override public void selectMove(RLAgent curPlayer)
{
this.curPlayer = curPlayer;
KeyValuePair <IntPair, IntPair> selectedMoves = selectNextMoves();
IntPair bestMove = selectedMoves.Key;
IntPair selectedMove = selectedMoves.Value;
if (!selectedMove.isNone())
{
game.makeMove(selectedMove.X, selectedMove.Y, curPlayer.Val);
lastMove.X = selectedMove.X;
lastMove.Y = selectedMove.Y;
learn();
}
else
{
// StateAction Pair that got us here in the first place.
int prevState = game.GetState(lastMove.X, lastMove.Y, true); // switch to previous state before move
int curState = game.GetState();
IntPair curStateAction = new IntPair(prevState, curState);
double curQVal = getQ(curStateAction);
double r = 0.0f;
rewardDelegate(game.getWinner(), out r); // This state winner
double nextMaxQ = getQS(curQVal, r); //getQ(nextBestStateAction);
updateQ(curStateAction, curQVal, nextMaxQ, r, alpha);
}
}
public void DrawAgent(RLMap map, RLAgent agent, int x, int y)
{
RLCell oldCell = map.Cells.Where(c => c.X == agent.locationX && c.Y == agent.locationY).FirstOrDefault();
oldCell.Unoccupied = true;
Console.SetCursorPosition(oldCell.X, oldCell.Y);
Console.ForegroundColor = ConsoleColor.White;
Console.Write(oldCell.DisplayCharacter);
Console.SetCursorPosition(x, y);
Console.ForegroundColor = agent.DisplayColor;
Console.Write(agent.DisplayChar);
Console.ForegroundColor = ConsoleColor.White;
map.Cells.Where(c => c.X == x && c.Y == y).FirstOrDefault().Unoccupied = false;
}
public override void _Ready()
{
energyLabel = GetNode(energyLabelOutput) as Label;
stepsLabel = GetNode(stepsLabelPath) as Label;
rewardLabel = GetNode(rewardLabelPath) as Label;
agent = GetNode(agentPath) as RLAgent;
sensor = GetNode(energySensor) as EnergySensor;
sensor.Subscribe(this);
energyLabel.Text = sensor.CurrentEnergy + "";
stepsLabel.Text = "Elapsed Time: " + agent.CurrentStep;
rewardLabel.Text = "Reward: " + 0;
agent.AddResetListener(this);
}
public bool CanSeeEachOther(RLAgent first, RLAgent second, RLMap map)
{
Func<int, int> moveTowardsX = null;
Func<int, int> moveTowardsY = null;
if (first.locationX > second.locationX)
{
moveTowardsX = x => x - 1;
}
else
{
moveTowardsX = x => x + 1;
}
if (first.locationY > second.locationY)
{
moveTowardsY = y => y - 1;
}
else
{
moveTowardsY = y => y + 1;
}
int checkX = first.locationX;
int checkY = first.locationY;
do
{
checkX = (checkX != second.locationX) ? moveTowardsX(checkX) : checkX;
checkY = (checkY != second.locationY) ? moveTowardsY(checkY) : checkY;
var cellToCheck = map.Cells.Where(c => c.X == checkX && c.Y == checkY).FirstOrDefault();
if (!cellToCheck.Transparent)
{
return false;
}
} while (second.locationX != checkX || second.locationY != checkY);
return true;
}
abstract public void selectMove(RLAgent curPlayer);
public Tuple<int, int> moveRandom(RLAgent agent)
{
int direction = _dice.RollD4();
int x = agent.locationX, y = agent.locationY;
switch (direction)
{
case 1:
//north
y = agent.locationY - 1;
break;
case 2:
//south
y = agent.locationY + 1;
break;
case 3:
//east
x = agent.locationX - 1;
break;
case 4:
//west
x = agent.locationX + 1;
break;
default:
break;
}
return new Tuple<int, int>(x, y);
}