private float Heuristic(Board board, PColor color)
{
// Distance between two points
float Dist(float x1, float y1, float x2, float y2)
{
return((float)Math.Sqrt(
Math.Pow(x1 - x2, 2) + Math.Pow(y1 - y2, 2)));
}
// Determine the center row
float centerRow = board.rows / 2;
float centerCol = board.cols / 2;
// Maximum points a piece can be awarded when it's at the center
float maxPoints = Dist(centerRow, centerCol, 0, 0);
// Current heuristic value
float h = 0;
// Loop through the board looking for pieces
for (int i = 0; i < board.rows; i++)
{
for (int j = 0; j < board.cols; j++)
{
// Get piece in current board position
Piece?piece = board[i, j];
// Is there any piece there?
if (piece.HasValue)
{
// If the piece is of our color, increment the
// heuristic inversely to the distance from the center
if (piece.Value.color == color)
{
h += maxPoints - Dist(centerRow, centerCol, i, j);
}
// Otherwise decrement the heuristic value using the
// same criteria
else
{
h -= maxPoints - Dist(centerRow, centerCol, i, j);
}
// If the piece is of our shape, increment the
// heuristic inversely to the distance from the center
if (piece.Value.shape == color.Shape())
{
h += maxPoints - Dist(centerRow, centerCol, i, j);
}
// Otherwise decrement the heuristic value using the
// same criteria
else
{
h -= maxPoints - Dist(centerRow, centerCol, i, j);
}
}
}
}
// Return the final heuristic score for the given board
return(h);
}
// Heuristic function
public float Heuristic(Board board, PColor color)
{
// Distance between two points
float Dist(float x1, float y1, float x2, float y2)
{
return((float)Math.Sqrt(
Math.Pow(x1 - x2, 2) + Math.Pow(y1 - y2, 2)));
}
// Determine the center row
float centerRow = board.rows / 2;
float centerCol = board.cols / 2;
// Maximum points a piece can be awarded when it's at the center
float maxPoints = Dist(centerRow, centerCol, 0, 0); // 4.61f
// Current heuristic value
float h = 0;
// Loop through the board looking for pieces
for (int i = 0; i < board.rows; i++)
{
for (int j = 0; j < board.cols; j++)
{
// Get piece in current board position
Piece?piece = board[i, j];
if (!piece.HasValue)
{
continue;
}
// Is there any piece there?
if (piece.HasValue)
{
// // If the piece is of our shape, increment the
// // heuristic inversely to the distance from the center
if (piece.Value.shape == color.Shape())
{
h += maxPoints - Dist(centerRow, centerCol, i, j);
}
else
{
h -= maxPoints - Dist(centerRow, centerCol, i, j);
}
if (color.FriendOf(piece.Value))
{
h += maxPoints - Dist(centerRow, centerCol, i, j);
}
else
{
h -= maxPoints - Dist(centerRow, centerCol, i, j);
}
if (board.piecesInSequence == 3 &&
color.FriendOf(piece.Value))
{
h += maxPoints - Dist(centerRow, centerCol, i, j);
}
else
{
h -= maxPoints - Dist(centerRow, centerCol, i, j);
}
if (i > 0 && j > 0)
{
// Check if piece bellow
if (board[i - 1, j].HasValue && i <= 6)
{
if (!board[i - 1, j].Value.Is(color, color.Shape()))
{
h -= maxPoints - Dist(
centerRow, centerCol, i, j);
}
}
// Check piece in collum before
if (board[i, j - 1].HasValue && j <= 7)
{
if (!board[i, j - 1].Value.Is(color, color.Shape()))
{
h -= maxPoints - Dist(
centerRow, centerCol, i, j);
}
}
// Check piece in collum after
if (board[i, j + 1].HasValue && j <= 7)
{
if (!board[i, j + 1].Value.Is(color, color.Shape()))
{
h -= maxPoints - Dist(
centerRow, centerCol, i, j);
}
}
}
}
}
}
// Return the final heuristic score for the given board
return(h);
}
// Heuristic that iterates win corridors and changes its score
// based on the pieces in each of those corridors.
// Aditionally, this version also gives extra value to absolute sequences
// (sequences of pieces with same color and shape).
private float Heuristic(Board board, PColor turn)
{
// Heuristic score.
float score = 0;
// Iterate every win corridor in the board.
foreach (IEnumerable <Pos> corridor in board.winCorridors)
{
// Stores sequence of pieces found.
float sequence = 0, range = 0;
// Iterate every position in the corridor.
foreach (Pos pos in corridor)
{
// Try to get piece in current board position.
Piece?piece = board[pos.row, pos.col];
range += 1;
// Check if there is a piece.
if (piece.HasValue)
{
// Has same shape and color as player.
if (piece.Value.shape == turn.Shape() &&
piece.Value.color == turn)
{
// Add 2 points.
score += 2;
sequence += 1;
}
// Has same shape but different color as player.
else if (piece.Value.shape == turn.Shape() &&
piece.Value.color != turn)
{
// Add 1 point.
score += 1;
}
// Has different shape but same color as player.
else if (piece.Value.shape != turn.Shape() &&
piece.Value.color == turn)
{
// Remove 1 point.
score -= 1;
}
// Has different shape and color as player.
else if (piece.Value.shape != turn.Shape() &&
piece.Value.color != turn)
{
// Remove 2 points.
score -= 2;
if (range < WinSequence)
{
sequence = 0;
}
range = 0;
}
}
if (range == WinSequence)
{
if (sequence == WinSequence)
{
score += 50;
}
if (sequence == (WinSequence - 1))
{
score += 10;
}
if (sequence == (WinSequence - 2))
{
score += 5;
}
}
}
}
// Return the final heuristic score.
return(score);
}
// Heuristic function
/// <summary>
/// Heuristic for the Bee AI agent
/// </summary>
/// <param name="board"> Current game Board</param>
/// <param name="color"> Color to do the heuristic for</param>
/// <returns> Heuristic value of the board</returns>
public static float Honeycomb(Board board, PColor color)
{
// Max points the ai can hold
float h = START_VALUE;
bool enemyCheckFound = false;
Board boardCop = board.Copy();
int lasCol = boardCop.UndoMove().col;
// Run through every win corridor
foreach (IEnumerable <Pos> line in board.winCorridors)
{
float Dist(float x1, float y1, float x2, float y2)
{
return((float)Math.Sqrt(
Math.Pow(x1 - x2, 2) + Math.Pow(y1 - y2, 2)));
}
// Set defaults
int allyPiecesInLine = 0;
int enemyPiecesInLine = 0;
bool canUseLine = true;
bool enemyCanUseLine = true;
// Distance between two points
// Determine the center row
float centerRow = board.rows / 2;
float centerCol = board.cols / 2;
// Maximum points a piece can be awarded when it's at the center
float maxPoints = Dist(centerRow, centerCol, 0, 0);
// Check every position on the win corridor
foreach (Pos pos in line)
{
// If there is no piece there
if (!board[pos.row, pos.col].HasValue)
{
continue;
}
Piece p = board[pos.row, pos.col].Value;
// Check if the piece is friendly towards the given piece
if (color.FriendOf(p))
{
// Is the color different
if (color != p.color)
{
h -= AMOUNT_COLOR;
}
// Is the shape different
if (color.Shape() != p.shape)
{
h -= AMOUNT_SHAPE;
}
// The line is not corrupted
if (canUseLine)
{
allyPiecesInLine++;
}
h += Dist(centerRow, centerCol, pos.row, pos.col);
enemyCanUseLine = false;
}
// The line is unusable
else
{
canUseLine = false;
h -= AMOUNT_PIECE;
if (enemyCanUseLine)
{
enemyPiecesInLine++;
}
h -= Dist(centerRow, centerCol, pos.row, pos.col) / 2;
}
}
// Do we have a winning sequence?
if (allyPiecesInLine == board.piecesInSequence - 1)
{
return(WIN_VALUE);
}
// Does the enemy have a winning sequence?
if (enemyPiecesInLine == board.piecesInSequence - 1)
{
enemyCheckFound = true;
}
// Ome final uneven point
h -= enemyPiecesInLine - allyPiecesInLine;
}
// Can the enemy win next turn
return(enemyCheckFound ? float.NegativeInfinity : h);
}