ifix
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@@ -5,6 +5,7 @@ set (PROGRAMS
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dtproblog.yap
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aproblog.yap
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problog_learning.yap
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problog_lbfgs.yap
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problog_learning_lbdd.yap
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)
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@@ -1,4 +1,4 @@
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%xb%%% -*- Mode: Prolog; -*-
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%%% -*- Mode: Prolog; -*-
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%
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@@ -285,6 +285,7 @@ save_model:-
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%=
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%========================================================================
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check_examples :-
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% Check example IDs
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@@ -602,7 +603,8 @@ init_one_query(QueryID,Query,Type) :-
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->
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format_learning(3,' Reuse existing BDD ~q~n~n',[QueryID])
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;
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b_setval(problog_required_keep_ground_ids,false),
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b_setval(problog_required_keep_ground_ids,false),
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(QueryID mod 100 =:= 0 -> writeln(QueryID) ; true),
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problog_flag(init_method,(Query,N,Bdd,graph2bdd(X,Y,N,Bdd))),
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Query =.. [_,X,Y]
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->
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@@ -915,13 +917,10 @@ bind_maplist([Node-Theta|MapList], Slope, X) :-
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% start calculate gradient
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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user:evaluate(L, X0,Grad,N,_,_) :-
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user:evaluate(LLH_Training_Queries, X,Grad,N,_,_) :-
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Handle = user_error,
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problog_flag(sigmoid_slope,Slope),
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forall(between(0,N1,I),
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(V is random, X[I] <== V) %, sigmoid(X[I],Slope,Probs[I]) )
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)
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Probs = X, %<== array[N] of floats,
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Probs = X,
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N1 is N-1,
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forall(between(0,N1,I),
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(Grad[I] <== 0.0) %, sigmoid(X[I],Slope,Probs[I]) )
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@@ -931,12 +930,10 @@ user:evaluate(L, X0,Grad,N,_,_) :-
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LLs
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),
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sum_list(LLs,LLH_Training_Queries),
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forall(tunable_fact(FactID,GroundTruth), (Z<==X[FactID],W<==Grad[FactID])),
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L = LLH_Training_Queries.
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forall(tunable_fact(FactID,GroundTruth), (Z<==X[FactID],W<==Grad[FactID],writeln(FactID:(W->Z)))).
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compute_grad(N, X, Grad, Probs, Slope, Handle, LL) :-
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user:example(QueryID,Query,QueryProb,Type),
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recorded(QueryID, BDD, _),
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BDD = bdd(Dir, GradTree, MapList),
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bind_maplist(MapList, Slope, Probs),
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qprobability(BDD,Slope,BDDProb),
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@@ -947,8 +944,8 @@ gradientpair(BDD,Slope,BDDProb, QueryProb, Grad) :-
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qgradient(BDD, Slope, FactID, GradValue),
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% writeln(FactID),
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G0 <== Grad[FactID],
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GN is G0-GradValue*(QueryProb-BDDProb),
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%writeln(FactID:(G0->GN)),
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writeln( GN is G0-GradValue*(QueryProb-BDDProb)), GN is G0-GradValue*(QueryProb-BDDProb),
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writeln(FactID:(G0->GN)),
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Grad[FactID] <== GN.
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gradientpair(_BDD,_Slope,_BDDProb, _Grad).
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@@ -624,7 +624,6 @@ init_one_query(QueryID,Query,Type) :-
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% if BDD file does not exist, call ProbLog
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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writeln(QueryID),
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(
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recorded(QueryID, _, _)
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->
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@@ -659,7 +658,6 @@ init_one_query(QueryID,Query,Type) :-
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maplist_to_hash(MapList, H0, Hash),
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Tree \= [],
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%put_code(0'.),
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writeln(QueryID),
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tree_to_grad(Tree, Hash, [], Grad),
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recordz(QueryID,bdd(Dir, Grad, MapList),_)
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).
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@@ -739,7 +737,6 @@ gradient(QueryID, l, Slope) :-
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bind_maplist(MapList),
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run_sp(Tree, Slope, 1.0, Prob0),
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(Dir == 1 -> Prob0 = Prob ; Prob is 1.0-Prob0),
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%writeln(QueryID:Prob),
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assert(query_probability_intern(QueryID,Prob)),
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fail.
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gradient(_QueryID, l, _).
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