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DungeonGame.java
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DungeonGame.java
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package dynamic_programming;
import java.util.Arrays;
/**
* Created by gouthamvidyapradhan on 12/07/2017.
* The demons had captured the princess (P) and imprisoned her in the bottom-right corner of a dungeon.
* The dungeon consists of M x N rooms laid out in a 2D grid. Our valiant knight (K) was initially positioned in the top-left room and must fight his way through the dungeon to rescue the princess.
* <p>
* The knight has an initial health point represented by a positive integer. If at any point his health point drops to 0 or below, he dies immediately.
* <p>
* Some of the rooms are guarded by demons, so the knight loses health (negative integers) upon entering these rooms; other rooms are either empty (0's) or contain magic orbs that increase the knight's health (positive integers).
* <p>
* In order to reach the princess as quickly as possible, the knight decides to move only rightward or downward in each step.
* <p>
* <p>
* Write a function to determine the knight's minimum initial health so that he is able to rescue the princess.
* <p>
* For example, given the dungeon below, the initial health of the knight must be at least 7 if he follows the optimal path RIGHT-> RIGHT -> DOWN -> DOWN.
* <p>
* -2 (K) -3 3
* -5 -10 1
* 10 30 -5 (P)
* <p>
* Notes:
* <p>
* The knight's health has no upper bound.
* Any room can contain threats or power-ups, even the first room the knight enters and the bottom-right room where the princess is imprisoned.
* <p>
* Solution: O(MxN log Integer.MAX_VALUE)
* Binary search the suitable initial health value in the range (1, Integer.MAX_VALUE) and do a top down DP to check the
* balance health when he reaches princess.
*/
public class DungeonGame {
private final int[] R = {0, -1};
private final int[] C = {-1, 0};
private int DP[][];
public static void main(String[] args) throws Exception {
int[][] dungeon = {{200}};
System.out.println(new DungeonGame().calculateMinimumHP(dungeon));
}
public int calculateMinimumHP(int[][] dungeon) {
DP = new int[dungeon.length][dungeon[0].length];
int l = 0, h = Integer.MAX_VALUE, ans = 0;
while (l <= h) {
int m = l + (h - l) / 2;
for (int i = 0; i < dungeon.length; i++)
Arrays.fill(DP[i], Integer.MIN_VALUE);
DP[0][0] = m + dungeon[0][0];
if (dp(dungeon, dungeon.length - 1, dungeon[0].length - 1) > 0) {
ans = m;
h = m - 1;
} else {
l = m + 1;
}
}
return ans == 0 ? 1 : ans;
}
private int dp(int[][] dungeon, int r, int c) {
if (DP[r][c] != Integer.MIN_VALUE)
return DP[r][c];
for (int i = 0; i < 2; i++) {
int newR = r + R[i];
int newC = c + C[i];
if (newR >= 0 && newR < dungeon.length && newC >= 0 && newC < dungeon[0].length) {
int life = dp(dungeon, newR, newC);
if (life <= 0)
DP[r][c] = Math.max(DP[r][c], 0);
else DP[r][c] = Math.max(DP[r][c], dungeon[r][c] + life);
}
}
return DP[r][c];
}
}