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