:- module(clpbn_connected, [influences/3, factor_influences/4, init_influences/3, influences/4] ). :- use_module(library(maplist)). :- use_module(library(dgraphs), [dgraph_new/1, dgraph_add_edges/3, dgraph_add_vertex/3, dgraph_neighbors/3, dgraph_edge/3, dgraph_transpose/2]). :- use_module(library(rbtrees), [rb_new/1, rb_lookup/3, rb_insert/4, rb_visit/2]). factor_influences(Vs, QVars, Ev, LV) :- init_factor_influences(Vs, G, RG), influences(QVars, Ev, G, RG, LV). init_factor_influences(Vs, G, RG) :- dgraph_new(G0), foldl(factor_to_dgraph, Vs, G0, G), dgraph_transpose(G, RG). influences(Vs, QVars, LV) :- init_influences(Vs, G, RG), influences(QVars, [], G, RG, LV). init_influences(Vs, G, RG) :- dgraph_new(G0), to_dgraph(Vs, G0, G), dgraph_transpose(G, RG). factor_to_dgraph(f([V|Parents],_,_,_), G0, G) :- dgraph_add_vertex(G0, V, G00), build_edges(Parents, V, Edges), dgraph_add_edges(G00, Edges, G). to_dgraph([], G, G). to_dgraph([V|Vs], G0, G) :- clpbn:get_atts(V, [dist(_,Parents)]), !, dgraph_add_vertex(G0, V, G00), build_edges(Parents, V, Edges), dgraph_add_edges(G00, Edges, G1), to_dgraph(Vs, G1, G). build_edges([], _, []). build_edges([P|Parents], V, [P-V|Edges]) :- build_edges(Parents, V, Edges). % search for the set of variables that influence V influences(Vs, G, RG, Vars) :- influences(Vs, [], G, RG, Vars). % search for the set of variables that influence V influences(Vs, Evs, G, RG, Vars) :- rb_new(Visited0), foldl(influence(Evs, G, RG), Vs, Visited0, Visited), all_top(Visited, Evs, Vars). influence(_, _G, _RG, V, Vs, Vs) :- rb_lookup(V, [T|B], Vs), T == t, B == b, !. influence(Ev, G, RG, V, Vs0, Vs) :- rb_insert(Vs0, V, [t|b], Vs1), process_new_variable(V, Ev, G, RG, Vs1, Vs). process_new_variable(V, _Evs, _G, _RG, _Vs0, _Vs1) :- var(V), clpbn:get_atts(V,[evidence(Ev)]), !, throw(error(bound_to_evidence(V/Ev))). process_new_variable(V, Evs, _G, _RG, _Vs0, _Vs1) :- rb_lookup(V, Ev, Evs), !, throw(error(bound_to_evidence(V/Ev))). process_new_variable(V, Evs, G, RG, Vs0, Vs2) :- dgraph_neighbors(V, G, Children), foldl(throw_below(Evs, G, RG), Children, Vs0, Vs1), dgraph_neighbors(V, RG, Parents), foldl(throw_above(Evs, G, RG), Parents, Vs1, Vs2). % visited throw_below(Evs, G, RG, Child, Vs0, Vs1) :- rb_lookup(Child, [_|B], Vs0), !, ( B == b -> Vs0 = Vs1 % been there before ; B = b, % mark it handle_ball_from_above(Child, Evs, G, RG, Vs0, Vs1) ). throw_below(Evs, G, RG, Child, Vs0, Vs2) :- rb_insert(Vs0, Child, [_|b], Vs1), handle_ball_from_above(Child, Evs, G, RG, Vs1, Vs2). % share this with parents, if we have evidence handle_ball_from_above(V, Evs, G, RG, Vs0, Vs1) :- var(V), clpbn:get_atts(V,[evidence(_)]), !, dgraph_neighbors(V, RG, Parents), foldl(throw_above(Evs, G, RG), Parents, Vs0, Vs1). handle_ball_from_above(V, Evs, G, RG, Vs0, Vs1) :- nonvar(V), rb_lookup(V,_,Evs), !, dgraph_neighbors(V, RG, Parents), foldl(throw_above(Evs, G, RG), Parents, Vs0, Vs1). % propagate to kids, if we do not handle_ball_from_above(V, Evs, G, RG, Vs0, Vs1) :- dgraph_neighbors(V, G, Children), foldl(throw_below(Evs, G, RG), Children, Vs0, Vs1). % visited throw_above(Evs, G, RG, Parent, Vs0, Vs1) :- rb_lookup(Parent, [T|_], Vs0), !, ( T == t -> Vs1 = Vs0 % been there before ; T = t, % mark it handle_ball_from_below(Parent, Evs, G, RG, Vs0, Vs1) ). throw_above(Evs, G, RG, Parent, Vs0, Vs2) :- rb_insert(Vs0, Parent, [t|_], Vs1), handle_ball_from_below(Parent, Evs, G, RG, Vs1, Vs2). % share this with parents, if we have evidence handle_ball_from_below(V, _Evs, _, _, Vs, Vs) :- var(V), clpbn:get_atts(V,[evidence(_)]), !. handle_ball_from_below(V, Evs, _, _, Vs, Vs) :- nonvar(V), rb_lookup(V, _, Evs), !. % propagate to kids, if we do not handle_ball_from_below(V, Evs, G, RG, Vs0, Vs1) :- dgraph_neighbors(V, RG, Parents), propagate_ball_from_below(Parents, Evs, V, G, RG, Vs0, Vs1). propagate_ball_from_below([], Evs, V, G, RG, Vs0, Vs1) :- !, dgraph_neighbors(V, G, Children), foldl(throw_below(Evs, G, RG), Children, Vs0, Vs1). propagate_ball_from_below(Parents, Evs, _V, G, RG, Vs0, Vs1) :- foldl(throw_above(Evs, G, RG), Parents, Vs0, Vs1). all_top(T, Evs, Vs) :- rb_visit(T, Pairs), foldl( get_top(Evs), Pairs, [], Vs). get_top(_EVs, V-[T|_], Vs, [V|Vs]) :- T == t, !. get_top(_EVs, V-_, Vs, [V|Vs]) :- var(V), clpbn:get_atts(V,[evidence(_)]), !. get_top(EVs, V-_, Vs, [V|Vs]) :- nonvar(V), rb_lookup(V, _, EVs), !. get_top(_, _, Vs, Vs).