currentSate = movingState;
FeaturesState tmpState = currentSate.Excecute(m);
if (NeuralNetwork.Score(tmpState) > maxScore)
{
maxScore = NeuralNetwork.Score(tmpState);
bestMove = m;
}
}
Moves.Add(bestMove);
movingState.Excecute(bestMove);
}
return(Moves);
}
public double Variation(FeaturesState s0, FeaturesState s1)
{
if (s1.isFinalState)
{
return((s1.Reward) - Score(s0));
}
if (s0.isFinalState)
{
throw new Exception("Not expected: *");
}
return(Score(s1) - Score(s0));
}
public List <Move> AIStage23(FeaturesState s0, int stage)
{
// These come in some way
List <Country> ownedCountries = new List <Country>();
FeaturesState currentState = s0;
FeaturesState movingState = s0;
bool changed = false;
List <Move> Moves = new List <Move>();
double maxScore = NeuralNetwork.Score(s0);
do
{
Move bestMove = null;
changed = false;
foreach (Country c in ownedCountries)
{
foreach (Country n in c.Vecinos)
{
bool condition = (stage == 2) ? (c.Owner != n.Owner) : (c.Owner == n.Owner);
if (condition)
{
for (int i = 1; i < c.Troops; i++)
{
Move m = new Move(c, n, i);
currentState = movingState;
FeaturesState tmpStat = currentState.Excecute(m);
if (NeuralNetwork.Score(tmpStat) > maxScore)
{
maxScore = NeuralNetwork.Score(tmpStat);
bestMove = m;
changed = true;
}
}
}
}
}
if (changed)
{
if (bestMove != null)
{
Moves.Add(bestMove);
movingState.Excecute(bestMove);
}
}
} while (changed);
return(Moves);
}
public FeaturesState NextMove(FeaturesState state)
{
List <Country> OwnedCountries = new List <Country>(); // It comes from the call
double CurrentScore = NeuralNetwork.Score(state);
for (int i = 0; i < OwnedCountries.Count; i++)
{
for (int j = 0; j < OwnedCountries[i].Vecinos.Count; j++)
{
}
}
return(null);
}
private double Variation(FeaturesState state, int v)
{
return(1 - Score(state));
}
/// <summary>
/// Score given a set of weights x and a set containing game features
/// </summary>
/// <returns> Value between 0 and 1 </returns>
public double Score(FeaturesState s)
{
return(MathUtilities.SigmoidFnc(MathUtilities.DotProduct(s.GetVector(), weights)));
}
public FeaturesState[] LoadStates(string filePath)
{
List <FeaturesState> result = new List <FeaturesState>();
string[] fileLines = File.ReadAllLines(filePath);
for (int i = 1; i < fileLines.Length; i++)
{
string currentLine = fileLines[i];
string[] fields = currentLine.Split(',');
FeaturesState s = new FeaturesState(
double.Parse(fields[0]), // New armies
double.Parse(fields[1]), // Enemy new armies
double.Parse(fields[2]), // Troops
double.Parse(fields[3]), // Enemy troops
double.Parse(fields[4]), // Clusters
double.Parse(fields[5]), // Enemy clusters
double.Parse(fields[6]), // Countries
double.Parse(fields[7]), // Enemy Countries
double.Parse(fields[8]), // Free countries
double.Parse(fields[9]), // Bordering Countries
double.Parse(fields[10]), // Nearby Enemies
double.Parse(fields[11]), // Free Nearby Countries
double.Parse(fields[12]), // Largest Cluster Troops
double.Parse(fields[13]), // Largest Enemy Cluster Troops
double.Parse(fields[13]), // Largest Cluster Countries
double.Parse(fields[14]), // Largest Enemy Cluster Countries
double.Parse(fields[15]), // Nearby-Actual1
double.Parse(fields[16]), // Nearby-Actual2
double.Parse(fields[17]), // Nearby-Actual3
double.Parse(fields[18]), // Nearby-Acutal4
double.Parse(fields[19]), // Nearby-Actual5
double.Parse(fields[20]), // Nearby-Actual6
double.Parse(fields[21]), // Nearby-Actual7
double.Parse(fields[22]), // Nearby-Actual8
double.Parse(fields[23]), // Nearby-Actual9
double.Parse(fields[24]), // Nearby-Actual10
double.Parse(fields[25]), // Nearby-Actual11
double.Parse(fields[26]), // Nearby-Actual12
double.Parse(fields[27]), // Nearby-Actual13
double.Parse(fields[28]), // Nearby-Actual14
double.Parse(fields[29]), // Nearby-Actual15
double.Parse(fields[30]), // Nearby-Actual16
double.Parse(fields[31]), // Nearby-Actual17
double.Parse(fields[32]), // Nearby-Actual18
double.Parse(fields[33]), // Nearby-Actual19
double.Parse(fields[34]), // Nearby-Actual20
double.Parse(fields[35]), // Nearby-Actual21
double.Parse(fields[36]), // Nearby-Actual22
double.Parse(fields[37]), // Nearby-Actual23
double.Parse(fields[38]), // Nearby-Actual24
double.Parse(fields[39]), // Nearby-Actual25
double.Parse(fields[40]), // Nearby-Actual26
double.Parse(fields[41]), // Nearby-Actual27
double.Parse(fields[42]), // Nearby-Actual28
double.Parse(fields[43]), // Nearby-Actual29
double.Parse(fields[44]), // Nearby-Actual30
double.Parse(fields[45]), // Nearby-Actual31
double.Parse(fields[46]), // Nearby-Actual32
double.Parse(fields[47]), // Nearby-Actual33
double.Parse(fields[48]), // Nearby-Actual34
double.Parse(fields[49]), // Nearby-Actual35
double.Parse(fields[50]), // Nearby-Actual36
double.Parse(fields[51]), // Nearby-Actual37
double.Parse(fields[52]), // Nearby-Actual38
double.Parse(fields[53]), // Nearby-Actual39
double.Parse(fields[54]), // Nearby-Actual40
double.Parse(fields[55]), // Nearby-Actual41
double.Parse(fields[56]) // Nearby-Actual42
);
result.Add(s);
}
FeaturesState s1 = new FeaturesState(int.Parse(fileLines[0]));
result.Add(s1);
States = result.ToArray();
return(result.ToArray());
}