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algorithm - Solving N-Queens Problem... How far can we go?

The N-Queens Problem:

This problem states that given a chess board of size N by N, find the different permutations in which N queens can be placed on the board without any one threatening each other.

My question is:
What is the maximum value of N for which a program can calculate the answer in reasonable amount of time? Or what is the largest N we have seen so far?

Here is my program in CLPFD(Prolog):

generate([],_).
generate([H|T],N) :-
   H in 1..N ,
   generate(T,N).

lenlist(L,N) :-
   lenlist(L,0,N).

lenlist([],N,N).
lenlist([_|T],P,N) :-
   P1 is P+1,
   lenlist(T,P1,N).

queens(N,L) :-
   generate(L,N),lenlist(L,N),
   safe(L),
   !,
   labeling([ffc],L).

notattack(X,Xs) :-
   notattack(X,Xs,1).

notattack(X,[],N).
notattack(X,[Y|Ys],N) :-
   X #= Y,
   X #= Y - N,
   X #= Y + N,
   N1 is N + 1,
   notattack(X,Ys,N1).

safe([]).
safe([F|T]) :-
   notattack(F,T),
   safe(T).

This program works just fine, but the the time it takes keeps on increasing with N. Here is a sample execution:

?- queens(4,L).

L = [2, 4, 1, 3] ;

L = [3, 1, 4, 2] ;

No

This means you place the 4 queens at Row 2 in Column1, Row 4 in Column 2, Row 1 in 3 and Row 3 in 4.(In a 4 By 4 chess board)

Now lets see how this program performs(Time taken in calculating the first permutation):
For N=4,5.....10 Computes within a second
For N=11-30 Takes between -1-3 seconds
For N=40..50 Still calculates within a minute
At N=60 It goes out of Global stack(Search space being enormous).

This was a past Homework problem. (The original problem was just to code N-Queens)

I am also interested in seeing alternate implementations in other languages(which performs better than my implementation) or If there is room for improvement in my algorithm/program

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1 Answer

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This discussion conflates three different computational problems: (1) Finding a solution to the N queens problem, (2) Listing all solutions for some fixed N, and (3) counting all of the solutions for some fixed N. The first problem looks tricky at first for a size of board such as N=8. However, as Wikipedia suggests, in some key ways it is easy when N is large. The queens on a large board don't communicate all that much. Except for memory constraints, a heuristic repair algorithm has an easier and easier job as N increases.

Listing every solution is a different matter. That can probably be done with a good dynamic programming code up to a size that is large enough that there is no point in reading the output.

The most interesting version of the question is to count the solutions. The state of the art is summarized in a fabulous reference known as The Encyclopedia of Integer Sequences. It has been computed up to N=26. I would guess that that also uses dynamic programming, but unlike the case of listing every solution, the algorithmic problem is much deeper and open to further advances.


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