Prolog SAT Solver | 易学教程

问题

I'm trying to build a simple Prolog SAT solver. My idea is that the user should enter the boolean formula to be solved in CNF (Conjuctive Normal Form) using Prolog lists, for example (A or B) and (B or C) should be presented as sat([[A, B], [B, C]]) and Prolog procedes to find the values for A, B, C.

My following code is not working and I'm not understanding why. On this line of the trace Call: (7) sat([[true, true]]) ? I was expecting start_solve_clause([_G609, _G612]]).

Disclaimer: Sorry for the crappy code I didn't even know about Prolog or the SAT problem a few days ago.

P.S.: Advice on solving the SAT is welcome.

Trace

sat([[X, Y, Z], [X, Y]]).
Call: (6) sat([[_G609, _G612, _G615], [_G609, _G612]]) ? creep
Call: (7) start_solve_clause([_G609, _G612, _G615]) ? creep
Call: (8) solve_clause([_G615], _G726) ? creep
Call: (9) or(_G725, _G615, true) ? creep
Exit: (9) or(true, true, true) ? creep
Exit: (8) solve_clause([true], true) ? creep
Call: (8) or(_G609, _G612, true) ? creep
Exit: (8) or(true, true, true) ? creep
Exit: (7) start_solve_clause([true, true, true]) ? creep
Call: (7) sat([[true, true]]) ?

Prolog Source

% Knowledge base
or(true, true, true).
or(false, false, false).
or(true, false, true).
or(false, true, true).

or(not(true), true, true).
or(not(false), false, true).
or(not(true), false, false).
or(not(false), true, true).

or(true, not(true), true).
or(false, not(false), true).
or(true, not(false), true).
or(false, not(true), false).

% SAT solver
sat([]).
sat([Clause | Tail]) :- start_solve_clause(Clause), sat(Tail).

% Clause solver
start_solve_clause([Var1, Var2 | Tail]) :- solve_clause(Tail, Result), or(Var1, Var2, Result).

solve_clause([X | []], Result) :- or(Result, X, true).
solve_clause([X | Tail], Result) :- solve_clause(Tail, Result2), or(Result, X, Result2).

回答1:

i wish i had my prolog interpreter in front of me... but why cant you write a rule like

sat(Stmt) :-
  call(Stmt).

and then you would invoke your example by doing (btw ; is or)

?- sat(((A ; B), (B ; C))).

maybe you need something to constrain that they are either true or false so add these rules...

is_bool(true).
is_bool(false).

and querying

?- is_bool(A), is_bool(B), is_bool(C), sat(((A ; B), (B ; C))).

BTW -- this impl simply would simply be doing a DFS to find satisfying terms. no smart heuristic or anything.

回答2:

There is a wonderful paper by Howe and King about SAT Solving in (SICStus) Prolog (see http://www.soi.city.ac.uk/~jacob/solver/index.html).

sat(Clauses, Vars) :- 
    problem_setup(Clauses), elim_var(Vars). 

elim_var([]). 
elim_var([Var | Vars]) :- 
    elim_var(Vars), (Var = true; Var = false). 

problem_setup([]). 
problem_setup([Clause | Clauses]) :- 
    clause_setup(Clause), 
    problem_setup(Clauses). 

clause_setup([Pol-Var | Pairs]) :- set_watch(Pairs, Var, Pol). 

set_watch([], Var, Pol) :- Var = Pol. 
set_watch([Pol2-Var2 | Pairs], Var1, Pol1):- 
    watch(Var1, Pol1, Var2, Pol2, Pairs). 

:- block watch(-, ?, -, ?, ?). 
watch(Var1, Pol1, Var2, Pol2, Pairs) :- 
    nonvar(Var1) -> 
        update_watch(Var1, Pol1, Var2, Pol2, Pairs); 
        update_watch(Var2, Pol2, Var1, Pol1, Pairs). 

update_watch(Var1, Pol1, Var2, Pol2, Pairs) :- 
    Var1 == Pol1 -> true; set_watch(Pairs, Var2, Pol2).

The clauses are given in CNF like this:

| ?- sat([[true-X,false-Y],[false-X,false-Y],[true-X,true-Z]],[X,Y,Z]).
 X = true,
 Y = false,
 Z = true ? ;
 X = false,
 Y = false,
 Z = true ? ;
 X = true,
 Y = false,
 Z = false ? ;
no

回答3:

One can use CLP(FD) to solve SAT. Just start with a CNF and then observe that a clause:

x1 v .. v xn

Can be represented as a constraint:

x1 + .. + xn #> 0

Further for a negative literal:

~x

Simply use:

1-x

You need to restrict the variables to the domain 0..1 and invoke labeling. As soon as labeling returns some value for the variables, you know that your original formula is satisfiable.

Here is an example run, running the test of Joe Lehmann:

Welcome to SWI-Prolog (Multi-threaded, 64 bits, Version 6.5.2)
Copyright (c) 1990-2013 University of Amsterdam, VU Amsterdam

?- use_module(library(clpfd)).

?- L = [X,Y,Z], L ins 0..1, X+1-Y #> 0, 1-X+1-Y #> 0, X+Z #> 0, label(L).
X = Y, Y = 0,
Z = 1 ;
X = 1,
Y = Z, Z = 0 ;
X = Z, Z = 1,
Y = 0.

Bye

Constraint Logic Programming over Finite Domains
http://www.swi-prolog.org/man/clpfd.html

回答4:

Sometimes the following coding is found. Clauses are
represented by assigning distinct positive non-zero
integers to propositional variables:

x1 v .. v xn --> [x1, .. , xn]
~x           --> -x

It seems that the following Prolog code works quite well:

% mem(+Elem, +List)
mem(X, [X|_]).
mem(X, [_|Y]) :-
    mem(X, Y).

% sel(+Elem, +List, -List)
sel(X, [X|Y], Y).
sel(X, [Y|Z], [Y|T]) :-
    sel(X, Z, T).

% filter(+ListOfList, +Elem, +Elem, -ListOfList)
filter([], _, _, []).
filter([K|F], L, M, [J|G]) :-
    sel(M, K, J), !,
    J \== [],
    filter(F, L, M, G).
filter([K|F], L, M, G) :-
    mem(L, K), !,
    filter(F, L, M, G).
filter([K|F], L, M, [K|G]) :-
    filter(F, L, M, G).

% sat(+ListOfLists, +List, -List)
sat([[L|_]|F], [L|V]):-
    M is -L,
    filter(F, L, M, G),
    sat(G, V).
sat([[L|K]|F], [M|V]):-
    K \== [],
    M is -L,
    filter(F, M, L, G),
    sat([K|G], V).
sat([], []).

Here is an example run for Joe Lehmanns test case:

?- sat([[1,-2],[-1,-2],[1,3]], X).
X = [1,-2] ;
X = [-1,-2,3] ;
No

Code inspired by https://gist.github.com/rla/4634264 .
I guess it is a variant of the DPLL algorithm now.

来源：https://stackoverflow.com/questions/4951760/prolog-sat-solver

标签

prolog

boolean-logic

clpb