support mtbdds.
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@ -53,6 +53,10 @@ Va <- P*X1*Y1 + Q*X2*Y2 + ...
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:- use_module(library(bdd)).
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:- use_module(library(ddnnf)).
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:- use_module(library(simpbool)).
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:- use_module(library(rbtrees)).
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:- use_module(library(bhash)).
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@ -63,6 +67,9 @@ Va <- P*X1*Y1 + Q*X2*Y2 + ...
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:- attribute order/1.
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:- dynamic bdds/1.
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bdds(ddnnf).
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check_if_bdd_done(_Var).
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bdd([[]],_,_) :- !.
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@ -271,7 +278,7 @@ avg_tree( _PVars, P, _, Im, IM, _Size, O, H0, H0) :-
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b_hash_lookup(k(P,Im,IM), O=_Exp, H0), !.
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avg_tree([], _P, _Max, _Im, _IM, _Size, 1, H, H).
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avg_tree([Vals|PVars], P, Max, Im, IM, Size, O, H0, HF) :-
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b_hash_insert(H0, k(P,Im,IM), O=Simp, HI),
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b_hash_insert(H0, k(P,Im,IM), O=Simp*1, HI),
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MaxI is Max-(Size-1),
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avg_exp(Vals, PVars, 0, P, MaxI, Size, Im, IM, HI, HF, Exp),
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simplify_exp(Exp, Simp).
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@ -732,7 +739,6 @@ run_bdd_solver([[V]], LPs, bdd(Term, _Leaves, Nodes)) :-
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build_out_node(Nodes, Node),
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findall(Prob, get_prob(Term, Node, V, Prob),TermProbs),
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sumlist(TermProbs, Sum),
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writeln(TermProbs:Sum),
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normalise(TermProbs, Sum, LPs).
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build_out_node([_Top], []).
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@ -744,7 +750,12 @@ build_out_node2([T,T1|Tops], T*Top) :-
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build_out_node2(T1.Tops, Top).
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get_prob(Term, _Node, V, SP) :-
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bdds(ddnnf), !,
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all_cnfs(Term, CNF, IVs, Indics, V, AllParms, AllParmValues),
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build_cnf(CNF, IVs, Indics, AllParms, AllParmValues, SP).
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get_prob(Term, Node, V, SP) :-
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bdds(bdd), !,
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bind_all(Term, Node, Bindings, V, AllParms, AllParmValues),
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% reverse(AllParms, RAllParms),
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term_variables(AllParms, NVs),
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@ -754,25 +765,25 @@ get_prob(Term, Node, V, SP) :-
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build_bdd(Bindings, NVs, VTheta, Theta, Bdd) :-
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bdd_from_list(Bindings, NVs, Bdd),
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bdd_size(Bdd, Len),
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number_codes(Len,Codes),
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atom_codes(Name,Codes),
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bdd_print(Bdd, Name),
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writeln(length=Len),
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% bdd_size(Bdd, Len),
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% number_codes(Len,Codes),
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% atom_codes(Name,Codes),
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% bdd_print(Bdd, Name),
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% writeln(length=Len),
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VTheta = Theta.
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bind_all([], End, End, _V, [], []).
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bind_all(info(V, _Tree, Ev, _Values, Formula, ParmVars, Parms).Term, End, BindsF, V0, ParmVars.AllParms, Parms.AllTheta) :-
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bind_all([info(V, _Tree, Ev, _Values, Formula, ParmVars, Parms)|Term], End, BindsF, V0, ParmVars.AllParms, Parms.AllTheta) :-
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V0 == V, !,
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set_to_one_zeros(Ev),
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bind_formula(Formula, BindsF, BindsI),
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bind_all(Term, End, BindsI, V0, AllParms, AllTheta).
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bind_all(info(_V, _Tree, Ev, _Values, Formula, ParmVars, Parms).Term, End, BindsF, V0, ParmVars.AllParms, Parms.AllTheta) :-
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bind_all([info(_V, _Tree, Ev, _Values, Formula, ParmVars, Parms)|Term], End, BindsF, V0, ParmVars.AllParms, Parms.AllTheta) :-
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set_to_ones(Ev),!,
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bind_formula(Formula, BindsF, BindsI),
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bind_all(Term, End, BindsI, V0, AllParms, AllTheta).
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% evidence: no need to add any stuff.
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bind_all(info(_V, _Tree, _Ev, _Values, Formula, ParmVars, Parms).Term, End, BindsF, V0, ParmVars.AllParms, Parms.AllTheta) :-
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bind_all([info(_V, _Tree, _Ev, _Values, Formula, ParmVars, Parms)|Term], End, BindsF, V0, ParmVars.AllParms, Parms.AllTheta) :-
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bind_formula(Formula, BindsF, BindsI),
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bind_all(Term, End, BindsI, V0, AllParms, AllTheta).
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@ -800,3 +811,103 @@ normalise(P.TermProbs, Sum, NP.LPs) :-
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finalize_bdd_solver(_).
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all_cnfs([], [], [], [], _V, [], []).
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all_cnfs([info(V, Tree, Ev, Values, Formula, ParmVars, Parms)|Term], BindsF, IVars, Indics, V0, AllParmsF, AllThetaF) :-
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%writeln(f:Formula),
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V0 == V, !,
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set_to_one_zeros(Ev),
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all_indicators(Values, BindsF, Binds0),
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indicators(Values, [], Ev, IVars, IVarsI, Indics, IndicsI, Binds0, Binds1),
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parms( ParmVars, Parms, AllParmsF, AllThetaF, AllParms, AllTheta),
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parameters(Formula, Tree, Binds1, BindsI),
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all_cnfs(Term, BindsI, IVarsI, IndicsI, V0, AllParms, AllTheta).
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all_cnfs([info(_V, Tree, Ev, Values, Formula, ParmVars, Parms)|Term], BindsF, IVars, Indics, V0, AllParmsF, AllThetaF) :-
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set_to_ones(Ev),!,
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all_indicators(Values, BindsF, Binds0),
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indicators(Values, [], Ev, IVars, IVarsI, Indics, IndicsI, Binds0, Binds1),
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parms( ParmVars, Parms, AllParmsF, AllThetaF, AllParms, AllTheta),
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parameters(Formula, Tree, Binds1, BindsI),
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all_cnfs(Term, BindsI, IVarsI, IndicsI, V0, AllParms, AllTheta).
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% evidence: no need to add any stuff.
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all_cnfs([info(_V, Tree, Ev, Values, Formula, ParmVars, Parms)|Term], BindsF, IVars, Indics, V0, AllParmsF, AllThetaF) :-
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all_indicators(Values, BindsF, Binds0),
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indicators(Values, [], Ev, IVars, IVarsI, Indics, IndicsI, Binds0, Binds1),
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parms( ParmVars, Parms, AllParmsF, AllThetaF, AllParms, AllTheta),
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parameters(Formula, Tree, Binds1, BindsI),
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all_cnfs(Term, BindsI, IVarsI, IndicsI, V0, AllParms, AllTheta).
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all_indicators(Values) -->
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{ values_to_disj(Values, Disj) },
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[Disj].
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values_to_disj([V], V) :- !.
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values_to_disj([V|Values], V+Disj) :-
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values_to_disj(Values, Disj).
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indicators([V|Vars], SeenVs, [E|Ev], [V|IsF], IsI, [E|Inds], Inds0) -->
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generate_exclusions(SeenVs, V),
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indicators(Vars, [V|SeenVs], Ev, IsF, IsI, Inds, Inds0).
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indicators([], _SeenVs, [], IsF, IsF, Inds, Inds) --> [].
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parms([], [], AllParms, AllTheta, AllParms, AllTheta).
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parms([V|ParmVars], [P|Parms], [V|AllParmsF], [P|AllThetaF], AllParms, AllTheta) :-
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parms( ParmVars, Parms, AllParmsF, AllThetaF, AllParms, AllTheta).
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parameters([], _) --> [].
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% ignore disj, only useful to BDDs
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parameters([(T=_)|Formula], Tree) -->
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{ Tree == T }, !,
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parameters(Formula, Tree).
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parameters([(V0=Disj*_I0)|Formula], Tree) -->
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conj(Disj, V0),
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parameters(Formula, Tree).
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% transform V0<- A*B+C*(D+not(E))
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% [V0+not(A)+not(B),V0+not(C)+not(D),V0+not(C)+E]
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conj(Disj, V0) -->
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{ conj2(Disj, [[V0]], LVs) },
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to_disjs(LVs).
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conj2(A, L0, LF) :- var(A), !,
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add(not(A), L0, LF).
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conj2((A*B), L0, LF) :-
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conj2(A, L0, LI),
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conj2(B, LI, LF).
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conj2((A+B), L0, LF) :-
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conj2(A, L0, L1),
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conj2(B, L0, L2),
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append(L1, L2, LF).
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conj2(not(A), L0, LF) :-
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add(A, L0, LF).
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add(_, [], []).
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add(Head, [H|L], [[Head|H]|NL]) :-
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add(Head, L, NL).
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to_disjs([]) --> [].
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to_disjs([[H|L]|LVs]) -->
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mkdisj(L, H),
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to_disjs(LVs).
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mkdisj([], Disj) --> [Disj].
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mkdisj([H|L], Disj) -->
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mkdisj(L, (H+Disj)).
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%
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% add formula for V \== V0 -> V or V0 and not(V) or not(V0)
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%
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generate_exclusions([], _V) --> [].
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generate_exclusions([V0|SeenVs], V) -->
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[(not(V0)+not(V))],
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generate_exclusions(SeenVs, V).
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build_cnf(CNF, IVs, Indics, AllParms, AllParmValues, Val) :-
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%(numbervars(CNF,1,_), writeln(cnf_to_ddnnf(CNF, Vars, IVs, [], F)), fail ; true ),
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cnf_to_ddnnf(CNF, AllParms, F),
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AllParms = AllParmValues,
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IVs = Indics,
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term_variables(CNF, Extra),
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set_to_ones(Extra),
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ddnnf_is(F, Val).
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@ -244,7 +244,9 @@ get_dist_domain_size(Id, DSize) :-
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recorded(clpbn_dist_db, db(Id, _, _, _, _, _, DSize), _).
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get_dist_domain(Id, Domain) :-
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recorded(clpbn_dist_db, db(Id, _, _, _, Domain, _, _), _).
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recorded(clpbn_dist_db, db(Id, _, _, _, Domain, _, _), _), !.
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get_dist_domain(avg(Domain), Domain) :-
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recorded(clpbn_dist_db, db(Id, _, _, _, Domain, _, _), _), !.
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get_dist_key(Id, Key) :-
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use_parfactors(on), !,
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