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Weights.java
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284 lines (248 loc) · 14.9 KB
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// Owen Gregson
// Artificial Intelligence
// TTT Checkpoint #3
// Dec 18, 2024
import java.util.Random;
public class Weights {
public int SCORE_ONE = 10;
public int SCORE_TWO = 100;
public int SCORE_THREE = 1000;
public int SCORE_FOUR = 100000;
// pattern texture
public int OPEN_TWO_BONUS = 180;
public int CLOSED_THREE_BONUS = 850;
// board texture
public int BLOCKED_LINE_PENALTY = 6;
public int OPEN_LINE_BONUS = 12;
public int NEAR_FORK_BONUS = 75;
// any centerpiece
public int CENTER_MULTIPLIER = 34;
// opponent creates a line
public int OPPONENT_SCORE_MULTIPLIER = 2;
// immediate threat or win
public int IMMEDIATE_THREAT_PENALTY = 20000;
public int IMMEDIATE_WIN_BONUS = 20000;
public int IMMEDIATE_WIN_SQUARE_BONUS = 14000;
public int OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY = 18000;
// mobility and shape awareness
public int MOBILITY_MULTIPLIER = 8;
// central control
public int CENTER_CONTROL_MULTIPLIER = 88;
public int OPPONENT_CENTER_CONTROL_MULTIPLIER = 112;
// corner control
public int PCORNER_CONTROL_MULTIPLIER = 14;
public int OPPONENT_PCORNER_CONTROL_MULTIPLIER = 22;
public int BCORNER_CONTROL_MULTIPLIER = 24;
public int OPPONENT_BCORNER_CONTROL_MULTIPLIER = 28;
// fork maker
public int PLAYER_FORKS_MULTIPLIER = 3470;
// fork stopper
public int OPPONENT_FORKS_MULTIPLIER = 982;
public int OPPONENT_POTENTIAL_FORKS_PENALTY = 4850;
public int DOUBLE_THREAT_BONUS = 7500;
public int OPPONENT_DOUBLE_THREAT_PENALTY = 9500;
public int BLOCKED_THREAT_INTERSECTION_BONUS = 3200;
private static final Random rand = new Random();
public Weights(boolean fixed) {
// You can initialize defaults or randomize here
if(!fixed) randomize();
}
public Weights(String load) {
// string format: Weights{S1=3, S2=114, S3=201, S4=100000, O2B=120, CTB=800, CM=54, OSM=2, ITP=95160, IWB=98840, IWSB=14000, OIWS=18000, MOB=8, CCM=179, OCCM=220, Pcc=29, Opc=11, Bc=39, Obc=25, Pfm=2949, Ofm=603, OPFP=1220, DTB=7500, ODTP=9500, BTIB=3200}
String[] parts = load.replace("{","").replace("}","").split(", ");
for (String part : parts) {
String[] pair = part.split("=");
switch (pair[0]) {
case "S1": SCORE_ONE = Integer.parseInt(pair[1]); break;
case "S2": SCORE_TWO = Integer.parseInt(pair[1]); break;
case "S3": SCORE_THREE = Integer.parseInt(pair[1]); break;
case "S4": SCORE_FOUR = Integer.parseInt(pair[1]); break;
case "O2B": OPEN_TWO_BONUS = Integer.parseInt(pair[1]); break;
case "CTB": CLOSED_THREE_BONUS = Integer.parseInt(pair[1]); break;
case "BLP": BLOCKED_LINE_PENALTY = Integer.parseInt(pair[1]); break;
case "OLB": OPEN_LINE_BONUS = Integer.parseInt(pair[1]); break;
case "NFB": NEAR_FORK_BONUS = Integer.parseInt(pair[1]); break;
case "CM": CENTER_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "OSM": OPPONENT_SCORE_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "ITP": IMMEDIATE_THREAT_PENALTY = Integer.parseInt(pair[1]); break;
case "IWB": IMMEDIATE_WIN_BONUS = Integer.parseInt(pair[1]); break;
case "IWSB": IMMEDIATE_WIN_SQUARE_BONUS = Integer.parseInt(pair[1]); break;
case "OIWS": OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY = Integer.parseInt(pair[1]); break;
case "MOB": MOBILITY_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "CCM": CENTER_CONTROL_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "OCCM": OPPONENT_CENTER_CONTROL_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "Pcc": PCORNER_CONTROL_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "Opc": OPPONENT_PCORNER_CONTROL_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "Bc": BCORNER_CONTROL_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "Obc": OPPONENT_BCORNER_CONTROL_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "Pfm": PLAYER_FORKS_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "Ofm": OPPONENT_FORKS_MULTIPLIER = Integer.parseInt(pair[1]); break;
case "OPFP": OPPONENT_POTENTIAL_FORKS_PENALTY = Integer.parseInt(pair[1]); break;
case "DTB": DOUBLE_THREAT_BONUS = Integer.parseInt(pair[1]); break;
case "ODTP": OPPONENT_DOUBLE_THREAT_PENALTY = Integer.parseInt(pair[1]); break;
case "BTIB": BLOCKED_THREAT_INTERSECTION_BONUS = Integer.parseInt(pair[1]); break;
}
}
}
public void randomize() {
SCORE_ONE = randInRange(1, 20);
SCORE_TWO = randInRange(20, 200);
SCORE_THREE = randInRange(200, 2000);
//SCORE_FOUR = randInRange(50000, 150000);
OPEN_TWO_BONUS = randInRange(80, 280);
CLOSED_THREE_BONUS = randInRange(600, 1200);
BLOCKED_LINE_PENALTY = randInRange(1, 20);
OPEN_LINE_BONUS = randInRange(5, 30);
NEAR_FORK_BONUS = randInRange(20, 120);
CENTER_MULTIPLIER = randInRange(10, 60);
OPPONENT_SCORE_MULTIPLIER = randInRange(1, 5);
//IMMEDIATE_THREAT_PENALTY = randInRange(50000, 200000);
//IMMEDIATE_WIN_BONUS = randInRange(50000, 200000);
IMMEDIATE_WIN_SQUARE_BONUS = randInRange(8000, 20000);
OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY = randInRange(12000, 24000);
MOBILITY_MULTIPLIER = randInRange(1, 14);
CENTER_CONTROL_MULTIPLIER = randInRange(50, 220);
OPPONENT_CENTER_CONTROL_MULTIPLIER = randInRange(50, 220);
PCORNER_CONTROL_MULTIPLIER = randInRange(10, 40);
OPPONENT_PCORNER_CONTROL_MULTIPLIER = randInRange(10, 40);
BCORNER_CONTROL_MULTIPLIER = randInRange(10, 40);
OPPONENT_BCORNER_CONTROL_MULTIPLIER = randInRange(10, 40);
PLAYER_FORKS_MULTIPLIER = randInRange(1000, 4000);
OPPONENT_FORKS_MULTIPLIER = randInRange(500, 2500);
OPPONENT_POTENTIAL_FORKS_PENALTY = randInRange(1000, 7000);
DOUBLE_THREAT_BONUS = randInRange(3000, 10000);
OPPONENT_DOUBLE_THREAT_PENALTY = randInRange(5000, 12000);
BLOCKED_THREAT_INTERSECTION_BONUS = randInRange(1200, 5200);
}
private int randInRange(int min, int max) {
return min + rand.nextInt(max - min + 1);
}
public Weights copy() {
Weights w = new Weights(true);
w.SCORE_ONE = SCORE_ONE;
w.SCORE_TWO = SCORE_TWO;
w.SCORE_THREE = SCORE_THREE;
w.SCORE_FOUR = SCORE_FOUR;
w.OPEN_TWO_BONUS = OPEN_TWO_BONUS;
w.CLOSED_THREE_BONUS = CLOSED_THREE_BONUS;
w.BLOCKED_LINE_PENALTY = BLOCKED_LINE_PENALTY;
w.OPEN_LINE_BONUS = OPEN_LINE_BONUS;
w.NEAR_FORK_BONUS = NEAR_FORK_BONUS;
w.CENTER_MULTIPLIER = CENTER_MULTIPLIER;
w.OPPONENT_SCORE_MULTIPLIER = OPPONENT_SCORE_MULTIPLIER;
w.IMMEDIATE_THREAT_PENALTY = IMMEDIATE_THREAT_PENALTY;
w.IMMEDIATE_WIN_BONUS = IMMEDIATE_WIN_BONUS;
w.IMMEDIATE_WIN_SQUARE_BONUS = IMMEDIATE_WIN_SQUARE_BONUS;
w.OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY = OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY;
w.MOBILITY_MULTIPLIER = MOBILITY_MULTIPLIER;
w.CENTER_CONTROL_MULTIPLIER = CENTER_CONTROL_MULTIPLIER;
w.OPPONENT_CENTER_CONTROL_MULTIPLIER = OPPONENT_CENTER_CONTROL_MULTIPLIER;
w.PCORNER_CONTROL_MULTIPLIER = PCORNER_CONTROL_MULTIPLIER;
w.OPPONENT_PCORNER_CONTROL_MULTIPLIER = OPPONENT_PCORNER_CONTROL_MULTIPLIER;
w.BCORNER_CONTROL_MULTIPLIER = BCORNER_CONTROL_MULTIPLIER;
w.OPPONENT_BCORNER_CONTROL_MULTIPLIER = OPPONENT_BCORNER_CONTROL_MULTIPLIER;
w.PLAYER_FORKS_MULTIPLIER = PLAYER_FORKS_MULTIPLIER;
w.OPPONENT_FORKS_MULTIPLIER = OPPONENT_FORKS_MULTIPLIER;
w.OPPONENT_POTENTIAL_FORKS_PENALTY = OPPONENT_POTENTIAL_FORKS_PENALTY;
w.DOUBLE_THREAT_BONUS = DOUBLE_THREAT_BONUS;
w.OPPONENT_DOUBLE_THREAT_PENALTY = OPPONENT_DOUBLE_THREAT_PENALTY;
w.BLOCKED_THREAT_INTERSECTION_BONUS = BLOCKED_THREAT_INTERSECTION_BONUS;
return w;
}
public static Weights crossover(Weights p1, Weights p2) {
// Uniform crossover
Weights child = p1.copy();
if (rand.nextBoolean()) child.SCORE_ONE = p2.SCORE_ONE;
if (rand.nextBoolean()) child.SCORE_TWO = p2.SCORE_TWO;
if (rand.nextBoolean()) child.SCORE_THREE = p2.SCORE_THREE;
if (rand.nextBoolean()) child.SCORE_FOUR = p2.SCORE_FOUR;
if (rand.nextBoolean()) child.OPEN_TWO_BONUS = p2.OPEN_TWO_BONUS;
if (rand.nextBoolean()) child.CLOSED_THREE_BONUS = p2.CLOSED_THREE_BONUS;
if (rand.nextBoolean()) child.BLOCKED_LINE_PENALTY = p2.BLOCKED_LINE_PENALTY;
if (rand.nextBoolean()) child.OPEN_LINE_BONUS = p2.OPEN_LINE_BONUS;
if (rand.nextBoolean()) child.NEAR_FORK_BONUS = p2.NEAR_FORK_BONUS;
if (rand.nextBoolean()) child.CENTER_MULTIPLIER = p2.CENTER_MULTIPLIER;
if (rand.nextBoolean()) child.OPPONENT_SCORE_MULTIPLIER = p2.OPPONENT_SCORE_MULTIPLIER;
if (rand.nextBoolean()) child.IMMEDIATE_THREAT_PENALTY = p2.IMMEDIATE_THREAT_PENALTY;
if (rand.nextBoolean()) child.IMMEDIATE_WIN_BONUS = p2.IMMEDIATE_WIN_BONUS;
if (rand.nextBoolean()) child.IMMEDIATE_WIN_SQUARE_BONUS = p2.IMMEDIATE_WIN_SQUARE_BONUS;
if (rand.nextBoolean()) child.OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY = p2.OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY;
if (rand.nextBoolean()) child.MOBILITY_MULTIPLIER = p2.MOBILITY_MULTIPLIER;
if (rand.nextBoolean()) child.CENTER_CONTROL_MULTIPLIER = p2.CENTER_CONTROL_MULTIPLIER;
if (rand.nextBoolean()) child.OPPONENT_CENTER_CONTROL_MULTIPLIER = p2.OPPONENT_CENTER_CONTROL_MULTIPLIER;
if (rand.nextBoolean()) child.PCORNER_CONTROL_MULTIPLIER = p2.PCORNER_CONTROL_MULTIPLIER;
if (rand.nextBoolean()) child.OPPONENT_PCORNER_CONTROL_MULTIPLIER = p2.OPPONENT_PCORNER_CONTROL_MULTIPLIER;
if (rand.nextBoolean()) child.BCORNER_CONTROL_MULTIPLIER = p2.BCORNER_CONTROL_MULTIPLIER;
if (rand.nextBoolean()) child.OPPONENT_BCORNER_CONTROL_MULTIPLIER = p2.OPPONENT_BCORNER_CONTROL_MULTIPLIER;
if (rand.nextBoolean()) child.PLAYER_FORKS_MULTIPLIER = p2.PLAYER_FORKS_MULTIPLIER;
if (rand.nextBoolean()) child.OPPONENT_FORKS_MULTIPLIER = p2.OPPONENT_FORKS_MULTIPLIER;
if (rand.nextBoolean()) child.OPPONENT_POTENTIAL_FORKS_PENALTY = p2.OPPONENT_POTENTIAL_FORKS_PENALTY;
if (rand.nextBoolean()) child.DOUBLE_THREAT_BONUS = p2.DOUBLE_THREAT_BONUS;
if (rand.nextBoolean()) child.OPPONENT_DOUBLE_THREAT_PENALTY = p2.OPPONENT_DOUBLE_THREAT_PENALTY;
if (rand.nextBoolean()) child.BLOCKED_THREAT_INTERSECTION_BONUS = p2.BLOCKED_THREAT_INTERSECTION_BONUS;
return child;
}
public void mutate(double mutationRate) {
if (rand.nextDouble() < mutationRate) SCORE_ONE += randInRange(-5,5);
if (rand.nextDouble() < mutationRate) SCORE_TWO += randInRange(-50,50);
if (rand.nextDouble() < mutationRate) SCORE_THREE += randInRange(-200,200);
if (rand.nextDouble() < mutationRate) SCORE_FOUR += randInRange(-10000,10000);
if (rand.nextDouble() < mutationRate) OPEN_TWO_BONUS += randInRange(-40,40);
if (rand.nextDouble() < mutationRate) CLOSED_THREE_BONUS += randInRange(-120,120);
if (rand.nextDouble() < mutationRate) BLOCKED_LINE_PENALTY += randInRange(-5,5);
if (rand.nextDouble() < mutationRate) OPEN_LINE_BONUS += randInRange(-5,5);
if (rand.nextDouble() < mutationRate) NEAR_FORK_BONUS += randInRange(-20,20);
if (rand.nextDouble() < mutationRate) CENTER_MULTIPLIER += randInRange(-5,5);
if (rand.nextDouble() < mutationRate) OPPONENT_SCORE_MULTIPLIER += randInRange(-2,2);
if (rand.nextDouble() < mutationRate) IMMEDIATE_THREAT_PENALTY += randInRange(-10000,10000);
if (rand.nextDouble() < mutationRate) IMMEDIATE_WIN_BONUS += randInRange(-10000,10000);
if (rand.nextDouble() < mutationRate) IMMEDIATE_WIN_SQUARE_BONUS += randInRange(-4000,4000);
if (rand.nextDouble() < mutationRate) OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY += randInRange(-4000,4000);
if (rand.nextDouble() < mutationRate) MOBILITY_MULTIPLIER += randInRange(-3,3);
if (rand.nextDouble() < mutationRate) CENTER_CONTROL_MULTIPLIER += randInRange(-10,10);
if (rand.nextDouble() < mutationRate) OPPONENT_CENTER_CONTROL_MULTIPLIER += randInRange(-10,10);
if (rand.nextDouble() < mutationRate) PCORNER_CONTROL_MULTIPLIER += randInRange(-5,5);
if (rand.nextDouble() < mutationRate) OPPONENT_PCORNER_CONTROL_MULTIPLIER += randInRange(-5,5);
if (rand.nextDouble() < mutationRate) BCORNER_CONTROL_MULTIPLIER += randInRange(-5,5);
if (rand.nextDouble() < mutationRate) OPPONENT_BCORNER_CONTROL_MULTIPLIER += randInRange(-5,5);
if (rand.nextDouble() < mutationRate) PLAYER_FORKS_MULTIPLIER += randInRange(-500,500);
if (rand.nextDouble() < mutationRate) OPPONENT_FORKS_MULTIPLIER += randInRange(-200,200);
if (rand.nextDouble() < mutationRate) OPPONENT_POTENTIAL_FORKS_PENALTY += randInRange(-1000,1000);
if (rand.nextDouble() < mutationRate) DOUBLE_THREAT_BONUS += randInRange(-1000,1000);
if (rand.nextDouble() < mutationRate) OPPONENT_DOUBLE_THREAT_PENALTY += randInRange(-1000,1000);
if (rand.nextDouble() < mutationRate) BLOCKED_THREAT_INTERSECTION_BONUS += randInRange(-800,800);
}
@Override
public String toString() {
return "Weights{" +
"S1=" + SCORE_ONE +
", S2=" + SCORE_TWO +
", S3=" + SCORE_THREE +
", S4=" + SCORE_FOUR +
", O2B=" + OPEN_TWO_BONUS +
", CTB=" + CLOSED_THREE_BONUS +
", BLP=" + BLOCKED_LINE_PENALTY +
", OLB=" + OPEN_LINE_BONUS +
", NFB=" + NEAR_FORK_BONUS +
", CM=" + CENTER_MULTIPLIER +
", OSM=" + OPPONENT_SCORE_MULTIPLIER +
", ITP=" + IMMEDIATE_THREAT_PENALTY +
", IWB=" + IMMEDIATE_WIN_BONUS +
", IWSB=" + IMMEDIATE_WIN_SQUARE_BONUS +
", OIWS=" + OPPONENT_IMMEDIATE_WIN_SQUARE_PENALTY +
", MOB=" + MOBILITY_MULTIPLIER +
", CCM=" + CENTER_CONTROL_MULTIPLIER +
", OCCM=" + OPPONENT_CENTER_CONTROL_MULTIPLIER +
", Pcc=" + PCORNER_CONTROL_MULTIPLIER +
", Opc=" + OPPONENT_PCORNER_CONTROL_MULTIPLIER +
", Bc=" + BCORNER_CONTROL_MULTIPLIER +
", Obc=" + OPPONENT_BCORNER_CONTROL_MULTIPLIER +
", Pfm=" + PLAYER_FORKS_MULTIPLIER +
", Ofm=" + OPPONENT_FORKS_MULTIPLIER +
", OPFP=" + OPPONENT_POTENTIAL_FORKS_PENALTY +
", DTB=" + DOUBLE_THREAT_BONUS +
", ODTP=" + OPPONENT_DOUBLE_THREAT_PENALTY +
", BTIB=" + BLOCKED_THREAT_INTERSECTION_BONUS +
'}';
}
}