JAVA coding problems solved -- The N-Queens Puzzle

in coding •  6 years ago  (edited)

Here is the first of a series of coding exercises that I will share with you after solving and testing them.


Title: N-Queens Puzzle


Difficulty: hard

You can find the description of the problem here on leetcode.com .

In a nutshell: you have to find all the ways to place N queens on a N×N chess board so that the queens do not attack each other.

Example:
Input: 8
Output: All combinations for 8 queens on a 8x8 chess board

wikimedia commons image


INDEX:

  • QUESTIONS
  • HINTS (to solve it on your own)
  • MY SOLUTION




QUESTIONS

1. How would you improve it / how would you have solved it instead?

I'm aware that performance wise it's not a great algorithm. Better approaches that could bring to better time complexity are:

  • Use of recursion
  • Distribution of the workload on multiple threads
    (probably makes sense only for big Ns - with a classic chessboard there shouldn't be any significant improvement)
  • Dynamic Programming?

2. How would you have solved it in the worst way possible?

I'll post an example in the comments later on.   : )



HINTS

Always analyse the properties of the system. Each row need to have one and only one queen. This means that:

  • Once you manage to add to a row a queen that does not attack the others, you can stop trying to place a new queen on the same row
  • If you find yourself in a situation in which one of the rows is empty you can discard that solution right away


MY SOLUTION

  • On paper:

NQueens-notes.png

  • Code:

    package leetcode;
    
    import java.util.ArrayList;
    import java.util.Arrays;
    import java.util.List;
    
    public class NQueens {
      public static void main(String... a) {
          System.out.println(">> " + new Solution().solveNQueens(5));
      }
    }
    
    // (template provided to submit the solution)
    class Solution {
      public List<List<String>> solveNQueens(int n) {
          return new Game().start(n);
      }
    }
    
    class Game {
      int n;
      Character[][] board;
      
      public List<List<String>> start(int n) {
          this.n = n;
          this.board = new Character[n][n];
          return calculateSolutions();
      }
      
      // Algorithm: Last Queen Reposition --- COMPLEXITY: O(N^3)                                   ~ 2√2N*N^2 ?
      // N=1 -> Found 1 solutions in 0.001 seconds
      // N=5 -> Found 10 solutions in 0.006 seconds
      // N=15 -> Found 2279184 solutions in 270.876 seconds (~4.5 mins)
      List<List<String>> calculateSolutions() {
          List<List<String>> solutions = new ArrayList<>();
          List<int[]> queenPositions = new ArrayList<>();
          outer:
          for (int i = 0; i < n; i++) {
              for (int j = 0; j < n; j++) {
                  if (!hasClashes(i, j)) { // ADD QUEEN
                      board[i][j] = 'Q';
                      queenPositions.add(new int[] {i, j});
                      if (i < n - 1) {
                          j = n - 1; // skip the rest of the row
                      } else {
                          saveCurrentSolution(solutions);
                          // CHECK REMAINING positions for this configuration
                          int[] queenPos = getPosOfLastQueenToReplace(queenPositions);
                          if (queenPos != null) { // for N=1
                              i = queenPos[0];
                              j = queenPos[1];
                          }
                      }
                  } else { // ADD DOT
                      if (j == n - 1) {
                          // EMPTY LINE. Resume from next position of previous queen.
                          // if (i == 0) break outer; -> (nope, never used)
                          int[] queenPos = getPosOfLastQueenToReplace(queenPositions);
                          if (queenPos == null) break outer; // END - end of line and no queens left
                          i = queenPos[0];
                          j = queenPos[1];
                      }
                  }
              }
          }
          return solutions;
      }
      
      int[] removeLastQueen(List<int[]> queenPositions) {
          int[] lqPos = queenPositions.get(queenPositions.size() - 1);
          int lastQueenI = lqPos[0];
          int lastQueenJ = lqPos[1];
          board[lastQueenI][lastQueenJ] = null;
          queenPositions.remove(queenPositions.size() - 1);
          return new int[] { lastQueenI, lastQueenJ };
      }
    
      int[] getPosOfLastQueenToReplace(List<int[]> queenPositions) {
          int[] queenPos = removeLastQueen(queenPositions);
          int lastQueenJ = queenPos[1];
          if (lastQueenJ == n - 1) {
              if (queenPositions.size() == 0) return null;
              queenPos = removeLastQueen(queenPositions);
              lastQueenJ = queenPos[1];
          }
          return queenPos;
      }
      
      void saveCurrentSolution(List<List<String>> solutions) {
          List<String> currentSolution = new ArrayList<>();
          for(Character[] row : Arrays.asList(board)) {
              String rowStr = "";
              for(Character cell : Arrays.asList(row)) {
                  rowStr += cell == null ? "." : cell; 
              }
              currentSolution.add(rowStr);
          }
          solutions.add(currentSolution);
      }
    
      boolean hasClashes(int i, int j) {
          return queensOnCross(i, j) || queensOnDiagonal(i, j);
      }
    
      boolean queensOnCross(int i, int j) {
          for (int r = 0; r < n; r++) {
              if (r != i && board[r][j] != null) return true;
          }
          for (int c = 0; c < n; c++) {
              if (c != j && board[i][c] != null) return true;
          }
          return false;
      }
    
      boolean queensOnDiagonal(int i, int j) {
          int r = i - 1, c = j + 1;
          while (r >= 0 && c < n) { // top-right
              if (board[r][c] != null) return true;
              r--;
              c++;
          }
          r = i + 1;
          c = j - 1;
          while (r < n && c >= 0) { // bottom-left
              if (board[r][c] != null) return true;
              r++;
              c--;
          }
          r = i - 1;
          c = j - 1;
          while (r >= 0 && c >= 0) { // top-left
              if (board[r][c] != null) return true;
              r--;
              c--;
          }
          r = i + 1;
          c = j + 1;
          while (r < n && c < n) { // bottom-right
              if (board[r][c] != null) return true;
              r++;
              c++;
          }
          return false;
      }
    }
    


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