public void MoveArmies()
{
Conquest.Instance.Bot.RegisterMovements(bestMove.Movements);
brain.NextMove(possibleMoves[bestMove]);
possibleMoves.Clear();
bestMove = null;
}
public JBrainBot(string id, double learningRate, double lambda, int hiddenLayers, int layerSize)
{
this.id = id;
this.learningRate = learningRate;
this.lambda = lambda;
this.hiddenLayers = hiddenLayers;
this.layerSize = layerSize;
possibleMoves = new Dictionary<FictiveMove, double>();
bestMove = null;
}
public void PlaceArmies()
{
Region[] frontline = Conquest.Instance.Map.Where(region => ((region.Owner == Conquest.Instance.Bot.ID) && region.Neighbours.Any(neigh => (neigh.Owner != Conquest.Instance.Bot.ID)))).ToArray();
//if (frontline.IsEmpty())
//{
// frontline = Conquest.Instance.Map.Where(region => ((region.Owner == Conquest.Instance.Bot.ID))).ToArray();
//}
Task.WaitAll(Enumerable.Range(0, 8).Select(_ => Task.Factory.StartNew(() =>
{
for (int i = 0; i < 256; i++)
{
FictiveMove move = new FictiveMove(Conquest.Instance.Map);
for (int j = 0; j < Conquest.Instance.Bot.StartingArmies; j++)
{
move.AddPlacement(new Placement(Conquest.Instance.Bot.ID, frontline.Random(), 1));
}
foreach (Region region in Conquest.Instance.Map.Where(region => (region.Owner == Conquest.Instance.Bot.ID) && (region.Armies > 1)))
{
if (region.Neighbours.All(neigh => (neigh.Owner == Conquest.Instance.Bot.ID)))
{
move.AddMovement(new Movement(Conquest.Instance.Bot.ID, region, region.Neighbours.Random(), (region.Armies - 1)));
}
else if (JRandom.RandomBool())
{
move.AddMovement(new Movement(Conquest.Instance.Bot.ID, region, region.Neighbours
.Where(neigh => (neigh.Owner != Conquest.Instance.Bot.ID) || (neigh.Neighbours.Any(n => (n.Owner != Conquest.Instance.Bot.ID)))).Random(), Math.Min((region.Armies - 1),
Math.Max(1, (int)Math.Ceiling(JRandom.NormalRandomDouble(region.Armies - 1, ((region.Armies - 1) / 3)))))));
}
}
double evaluation = brain.Compute(move.NetworkInput());
lock (possibleMoves)
{
possibleMoves.Add(move, evaluation);
}
}
})).ToArray());
//for (int i = 0; i < 2048; i++)
//{
// FictiveMove move = new FictiveMove(Conquest.Instance.Map);
// for (int j = 0; j < Conquest.Instance.Bot.StartingArmies; j++)
// {
// move.AddPlacement(new Placement(Conquest.Instance.Bot.ID, frontline.Random(), 1));
// }
// foreach (Region region in Conquest.Instance.Map.Where(region => (region.Owner == Conquest.Instance.Bot.ID) && (region.Armies > 1)))
// {
// if (region.Neighbours.All(neigh => (neigh.Owner == Conquest.Instance.Bot.ID)))
// {
// move.AddMovement(new Movement(Conquest.Instance.Bot.ID, region, region.Neighbours.Random(), (region.Armies - 1)));
// }
// else if (JRandom.RandomBool())
// {
// move.AddMovement(new Movement(Conquest.Instance.Bot.ID, region, region.Neighbours
// .Where(neigh => (neigh.Owner != Conquest.Instance.Bot.ID) || (neigh.Neighbours.Any(n => (n.Owner != Conquest.Instance.Bot.ID)))).Random(), Math.Min((region.Armies - 1),
// Math.Max(1, (int)Math.Ceiling(JRandom.NormalRandomDouble(region.Armies - 1, ((region.Armies - 1) / 3)))))));
// }
// }
// possibleMoves.Add(move, brain.Compute(move.NetworkInput()));
//}
bestMove = possibleMoves.Keys.OrderByDescending(move => possibleMoves[move]).First();
Conquest.Instance.Bot.RegisterPlacements(bestMove.Placements);
}