We have discussed Knight’s tour and Rat in a Maze problem in Set 1 and Set 2 respectively. Let us discuss N Queen as another example problem that can be solved using backtracking.
The N Queen is the problem of placing N chess queens on an N×N chessboard so that no two queens attack each other. For example, the following is a solution for the 4 Queen problem.
The expected output is in form of a matrix that has ‘Q’s for the blocks where queens are placed and the empty spaces are represented by ‘.’s . For example, the following is the output matrix for the above 4 queen solution.
. . Q .
Q . . .
. . . Q
. Q . .
Recommended: Please solve it on “PRACTICE ” first, before moving on to the solution.
Naive Algorithm
Generate all possible configurations of queens on board and print a configuration that satisfies the given constraints.
while there are untried configurations{ generate the next configuration if queens don't attack in this configuration then { print this configuration; }}
Backtracking AlgorithmMethod 1:
The idea is to place queens one by one in different columns, starting from the leftmost column. When we place a queen in a column, we check for clashes with already placed queens. In the current column, if we find a row for which there is no clash, we mark this row and column as part of the solution. If we do not find such a row due to clashes, then we backtrack and return false.
Method 1:1) Start in the leftmost column2) If all queens are placed return true3) Try all rows in the current column. Do following for every tried row. a) If the queen can be placed safely in this row then mark this [row, column] as part of the solution and recursively check if placing queen here leads to a solution. b) If placing the queen in [row, column] leads to a solution then return true. c) If placing queen doesn't lead to a solution then unmark this [row, column] (Backtrack) and go to step (a) to try other rows.4) If all rows have been tried and nothing worked, return false to trigger backtracking.
Implementation of Backtracking solutionby method 1:
C++
/* C++ program to solve N Queen Problem using
backtracking */
#include <bits/stdc++.h>
#define N 4
using
namespace
std;
/* A utility function to print solution */
void
printSolution(
int
board[N][N])
{
for
(
int
i = 0; i < N; i++) {
for
(
int
j = 0; j < N; j++)
if
(board[i][j])
cout <<
"Q "
;
else
cout<<
". "
;
printf
(
"\n"
);
}
}
/* A utility function to check if a queen can
be placed on board[row][col]. Note that this
function is called when "col" queens are
already placed in columns from 0 to col -1.
So we need to check only left side for
attacking queens */
bool
isSafe(
int
board[N][N],
int
row,
int
col)
{
int
i, j;
/* Check this row on left side */
for
(i = 0; i < col; i++)
if
(board[row][i])
return
false
;
/* Check upper diagonal on left side */
for
(i = row, j = col; i >= 0 && j >= 0; i--, j--)
if
(board[i][j])
return
false
;
/* Check lower diagonal on left side */
for
(i = row, j = col; j >= 0 && i < N; i++, j--)
if
(board[i][j])
return
false
;
return
true
;
}
/* A recursive utility function to solve N
Queen problem */
bool
solveNQUtil(
int
board[N][N],
int
col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(
int
i = 0; i < N; i++) {
/* Check if the queen can be placed on
board[i][col] */
if
(isSafe(board, i, col)) {
/* Place this queen in board[i][col] */
board[i][col] = 1;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col + 1))
return
true
;
/* If placing queen in board[i][col]
doesn't lead to a solution, then
remove queen from board[i][col] */
board[i][col] = 0;
// BACKTRACK
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
bool
solveNQ()
{
int
board[N][N] = { { 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 } };
if
(solveNQUtil(board, 0) ==
false
) {
cout <<
"Solution does not exist"
;
return
false
;
}
printSolution(board);
return
true
;
}
// driver program to test above function
int
main()
{
solveNQ();
return
0;
}
// This code is contributed by Aditya Kumar (adityakumar129)
C
/* C program to solve N Queen Problem using
backtracking */
#define N 4
#include <stdbool.h>
#include <stdio.h>
/* A utility function to print solution */
void
printSolution(
int
board[N][N])
{
for
(
int
i = 0; i < N; i++) {
for
(
int
j = 0; j < N; j++)
printf
(
" %d "
, board[i][j]);
printf
(
"\n"
);
}
}
/* A utility function to check if a queen can
be placed on board[row][col]. Note that this
function is called when "col" queens are
already placed in columns from 0 to col -1.
So we need to check only left side for
attacking queens */
bool
isSafe(
int
board[N][N],
int
row,
int
col)
{
int
i, j;
/* Check this row on left side */
for
(i = 0; i < col; i++)
if
(board[row][i])
return
false
;
/* Check upper diagonal on left side */
for
(i = row, j = col; i >= 0 && j >= 0; i--, j--)
if
(board[i][j])
return
false
;
/* Check lower diagonal on left side */
for
(i = row, j = col; j >= 0 && i < N; i++, j--)
if
(board[i][j])
return
false
;
return
true
;
}
/* A recursive utility function to solve N
Queen problem */
bool
solveNQUtil(
int
board[N][N],
int
col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(
int
i = 0; i < N; i++) {
/* Check if the queen can be placed on
board[i][col] */
if
(isSafe(board, i, col)) {
/* Place this queen in board[i][col] */
board[i][col] = 1;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col + 1))
return
true
;
/* If placing queen in board[i][col]
doesn't lead to a solution, then
remove queen from board[i][col] */
board[i][col] = 0;
// BACKTRACK
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
bool
solveNQ()
{
int
board[N][N] = { { 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 } };
if
(solveNQUtil(board, 0) ==
false
) {
printf
(
"Solution does not exist"
);
return
false
;
}
printSolution(board);
return
true
;
}
// driver program to test above function
int
main()
{
solveNQ();
return
0;
}
// This code is contributed by Aditya Kumar (adityakumar129)
Java
/* Java program to solve N Queen Problem using
backtracking */
public
class
NQueenProblem {
final
int
N =
4
;
/* A utility function to print solution */
void
printSolution(
int
board[][])
{
for
(
int
i =
0
; i < N; i++) {
for
(
int
j =
0
; j < N; j++)
System.out.print(
" "
+ board[i][j]
+
" "
);
System.out.println();
}
}
/* A utility function to check if a queen can
be placed on board[row][col]. Note that this
function is called when "col" queens are already
placeed in columns from 0 to col -1. So we need
to check only left side for attacking queens */
boolean
isSafe(
int
board[][],
int
row,
int
col)
{
int
i, j;
/* Check this row on left side */
for
(i =
0
; i < col; i++)
if
(board[row][i] ==
1
)
return
false
;
/* Check upper diagonal on left side */
for
(i = row, j = col; i >=
0
&& j >=
0
; i--, j--)
if
(board[i][j] ==
1
)
return
false
;
/* Check lower diagonal on left side */
for
(i = row, j = col; j >=
0
&& i < N; i++, j--)
if
(board[i][j] ==
1
)
return
false
;
return
true
;
}
/* A recursive utility function to solve N
Queen problem */
boolean
solveNQUtil(
int
board[][],
int
col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(
int
i =
0
; i < N; i++) {
/* Check if the queen can be placed on
board[i][col] */
if
(isSafe(board, i, col)) {
/* Place this queen in board[i][col] */
board[i][col] =
1
;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col +
1
) ==
true
)
return
true
;
/* If placing queen in board[i][col]
doesn't lead to a solution then
remove queen from board[i][col] */
board[i][col] =
0
;
// BACKTRACK
}
}
/* If the queen can not be placed in any row in
this column col, then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil () to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
boolean
solveNQ()
{
int
board[][] = { {
0
,
0
,
0
,
0
},
{
0
,
0
,
0
,
0
},
{
0
,
0
,
0
,
0
},
{
0
,
0
,
0
,
0
} };
if
(solveNQUtil(board,
0
) ==
false
) {
System.out.print(
"Solution does not exist"
);
return
false
;
}
printSolution(board);
return
true
;
}
// driver program to test above function
public
static
void
main(String args[])
{
NQueenProblem Queen =
new
NQueenProblem();
Queen.solveNQ();
}
}
// This code is contributed by Abhishek Shankhadhar
Python3
# Python3 program to solve N Queen
# Problem using backtracking
global
N
N
=
4
def
printSolution(board):
for
i
in
range
(N):
for
j
in
range
(N):
print
(board[i][j], end
=
" "
)
print
()
# A utility function to check if a queen can
# be placed on board[row][col]. Note that this
# function is called when "col" queens are
# already placed in columns from 0 to col -1.
# So we need to check only left side for
# attacking queens
def
isSafe(board, row, col):
# Check this row on left side
for
i
in
range
(col):
if
board[row][i]
=
=
1
:
return
False
# Check upper diagonal on left side
for
i, j
in
zip
(
range
(row,
-
1
,
-
1
),
range
(col,
-
1
,
-
1
)):
if
board[i][j]
=
=
1
:
return
False
# Check lower diagonal on left side
for
i, j
in
zip
(
range
(row, N,
1
),
range
(col,
-
1
,
-
1
)):
if
board[i][j]
=
=
1
:
return
False
return
True
def
solveNQUtil(board, col):
# base case: If all queens are placed
# then return true
if
col >
=
N:
return
True
# Consider this column and try placing
# this queen in all rows one by one
for
i
in
range
(N):
if
isSafe(board, i, col):
# Place this queen in board[i][col]
board[i][col]
=
1
# recur to place rest of the queens
if
solveNQUtil(board, col
+
1
)
=
=
True
:
return
True
# If placing queen in board[i][col
# doesn't lead to a solution, then
# queen from board[i][col]
board[i][col]
=
0
# if the queen can not be placed in any row in
# this column col then return false
return
False
# This function solves the N Queen problem using
# Backtracking. It mainly uses solveNQUtil() to
# solve the problem. It returns false if queens
# cannot be placed, otherwise return true and
# placement of queens in the form of 1s.
# note that there may be more than one
# solutions, this function prints one of the
# feasible solutions.
def
solveNQ():
board
=
[ [
0
,
0
,
0
,
0
],
[
0
,
0
,
0
,
0
],
[
0
,
0
,
0
,
0
],
[
0
,
0
,
0
,
0
] ]
if
solveNQUtil(board,
0
)
=
=
False
:
print
(
"Solution does not exist"
)
return
False
printSolution(board)
return
True
# Driver Code
solveNQ()
# This code is contributed by Divyanshu Mehta
C#
// C# program to solve N Queen Problem
// using backtracking
using
System;
class
GFG
{
readonly
int
N = 4;
/* A utility function to print solution */
void
printSolution(
int
[,]board)
{
for
(
int
i = 0; i < N; i++)
{
for
(
int
j = 0; j < N; j++)
Console.Write(
" "
+ board[i, j]
+
" "
);
Console.WriteLine();
}
}
/* A utility function to check if a queen can
be placed on board[row,col]. Note that this
function is called when "col" queens are already
placeed in columns from 0 to col -1. So we need
to check only left side for attacking queens */
bool
isSafe(
int
[,]board,
int
row,
int
col)
{
int
i, j;
/* Check this row on left side */
for
(i = 0; i < col; i++)
if
(board[row,i] == 1)
return
false
;
/* Check upper diagonal on left side */
for
(i = row, j = col; i >= 0 &&
j >= 0; i--, j--)
if
(board[i,j] == 1)
return
false
;
/* Check lower diagonal on left side */
for
(i = row, j = col; j >= 0 &&
i < N; i++, j--)
if
(board[i, j] == 1)
return
false
;
return
true
;
}
/* A recursive utility function to solve N
Queen problem */
bool
solveNQUtil(
int
[,]board,
int
col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(
int
i = 0; i < N; i++)
{
/* Check if the queen can be placed on
board[i,col] */
if
(isSafe(board, i, col))
{
/* Place this queen in board[i,col] */
board[i, col] = 1;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col + 1) ==
true
)
return
true
;
/* If placing queen in board[i,col]
doesn't lead to a solution then
remove queen from board[i,col] */
board[i, col] = 0;
// BACKTRACK
}
}
/* If the queen can not be placed in any row in
this column col, then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil () to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
bool
solveNQ()
{
int
[,]board = {{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 }};
if
(solveNQUtil(board, 0) ==
false
)
{
Console.Write(
"Solution does not exist"
);
return
false
;
}
printSolution(board);
return
true
;
}
// Driver Code
public
static
void
Main(String []args)
{
GFG Queen =
new
GFG();
Queen.solveNQ();
}
}
// This code is contributed by Princi Singh
Javascript
<script>
// JavaScript program to solve N Queen
// Problem using backtracking
const N = 4
function
printSolution(board)
{
for
(let i = 0; i < N; i++)
{
for
(let j = 0; j < N; j++)
{
document.write(board[i][j],
" "
)
}
document.write(
"</br>"
)
}
}
// A utility function to check if a queen can
// be placed on board[row][col]. Note that this
// function is called when "col" queens are
// already placed in columns from 0 to col -1.
// So we need to check only left side for
// attacking queens
function
isSafe(board, row, col)
{
// Check this row on left side
for
(let i = 0; i < col; i++){
if
(board[row][i] == 1)
return
false
}
// Check upper diagonal on left side
for
(i = row, j = col; i >= 0 && j >= 0; i--, j--)
if
(board[i][j])
return
false
// Check lower diagonal on left side
for
(i = row, j = col; j >= 0 && i < N; i++, j--)
if
(board[i][j])
return
false
return
true
}
function
solveNQUtil(board, col){
// base case: If all queens are placed
// then return true
if
(col >= N)
return
true
// Consider this column and try placing
// this queen in all rows one by one
for
(let i=0;i<N;i++){
if
(isSafe(board, i, col)==
true
){
// Place this queen in board[i][col]
board[i][col] = 1
// recur to place rest of the queens
if
(solveNQUtil(board, col + 1) ==
true
)
return
true
// If placing queen in board[i][col
// doesn't lead to a solution, then
// queen from board[i][col]
board[i][col] = 0
}
}
// if the queen can not be placed in any row in
// this column col then return false
return
false
}
// This function solves the N Queen problem using
// Backtracking. It mainly uses solveNQUtil() to
// solve the problem. It returns false if queens
// cannot be placed, otherwise return true and
// placement of queens in the form of 1s.
// note that there may be more than one
// solutions, this function prints one of the
// feasible solutions.
function
solveNQ(){
let board = [ [0, 0, 0, 0],
[0, 0, 0, 0],
[0, 0, 0, 0],
[0, 0, 0, 0] ]
if
(solveNQUtil(board, 0) ==
false
){
document.write(
"Solution does not exist"
)
return
false
}
printSolution(board)
return
true
}
// Driver Code
solveNQ()
// This code is contributed by shinjanpatra
</script>
Output
. . Q . Q . . . . . . Q . Q . .
Time Complexity: O(N!)
Auxiliary Space: O(N2)
Backtracking AlgorithmMethod 2:
The idea is to place queens one by one in different rows, starting from the topmost row. When we place a queen in a row, we check for clashes with already placed queens. In the current column, if we find a row for which there is no clash, we mark this row and column as part of the solution. If we do not find such a row due to clashes, then we backtrack and return false.
Method 2:
0) Make a board, make a space to collect all solution states.
1) Start in the topmost row.
2) Make a recursive function which takes state of board and the current row number
as its parameter.
3) Fill a queen in a safe place and use this state of board to advance to next recursive
call, add 1 to the current row. Revert the state of board after making the call.
a) Safe function checks the current column, left top diagonal and right top diagonal.
b) If no queen is present then fill else return false and stop exploring that state
and track back to the next possible solution state
4) Keep calling the function till the current row is out of bound.
5) If current row reaches the number of rows in the board then the board is filled.
6) Store the state and return.
Implementation of Backtracking solution by Method 2:
C++
#include <bits/stdc++.h>
using
namespace
std;
// store all the possible answers
vector<vector<string> > answer;
// print the board
void
print_board()
{
for
(
auto
& str : answer[1]) {
for
(
auto
& letter : str)
cout << letter <<
" "
;
cout << endl;
}
return
;
}
// we need to check in three directions
// 1. in the same column above the current position
// 2. in the left top diagonal from the given cell
// 3. in the right top diagonal from the given cell
int
safe(
int
row,
int
col, vector<string>& board)
{
for
(
int
i = 0; i < board.size(); i++) {
if
(board[i][col] ==
'Q'
)
return
false
;
}
int
i = row, j = col;
while
(i >= 0 && j >= 0)
if
(board[i--][j--] ==
'Q'
)
return
false
;
i = row, j = col;
while
(i >= 0 && j < board.size())
if
(board[i--][j++] ==
'Q'
)
return
false
;
return
true
;
}
// rec function here will fill the queens
// 1. there can be only one queen in one row
// 2. if we filled the final row in the board then row will
// be equal to total number of rows in board
// 3. push that board configuration in answer set because
// there will be more than one answers for filling the board
// with n-queens
void
rec(vector<string> board,
int
row)
{
if
(row == board.size()) {
answer.push_back(board);
return
;
}
for
(
int
i = 0; i < board.size(); i++) {
// for each position check if it is safe and if it
// safe make a recursive call with
// row+1,board[i][j]='Q' and then revert the change
// in board that is make the board[i][j]='.' again to
// generate more solutions
if
(safe(row, i, board)) {
board[row][i] =
'Q'
;
rec(board, row + 1);
board[row][i] =
'.'
;
}
}
return
;
}
// function to solve n queens
vector<vector<string> > solveNQueens(
int
n)
{
string s;
for
(
int
i = 0; i < n; i++)
s +=
'.'
;
// vector of string will make our board which is
// initially all empty
vector<string> board(n, s);
rec(board, 0);
return
answer;
}
int
main()
{
clock_t
start, end;
// this is to calculate the
// execution time for n-queens
start =
clock
();
// size 4x4 is taken and we can pass some other
// dimension for chess board as well
cout << solveNQueens(4).size() << endl;
end =
clock
();
double
time_taken
=
double
(end - start) /
double
(CLOCKS_PER_SEC);
cout << time_taken <<
" time was taken(in miliseconds)"
<< endl;
cout <<
"Out of "
<< answer.size()
<<
" solutions one is following"
<< endl;
print_board();
}
Java
import
java.util.*;
public
class
NQueens
{
// store all the possible answers
static
List<List<String>> answer =
new
ArrayList<>();
// print the board
static
void
print_board() {
for
(String str : answer.get(
1
)) {
for
(Character letter : str.toCharArray())
System.out.print(letter +
" "
);
System.out.println();
}
return
;
}
// we need to check in three directions
// 1. in the same column above the current position
// 2. in the left top diagonal from the given cell
// 3. in the right top diagonal from the given cell
static
boolean
safe(
int
row,
int
col, List<String> board) {
for
(
int
i =
0
; i < board.size(); i++) {
if
(board.get(i).charAt(col) ==
'Q'
)
return
false
;
}
int
i = row, j = col;
while
(i >=
0
&& j >=
0
)
if
(board.get(i--).charAt(j--) ==
'Q'
)
return
false
;
i = row;
j = col;
while
(i >=
0
&& j < board.size())
if
(board.get(i--).charAt(j++) ==
'Q'
)
return
false
;
return
true
;
}
// rec function here will fill the queens
// 1. there can be only one queen in one row
// 2. if we filled the final row in the board then row will
// be equal to total number of rows in board
// 3. push that board configuration in answer set because
// there will be more than one answers for filling the board
// with n-queens
static
void
rec(List<String> board,
int
row) {
if
(row == board.size()) {
answer.add(board);
return
;
}
for
(
int
i =
0
; i < board.size(); i++)
{
// for each position check if it is safe and if it
// safe make a recursive call with
// row+1,board[i][j]='Q' and then revert the change
// in board that is make the board[i][j]='.' again to
// generate more solutions
if
(safe(row, i, board)) {
List<String> temp =
new
ArrayList<>(board);
temp.set(row, temp.get(row).substring(
0
, i) +
"Q"
+ temp.get(row).substring(i +
1
));
rec(temp, row +
1
);
}
}
return
;
}
// function to solve n queens
static
List<List<String>> solveNQueens(
int
n)
{
String s =
new
String(
new
char
[n]).replace(
"\0"
,
"."
);
// vector of string will make our board which is
// initially all empty
List<String> board =
new
ArrayList<>();
for
(
int
i =
0
; i < n; i++)
board.add(s);
rec(board,
0
);
return
answer;
}
public
static
void
main(String[] args) {
long
start, end;
// this is to calculate the
// execution time for n-queens
start = System.currentTimeMillis();
// size 4x4 is taken and we can pass some other
// dimension for chess board as well
System.out.println(solveNQueens(
4
).size());
end = System.currentTimeMillis();
double
time_taken = (end - start);
System.out.println(time_taken +
" time was taken(in miliseconds)"
);
System.out.println(
"Out of "
+ answer.size() +
" solutions one is following"
);
print_board();
}
}
// This code is contributed by surajrasr7277
Python3
import
time
# print the board
def
print_board(board, n):
for
i
in
range
(n):
for
j
in
range
(n):
print
(board[i][j], end
=
" "
)
print
()
# joining '.' and 'Q'
# making combined 2D Array
#For output in desired format
def
add_sol(board, ans, n):
temp
=
[]
for
i
in
range
(n):
string
=
""
for
j
in
range
(n):
string
+
=
board[i][j]
temp.append(string)
ans.append(temp)
# we need to check in three directions
# 1. in the same column above the current position
# 2. in the left top diagonal from the given cell
# 3. in the right top diagonal from the given cell
def
is_safe(row, col, board, n):
x
=
row
y
=
col
#check for same upper col
while
(x>
=
0
):
if
board[x][y]
=
=
"Q"
:
return
False
else
:
x
-
=
1
#Check for Upper Right Diagonal
x
=
row
y
=
col
while
(y<n
and
x>
=
0
):
if
board[x][y]
=
=
"Q"
:
return
False
else
:
y
+
=
1
x
-
=
1
#check for Upper Left diagonal
x
=
row
y
=
col
while
(y>
=
0
and
x>
=
0
):
if
board[x][y]
=
=
"Q"
:
return
False
else
:
x
-
=
1
y
-
=
1
return
True
# function to solve n queens
# solveNQueens function here will fill the queens
# 1. there can be only one queen in one row
# 2. if we filled the final row in the board then row will
# be equal to total number of rows in board
# 3. push that board configuration in answer set because
# there will be more than one answers for filling the board
# with n-queens
def
solveNQueens(row, ans, board, n):
#base Case
#Queen is depicted by "Q"
# adding solution to final answer array
if
row
=
=
n:
add_sol(board, ans, n)
return
#solve 1 case and rest recursion will follow
for
col
in
range
(n):
# for each position check if it is safe and if it
# is safe make a recursive call with
# row+1, board[i][j]='Q' and then revert the change
# in board that is make the board[i][j]='.' again to
# generate more solutions
if
is_safe(row, col, board, n):
# if placing Queen is safe
board[row][col]
=
"Q"
solveNQueens(row
+
1
, ans, board, n)
# Backtrack
board[row][col]
=
"."
# Driver Code
if
__name__
=
=
"__main__"
:
# size 4x4 is taken and we can pass some other
# dimension for chess board as well
n
=
4
# 2D array of string will make our board
# which is initially all empty
board
=
[[
"."
for
i
in
range
(n)]
for
j
in
range
(n)]
# store all the possible answers
ans
=
[]
start
=
time.time()
solveNQueens(
0
, ans, board, n)
end
=
time.time()
time_taken
=
end
-
start
if
ans
=
=
[]:
print
(
"Solution does not exist"
)
else
:
print
(
len
(ans))
print
(f
"{time_taken:.06f} time was taken(in miliseconds)"
)
print
(f
"Out Of {len(ans)} solutions one is following"
)
print_board(ans[
0
], n)
# This code is contributed by Priyank Namdeo
Output
20.000107 time was taken(in miliseconds)Out of 2 solutions one is following. . Q . Q . . . . . . Q . Q . .
Time Complexity: O(N!)
Auxiliary Space: O(N2)
Optimization in is_safe() function
The idea is not to check every element in right and left diagonal, instead use the property of diagonals:
1. The sum of i and j is constant and unique for each right diagonal, where i is the row of elements and j is the
column of elements.
2. The difference between i and j is constant and unique for each left diagonal, where i and j are row and column of element respectively.
Implementation of Backtracking solution(with optimization)
C++
/* C++ program to solve N Queen Problem using
backtracking */
#include<bits/stdc++.h>
using
namespace
std;
#define N 4
/* ld is an array where its indices indicate row-col+N-1
(N-1) is for shifting the difference to store negative
indices */
int
ld[30] = { 0 };
/* rd is an array where its indices indicate row+col
and used to check whether a queen can be placed on
right diagonal or not*/
int
rd[30] = { 0 };
/*column array where its indices indicates column and
used to check whether a queen can be placed in that
row or not*/
int
cl[30] = { 0 };
/* A utility function to print solution */
void
printSolution(
int
board[N][N])
{
for
(
int
i = 0; i < N; i++) {
for
(
int
j = 0; j < N; j++)
cout<<
" "
<< board[i][j]<<
" "
;
cout<<endl;
}
}
/* A recursive utility function to solve N
Queen problem */
bool
solveNQUtil(
int
board[N][N],
int
col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(
int
i = 0; i < N; i++) {
/* Check if the queen can be placed on
board[i][col] */
/* A check if a queen can be placed on
board[row][col].We just need to check
ld[row-col+n-1] and rd[row+coln] where
ld and rd are for left and right
diagonal respectively*/
if
((ld[i - col + N - 1] != 1 && rd[i + col] != 1) && cl[i] != 1) {
/* Place this queen in board[i][col] */
board[i][col] = 1;
ld[i - col + N - 1] = rd[i + col] = cl[i] = 1;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col + 1))
return
true
;
/* If placing queen in board[i][col]
doesn't lead to a solution, then
remove queen from board[i][col] */
board[i][col] = 0;
// BACKTRACK
ld[i - col + N - 1] = rd[i + col] = cl[i] = 0;
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
bool
solveNQ()
{
int
board[N][N] = { { 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 } };
if
(solveNQUtil(board, 0) ==
false
) {
cout<<
"Solution does not exist"
;
return
false
;
}
printSolution(board);
return
true
;
}
// driver program to test above function
int
main()
{
solveNQ();
return
0;
}
// This code is contributed by Aditya Kumar (adityakumar129)
C
/* C program to solve N Queen Problem using
backtracking */
#define N 4
#include <stdbool.h>
#include <stdio.h>
/* A utility function to print solution */
void
printSolution(
int
board[N][N])
{
for
(
int
i = 0; i < N; i++) {
for
(
int
j = 0; j < N; j++)
printf
(
" %d "
, board[i][j]);
printf
(
"\n"
);
}
}
/* A utility function to check if a queen can
be placed on board[row][col]. Note that this
function is called when "col" queens are
already placed in columns from 0 to col -1.
So we need to check only left side for
attacking queens */
bool
isSafe(
int
board[N][N],
int
row,
int
col)
{
int
i, j;
/* Check this row on left side */
for
(i = 0; i < col; i++)
if
(board[row][i])
return
false
;
/* Check upper diagonal on left side */
for
(i = row, j = col; i >= 0 && j >= 0; i--, j--)
if
(board[i][j])
return
false
;
/* Check lower diagonal on left side */
for
(i = row, j = col; j >= 0 && i < N; i++, j--)
if
(board[i][j])
return
false
;
return
true
;
}
/* A recursive utility function to solve N
Queen problem */
bool
solveNQUtil(
int
board[N][N],
int
col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(
int
i = 0; i < N; i++) {
/* Check if the queen can be placed on
board[i][col] */
if
(isSafe(board, i, col)) {
/* Place this queen in board[i][col] */
board[i][col] = 1;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col + 1))
return
true
;
/* If placing queen in board[i][col]
doesn't lead to a solution, then
remove queen from board[i][col] */
board[i][col] = 0;
// BACKTRACK
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
bool
solveNQ()
{
int
board[N][N] = { { 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 } };
if
(solveNQUtil(board, 0) ==
false
) {
printf
(
"Solution does not exist"
);
return
false
;
}
printSolution(board);
return
true
;
}
// driver program to test above function
int
main()
{
solveNQ();
return
0;
}
// This code is contributed by Aditya Kumar (adityakumar129)
Java
/* Java program to solve N Queen Problem
using backtracking */
import
java.util.*;
class
GFG
{
static
int
N =
4
;
/* ld is an array where its indices indicate row-col+N-1
(N-1) is for shifting the difference to store negative
indices */
static
int
[]ld =
new
int
[
30
];
/* rd is an array where its indices indicate row+col
and used to check whether a queen can be placed on
right diagonal or not*/
static
int
[]rd =
new
int
[
30
];
/*column array where its indices indicates column and
used to check whether a queen can be placed in that
row or not*/
static
int
[]cl =
new
int
[
30
];
/* A utility function to print solution */
static
void
printSolution(
int
board[][])
{
for
(
int
i =
0
; i < N; i++)
{
for
(
int
j =
0
; j < N; j++)
System.out.printf(
" %d "
, board[i][j]);
System.out.printf(
"\n"
);
}
}
/* A recursive utility function to solve N
Queen problem */
static
boolean
solveNQUtil(
int
board[][],
int
col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(
int
i =
0
; i < N; i++)
{
/* Check if the queen can be placed on
board[i][col] */
/* A check if a queen can be placed on
board[row][col].We just need to check
ld[row-col+n-1] and rd[row+coln] where
ld and rd are for left and right
diagonal respectively*/
if
((ld[i - col + N -
1
] !=
1
&&
rd[i + col] !=
1
) && cl[i] !=
1
)
{
/* Place this queen in board[i][col] */
board[i][col] =
1
;
ld[i - col + N -
1
] =
rd[i + col] = cl[i] =
1
;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col +
1
))
return
true
;
/* If placing queen in board[i][col]
doesn't lead to a solution, then
remove queen from board[i][col] */
board[i][col] =
0
;
// BACKTRACK
ld[i - col + N -
1
] =
rd[i + col] = cl[i] =
0
;
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
static
boolean
solveNQ()
{
int
board[][] = {{
0
,
0
,
0
,
0
},
{
0
,
0
,
0
,
0
},
{
0
,
0
,
0
,
0
},
{
0
,
0
,
0
,
0
}};
if
(solveNQUtil(board,
0
) ==
false
)
{
System.out.printf(
"Solution does not exist"
);
return
false
;
}
printSolution(board);
return
true
;
}
// Driver Code
public
static
void
main(String[] args)
{
solveNQ();
}
}
// This code is contributed by Princi Singh
Python3
""" Python3 program to solve N Queen Problem using
backtracking """
N
=
4
""" ld is an array where its indices indicate row-col+N-1
(N-1) is for shifting the difference to store negative
indices """
ld
=
[
0
]
*
30
""" rd is an array where its indices indicate row+col
and used to check whether a queen can be placed on
right diagonal or not"""
rd
=
[
0
]
*
30
"""column array where its indices indicates column and
used to check whether a queen can be placed in that
row or not"""
cl
=
[
0
]
*
30
""" A utility function to print solution """
def
printSolution(board):
for
i
in
range
(N):
for
j
in
range
(N):
print
(board[i][j], end
=
" "
)
print
()
""" A recursive utility function to solve N
Queen problem """
def
solveNQUtil(board, col):
""" base case: If all queens are placed
then return True """
if
(col >
=
N):
return
True
""" Consider this column and try placing
this queen in all rows one by one """
for
i
in
range
(N):
""" Check if the queen can be placed on board[i][col] """
""" A check if a queen can be placed on board[row][col].
We just need to check ld[row-col+n-1] and rd[row+coln]
where ld and rd are for left and right diagonal respectively"""
if
((ld[i
-
col
+
N
-
1
] !
=
1
and
rd[i
+
col] !
=
1
)
and
cl[i] !
=
1
):
""" Place this queen in board[i][col] """
board[i][col]
=
1
ld[i
-
col
+
N
-
1
]
=
rd[i
+
col]
=
cl[i]
=
1
""" recur to place rest of the queens """
if
(solveNQUtil(board, col
+
1
)):
return
True
""" If placing queen in board[i][col]
doesn't lead to a solution,
then remove queen from board[i][col] """
board[i][col]
=
0
# BACKTRACK
ld[i
-
col
+
N
-
1
]
=
rd[i
+
col]
=
cl[i]
=
0
""" If the queen cannot be placed in
any row in this column col then return False """
return
False
""" This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns False if queens
cannot be placed, otherwise, return True and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions."""
def
solveNQ():
board
=
[[
0
,
0
,
0
,
0
],
[
0
,
0
,
0
,
0
],
[
0
,
0
,
0
,
0
],
[
0
,
0
,
0
,
0
]]
if
(solveNQUtil(board,
0
)
=
=
False
):
printf(
"Solution does not exist"
)
return
False
printSolution(board)
return
True
# Driver Code
solveNQ()
# This code is contributed by SHUBHAMSINGH10
C#
/* C# program to solve N Queen Problem
using backtracking */
using
System;
class
GFG
{
static
int
N = 4;
/* ld is an array where its indices indicate row-col+N-1
(N-1) is for shifting the difference to store negative
indices */
static
int
[]ld =
new
int
[30];
/* rd is an array where its indices indicate row+col
and used to check whether a queen can be placed on
right diagonal or not*/
static
int
[]rd =
new
int
[30];
/*column array where its indices indicates column and
used to check whether a queen can be placed in that
row or not*/
static
int
[]cl =
new
int
[30];
/* A utility function to print solution */
static
void
printSolution(
int
[,]board)
{
for
(
int
i = 0; i < N; i++)
{
for
(
int
j = 0; j < N; j++)
Console.Write(
" {0} "
, board[i, j]);
Console.Write(
"\n"
);
}
}
/* A recursive utility function to solve N
Queen problem */
static
bool
solveNQUtil(
int
[,]board,
int
col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(
int
i = 0; i < N; i++)
{
/* Check if the queen can be placed on
board[i,col] */
/* A check if a queen can be placed on
board[row,col].We just need to check
ld[row-col+n-1] and rd[row+coln] where
ld and rd are for left and right
diagonal respectively*/
if
((ld[i - col + N - 1] != 1 &&
rd[i + col] != 1) && cl[i] != 1)
{
/* Place this queen in board[i,col] */
board[i, col] = 1;
ld[i - col + N - 1] =
rd[i + col] = cl[i] = 1;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col + 1))
return
true
;
/* If placing queen in board[i,col]
doesn't lead to a solution, then
remove queen from board[i,col] */
board[i, col] = 0;
// BACKTRACK
ld[i - col + N - 1] =
rd[i + col] = cl[i] = 0;
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
static
bool
solveNQ()
{
int
[,]board = {{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 },
{ 0, 0, 0, 0 }};
if
(solveNQUtil(board, 0) ==
false
)
{
Console.Write(
"Solution does not exist"
);
return
false
;
}
printSolution(board);
return
true
;
}
// Driver Code
public
static
void
Main(String[] args)
{
solveNQ();
}
}
// This code is contributed by Rajput-Ji
Javascript
<script>
// JavaScript code to implement the approach
let N = 4;
/* ld is an array where its indices indicate row-col+N-1
(N-1) is for shifting the difference to store negative
indices */
let ld =
new
Array(30);
/* rd is an array where its indices indicate row+col
and used to check whether a queen can be placed on
right diagonal or not*/
let rd =
new
Array(30);
/*column array where its indices indicates column and
used to check whether a queen can be placed in that
row or not*/
let cl =
new
Array(30);
/* A utility function to print solution */
function
printSolution( board)
{
for
(let i = 0; i < N; i++)
{
for
(let j = 0; j < N; j++)
document.write(board[i][j] +
" "
);
document.write(
"<br/>"
);
}
}
/* A recursive utility function to solve N
Queen problem */
function
solveNQUtil(board, col)
{
/* base case: If all queens are placed
then return true */
if
(col >= N)
return
true
;
/* Consider this column and try placing
this queen in all rows one by one */
for
(let i = 0; i < N; i++)
{
/* Check if the queen can be placed on
board[i][col] */
/* A check if a queen can be placed on
board[row][col].We just need to check
ld[row-col+n-1] and rd[row+coln] where
ld and rd are for left and right
diagonal respectively*/
if
((ld[i - col + N - 1] != 1 &&
rd[i + col] != 1) && cl[i] != 1)
{
/* Place this queen in board[i][col] */
board[i][col] = 1;
ld[i - col + N - 1] =
rd[i + col] = cl[i] = 1;
/* recur to place rest of the queens */
if
(solveNQUtil(board, col + 1))
return
true
;
/* If placing queen in board[i][col]
doesn't lead to a solution, then
remove queen from board[i][col] */
board[i][col] = 0;
// BACKTRACK
ld[i - col + N - 1] =
rd[i + col] = cl[i] = 0;
}
}
/* If the queen cannot be placed in any row in
this column col then return false */
return
false
;
}
/* This function solves the N Queen problem using
Backtracking. It mainly uses solveNQUtil() to
solve the problem. It returns false if queens
cannot be placed, otherwise, return true and
prints placement of queens in the form of 1s.
Please note that there may be more than one
solutions, this function prints one of the
feasible solutions.*/
function
solveNQ()
{
let board = [[ 0, 0, 0, 0 ],
[ 0, 0, 0, 0 ],
[ 0, 0, 0, 0 ],
[ 0, 0, 0, 0 ]];
if
(solveNQUtil(board, 0) ==
false
)
{
document.write(
"Solution does not exist"
);
return
false
;
}
printSolution(board);
return
true
;
}
// Driver code
solveNQ();
// This code is contributed by sanjoy_62.
</script>
Output
0 0 1 0 1 0 0 0 0 0 0 1 0 1 0 0
Time Complexity: O(N!)
Auxiliary Space: O(N)
Printing all solutions in N-Queen Problem
Sources:
http://see.stanford.edu/materials/icspacs106b/H19-RecBacktrackExamples.pdf
http://en.literateprograms.org/Eight_queens_puzzle_%28C%29
http://en.wikipedia.org/wiki/Eight_queens_puzzle
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