Merge branch 'master' of yap.dcc.fc.up.pt:yap-6

This commit is contained in:
Vítor Santos Costa 2010-09-30 20:09:58 +01:00
commit d912527de0
22 changed files with 202 additions and 182 deletions

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@ -3922,8 +3922,8 @@ Arc cosine.
@item atan(@var{X}) [ISO] @item atan(@var{X}) [ISO]
Arc tangent. Arc tangent.
@item atan2(@var{X},@var{Y}) @item atan(@var{X},@var{Y})
Four-quadrant arc tangent. Four-quadrant arc tangent. Also available as @code{atan2/2}.
@item sinh(@var{X}) @item sinh(@var{X})
Hyperbolic sine. Hyperbolic sine.

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@ -2,7 +2,7 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:14:21 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-08-24 15:14:21 +0200 (Di, 24. Aug 2010) $
% $Revision: 4671 $ % $Revision: 4671 $
% %
% This file is part of ProbLog % This file is part of ProbLog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-30 18:09:17 +0200 (Mon, 30 Aug 2010) $ % $Date: 2010-09-29 13:03:26 +0200 (Wed, 29 Sep 2010) $
% $Revision: 4728 $ % $Revision: 4843 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog
@ -290,6 +290,7 @@
problog_real_kbest/4, problog_real_kbest/4,
op( 550, yfx, :: ), op( 550, yfx, :: ),
op( 550, fx, ?:: ), op( 550, fx, ?:: ),
op(1149, yfx, <-- ),
op( 1150, fx, problog_table ), op( 1150, fx, problog_table ),
in_interval/3, in_interval/3,
below/2, below/2,
@ -320,12 +321,15 @@
:- use_module('problog/sampling'). :- use_module('problog/sampling').
:- use_module('problog/intervals'). :- use_module('problog/intervals').
:- use_module('problog/mc_DNF_sampling'). :- use_module('problog/mc_DNF_sampling').
:- use_module('problog/variable_elimination'). :- catch(use_module('problog/ad_converter'),_,true).
:- catch(use_module('problog/variable_elimination'),_,true).
% op attaching probabilities to facts % op attaching probabilities to facts
:- op( 550, yfx, :: ). :- op( 550, yfx, :: ).
:- op( 550, fx, ?:: ). :- op( 550, fx, ?:: ).
% for annotated disjunctions
% :- op(1149, yfx, <-- ).
%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%
% control predicates on various levels % control predicates on various levels
@ -371,21 +375,16 @@
:- dynamic(dynamic_probability_fact_extract/2). :- dynamic(dynamic_probability_fact_extract/2).
% for storing continuous parts of proofs (Hybrid ProbLog) % for storing continuous parts of proofs (Hybrid ProbLog)
:- dynamic(hybrid_proof/3, hybrid_proof/4). :- dynamic([hybrid_proof/3, hybrid_proof/4]).
:- dynamic(hybrid_proof_disjoint/4). :- dynamic(hybrid_proof_disjoint/4).
% ProbLog files declare prob. facts as P::G % ProbLog files declare prob. facts as P::G
% and this module provides the predicate X::Y to iterate over them % and this module provides the predicate X::Y to iterate over them
:- multifile('::'/2). :- multifile('::'/2).
% directory where problogbdd executable is located % directory where problogbdd executable is located
% automatically set during loading -- assumes it is in same place as this file (problog.yap) % automatically set during loading -- assumes it is in same place as this file (problog.yap)
:- initialization((getcwd(PD), set_problog_path(PD))). :- getcwd(PD), set_problog_path(PD).
%%%%%%%%%%%% %%%%%%%%%%%%
% iterative deepening on minimal probabilities (delta, max, kbest): % iterative deepening on minimal probabilities (delta, max, kbest):
@ -466,9 +465,15 @@
% Default inference method % Default inference method
%%%%%%%%%%%% %%%%%%%%%%%%
:- initialization( :- initialization(problog_define_flag(inference, problog_flag_validate_dummy, 'default inference method', exact, inference)).
problog_define_flag(inference, problog_flag_validate_dummy, 'default inference method', exact, inference)
). %%%%%%%%%%%%
% Tunable Facts
%%%%%%%%%%%%
:- initialization(problog_define_flag(tunable_fact_start_value,problog_flag_validate_dummy,'How to initialize tunable probabilities',uniform(0.1,0.9),learning_general,flags:learning_prob_init_handler)).
problog_dir(PD):- problog_path(PD). problog_dir(PD):- problog_path(PD).
@ -567,6 +572,9 @@ generate_atoms(N, A):-
% dynamic predicate problog_predicate(Name,Arity) keeps track of predicates that already have wrapper clause % dynamic predicate problog_predicate(Name,Arity) keeps track of predicates that already have wrapper clause
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
term_expansion_intern(A, B, C):-
catch(term_expansion_intern_ad(A, B, C), _, false).
% converts ?:: prefix to ? :: infix, as handled by other clause % converts ?:: prefix to ? :: infix, as handled by other clause
term_expansion_intern((Annotation::Fact), Module, ExpandedClause) :- term_expansion_intern((Annotation::Fact), Module, ExpandedClause) :-
Annotation == '?', Annotation == '?',
@ -580,7 +588,7 @@ term_expansion_intern((Annotation :: Head :- Body), Module, problog:ExpandedClau
% It's a decision with a body % It's a decision with a body
copy_term((Head,Body),(HeadCopy,_BodyCopy)), copy_term((Head,Body),(HeadCopy,_BodyCopy)),
functor(Head, Functor, Arity), functor(Head, Functor, Arity),
atom_concat(problog_, Functor, LongFunctor), atomic_concat([problog_,Functor],LongFunctor),
Head =.. [Functor|Args], Head =.. [Functor|Args],
append(Args,[LProb],LongArgs), append(Args,[LProb],LongArgs),
probclause_id(ID), probclause_id(ID),
@ -626,7 +634,7 @@ user:term_expansion(P::Goal,Goal) :-
term_expansion_intern(P :: Goal,Module,problog:ProbFact) :- term_expansion_intern(P :: Goal,Module,problog:ProbFact) :-
copy_term((P,Goal),(P_Copy,Goal_Copy)), copy_term((P,Goal),(P_Copy,Goal_Copy)),
functor(Goal, Name, Arity), functor(Goal, Name, Arity),
atom_concat(problog_, Name, ProblogName), atomic_concat([problog_,Name],ProblogName),
Goal =.. [Name|Args], Goal =.. [Name|Args],
append(Args,[LProb],L1), append(Args,[LProb],L1),
probclause_id(ID), probclause_id(ID),
@ -636,7 +644,7 @@ term_expansion_intern(P :: Goal,Module,problog:ProbFact) :-
-> ->
( (
assertz(tunable_fact(ID,TrueProb)), assertz(tunable_fact(ID,TrueProb)),
LProb is log(random*0.9+0.05) % set unknown probability randomly in [0.05, 0.95] sample_initial_value_for_tunable_fact(LProb)
); );
( (
ground(P) ground(P)
@ -671,7 +679,34 @@ term_expansion_intern(P :: Goal,Module,problog:ProbFact) :-
problog_predicate(Name, Arity, ProblogName,Module). problog_predicate(Name, Arity, ProblogName,Module).
sample_initial_value_for_tunable_fact(LogP) :-
problog_flag(tunable_fact_start_value,Initializer),
(
Initializer=uniform(Low,High)
->
(
Spread is High-Low,
random(Rand),
P1 is Rand*Spread+Low,
% security check, to avoid log(0)
(
P1>0
->
P=P1;
P=0.5
)
);
(
number(Initializer)
->
P=Initializer;
throw(unkown_probability_initializer(Initializer))
)
),
LogP is log(P).
@ -708,7 +743,7 @@ user:term_expansion(Goal, problog:ProbFact) :-
), ),
functor(Goal, Name, Arity), functor(Goal, Name, Arity),
atom_concat(problogcontinuous_, Name, ProblogName), atomic_concat([problogcontinuous_,Name],ProblogName),
probclause_id(ID), probclause_id(ID),
GaussianArg=gaussian(Mu_Arg,Sigma_Arg), GaussianArg=gaussian(Mu_Arg,Sigma_Arg),
@ -807,16 +842,16 @@ interval_merge((_ID,GroundID,_Type),Interval) :-
problog_assertz(P::Goal) :- problog_assert(P::Goal) :-
problog_assertz(user,P::Goal). problog_assert(user,P::Goal).
problog_assertz(Module, P::Goal) :- problog_assert(Module, P::Goal) :-
term_expansion_intern(P::Goal,Module,problog:ProbFact), term_expansion_intern(P::Goal,Module,problog:ProbFact),
assertz(problog:ProbFact). assertz(problog:ProbFact).
problog_retractall(Goal) :- problog_retractall(Goal) :-
Goal =.. [F|Args], Goal =.. [F|Args],
append([_ID|Args],[_Prob],Args2), append([_ID|Args],[_Prob],Args2),
atom_concat('problog_', F, F2), atomic_concat(['problog_',F],F2),
ProbLogGoal=..[F2|Args2], ProbLogGoal=..[F2|Args2],
retractall(problog:ProbLogGoal). retractall(problog:ProbLogGoal).
@ -964,7 +999,7 @@ probabilistic_fact(P2,Goal,ID) :-
-> ->
( (
Goal =.. [F|Args], Goal =.. [F|Args],
atom_concat('problog_', F, F2), atomic_concat('problog_',F,F2),
append([ID|Args],[P],Args2), append([ID|Args],[P],Args2),
Goal2 =..[F2|Args2], Goal2 =..[F2|Args2],
length(Args2,N), length(Args2,N),
@ -977,8 +1012,8 @@ probabilistic_fact(P2,Goal,ID) :-
get_internal_fact(ID,ProblogTerm,_ProblogName,_ProblogArity), get_internal_fact(ID,ProblogTerm,_ProblogName,_ProblogArity),
ProblogTerm =.. [F,_ID|Args], ProblogTerm =.. [F,_ID|Args],
append(Args2,[P],Args), append(Args2,[P],Args),
atom_codes(F,[_p,_r,_o,_b,_l,_o,_g,_|F2Chars]), name(F,[_p,_r,_o,_b,_l,_o,_g,_|F2Chars]),
atom_codes(F2,F2Chars), name(F2,F2Chars),
Goal =.. [F2|Args2], Goal =.. [F2|Args2],
( (
dynamic_probability_fact(ID) dynamic_probability_fact(ID)
@ -1011,7 +1046,7 @@ prob_for_id(dummy,dummy,dummy).
get_fact_probability(A, Prob) :- get_fact_probability(A, Prob) :-
ground(A), ground(A),
\+ number(A), \+ number(A),
atom_codes(A, A_Codes), name(A, A_Codes),
once(append(Part1, [95|Part2], A_Codes)), % 95 = '_' once(append(Part1, [95|Part2], A_Codes)), % 95 = '_'
number_codes(ID, Part1), !, number_codes(ID, Part1), !,
% let's check whether Part2 contains an 'l' (l=low) % let's check whether Part2 contains an 'l' (l=low)
@ -1072,7 +1107,7 @@ set_fact_probability(ID,Prob) :-
get_internal_fact(ID,ProblogTerm,ProblogName,ProblogArity) :- get_internal_fact(ID,ProblogTerm,ProblogName,ProblogArity) :-
problog_predicate(Name,Arity), problog_predicate(Name,Arity),
atom_concat(problog_, Name, ProblogName), atomic_concat([problog_,Name],ProblogName),
ProblogArity is Arity+2, ProblogArity is Arity+2,
functor(ProblogTerm,ProblogName,ProblogArity), functor(ProblogTerm,ProblogName,ProblogArity),
arg(1,ProblogTerm,ID), arg(1,ProblogTerm,ID),
@ -1090,7 +1125,7 @@ get_continuous_fact_parameters(ID,Parameters) :-
get_internal_continuous_fact(ID,ProblogTerm,ProblogName,ProblogArity,ContinuousPos) :- get_internal_continuous_fact(ID,ProblogTerm,ProblogName,ProblogArity,ContinuousPos) :-
problog_continuous_predicate(Name,Arity,ContinuousPos), problog_continuous_predicate(Name,Arity,ContinuousPos),
atom_concat(problogcontinuous_, Name, ProblogName), atomic_concat([problogcontinuous_,Name],ProblogName),
ProblogArity is Arity+1, ProblogArity is Arity+1,
functor(ProblogTerm,ProblogName,ProblogArity), functor(ProblogTerm,ProblogName,ProblogArity),
arg(1,ProblogTerm,ID), arg(1,ProblogTerm,ID),
@ -1147,7 +1182,7 @@ get_fact(ID,OutsideTerm) :-
ProblogTerm =.. [_Functor,ID|Args], ProblogTerm =.. [_Functor,ID|Args],
atomic_concat('problog_',OutsideFunctor,ProblogName), atomic_concat('problog_',OutsideFunctor,ProblogName),
Last is ProblogArity-1, Last is ProblogArity-1,
nth(Last,Args,_LogProb,OutsideArgs), % PM avoid nth/3; use nth0/3 or nth1/3 instead nth(Last,Args,_LogProb,OutsideArgs),
OutsideTerm =.. [OutsideFunctor|OutsideArgs]. OutsideTerm =.. [OutsideFunctor|OutsideArgs].
% ID of instance of non-ground fact: get fact from grounding table % ID of instance of non-ground fact: get fact from grounding table
get_fact(ID,OutsideTerm) :- get_fact(ID,OutsideTerm) :-
@ -1155,12 +1190,12 @@ get_fact(ID,OutsideTerm) :-
grounding_is_known(OutsideTerm,GID). grounding_is_known(OutsideTerm,GID).
recover_grounding_id(Atom,ID) :- recover_grounding_id(Atom,ID) :-
atom_codes(Atom,List), name(Atom,List),
reverse(List,Rev), reverse(List,Rev),
recover_number(Rev,NumRev), recover_number(Rev,NumRev),
reverse(NumRev,Num), reverse(NumRev,Num),
atom_codes(ID,Num). name(ID,Num).
recover_number([95|_],[]) :- !. % atom_codes('_',[95]) recover_number([95|_],[]) :- !. % name('_',[95])
recover_number([A|B],[A|C]) :- recover_number([A|B],[A|C]) :-
recover_number(B,C). recover_number(B,C).
@ -1294,9 +1329,9 @@ montecarlo_check(ComposedID) :-
fail. fail.
% (c) for unknown groundings of non-ground facts: generate a new sample (decompose the ID first) % (c) for unknown groundings of non-ground facts: generate a new sample (decompose the ID first)
montecarlo_check(ID) :- montecarlo_check(ID) :-
atom_codes(ID,IDN), name(ID,IDN),
recover_number(IDN,FactIDName), recover_number(IDN,FactIDName),
atom_codes(FactID,FactIDName), name(FactID,FactIDName),
new_sample_nonground(ID,FactID). new_sample_nonground(ID,FactID).
% sampling from ground fact: set array value to 1 (in) or 2 (out) % sampling from ground fact: set array value to 1 (in) or 2 (out)
@ -1332,10 +1367,10 @@ new_sample_nonground(ComposedID,ID) :-
% fail. % fail.
split_grounding_id(Composed,Fact,Grounding) :- split_grounding_id(Composed,Fact,Grounding) :-
atom_codes(Composed,C), name(Composed,C),
split_g_id(C,F,G), split_g_id(C,F,G),
atom_codes(Fact,F), name(Fact,F),
atom_codes(Grounding,G). name(Grounding,G).
split_g_id([95|Grounding],[],Grounding) :- !. split_g_id([95|Grounding],[],Grounding) :- !.
split_g_id([A|B],[A|FactID],GroundingID) :- split_g_id([A|B],[A|FactID],GroundingID) :-
split_g_id(B,FactID,GroundingID). split_g_id(B,FactID,GroundingID).
@ -2698,7 +2733,7 @@ build_trie(Goal, Trie) :-
throw(error('Flag settings not supported by build_trie/2.')) throw(error('Flag settings not supported by build_trie/2.'))
). ).
build_trie_supported :- problog_flag(inference,exact). % PM this can easily be written to avoid creating choice-points build_trie_supported :- problog_flag(inference,exact).
build_trie_supported :- problog_flag(inference,low(_)). build_trie_supported :- problog_flag(inference,low(_)).
build_trie_supported :- problog_flag(inference,atleast-_-best). build_trie_supported :- problog_flag(inference,atleast-_-best).
build_trie_supported :- problog_flag(inference,_-best). build_trie_supported :- problog_flag(inference,_-best).
@ -2991,7 +3026,7 @@ write_global_bdd_file_line(I,Max) :-
). ).
write_global_bdd_file_query(I,Max) :- write_global_bdd_file_query(I,Max) :-
(I=Max -> % PM shouldn't this be instead I =:= Max ? (I=Max ->
format("L~q~n",[I]) format("L~q~n",[I])
; ;
format("L~q,",[I]), format("L~q,",[I]),
@ -3026,8 +3061,8 @@ bdd_par_file(BDDParFile) :-
require(Feature) :- require(Feature) :-
atom(Feature), atom(Feature),
atom_concat('problog_required_', Feature, Feature_Required), atomic_concat(['problog_required_',Feature],Feature_Required),
atom_concat(Feature_Required, '_depth', Feature_Depth), atomic_concat([Feature_Required,'_',depth],Feature_Depth),
(required(Feature) -> (required(Feature) ->
b_getval(Feature_Depth,Depth), b_getval(Feature_Depth,Depth),
Depth1 is Depth+1, Depth1 is Depth+1,
@ -3040,8 +3075,8 @@ require(Feature) :-
unrequire(Feature) :- unrequire(Feature) :-
atom(Feature), atom(Feature),
atom_concat('problog_required_', Feature, Feature_Required), atomic_concat(['problog_required_',Feature],Feature_Required),
atom_concat(Feature_Required, '_depth', Feature_Depth), atomic_concat([Feature_Required,'_',depth],Feature_Depth),
b_getval(Feature_Depth,Depth), b_getval(Feature_Depth,Depth),
(Depth=1 -> (Depth=1 ->
nb_delete(Feature_Required), nb_delete(Feature_Required),
@ -3054,7 +3089,7 @@ unrequire(Feature) :-
required(Feature) :- required(Feature) :-
atom(Feature), atom(Feature),
atom_concat('problog_required_', Feature, Feature_Required), atomic_concat(['problog_required_',Feature],Feature_Required),
catch(b_getval(Feature_Required,Val),error(existence_error(variable,Feature_Required),_),fail), catch(b_getval(Feature_Required,Val),error(existence_error(variable,Feature_Required),_),fail),
Val == required. Val == required.

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog
@ -204,15 +204,14 @@
% %
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
:-module(flags, [ :-module(flags, [problog_define_flag/4,
problog_define_flag/4, problog_define_flag/5,
problog_define_flag/5, problog_define_flag/6,
problog_define_flag/6, problog_defined_flag/5,
problog_defined_flag/5, problog_defined_flag_group/1,
problog_defined_flag_group/1, set_problog_flag/2,
set_problog_flag/2, reset_problog_flags/0,
reset_problog_flags/0, problog_flag/2]).
problog_flag/2]).
:- use_module(gflags). :- use_module(gflags).
@ -344,8 +343,17 @@ learning_init_handler(validating, (_,_,_,_,_)).
learning_init_handler(validated, _Value). learning_init_handler(validated, _Value).
learning_init_handler(stored, _Value). learning_init_handler(stored, _Value).
learning_prob_init_handler(message, '(Q,P,Query)'). learning_prob_init_handler(message, '(0,1] or uniform(l,h) ').
learning_prob_init_handler(validating, (_,_,_)). learning_prob_init_handler(validating, uniform(Low,High)) :-
number(Low),
number(High),
Low<High,
Low>0,
High =< 1.
learning_prob_init_handler(validating, N) :-
number(N),
N>0,
N =< 1.
%learning_prob_init_handler(validate, V_). %learning_prob_init_handler(validate, V_).
learning_prob_init_handler(validated, _Value). learning_prob_init_handler(validated, _Value).
learning_prob_init_handler(stored, _Value). learning_prob_init_handler(stored, _Value).

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog
@ -515,16 +515,15 @@ logger_write_header :-
bb_get(logger_filename,FName), bb_get(logger_filename,FName),
bb_get(logger_variables,Variables), bb_get(logger_variables,Variables),
open(FName,'append',Handle), open(FName,'append',Handle),
write(Handle,'# '), format(Handle,'#####################################################################~n',[]),
logger_write_header_intern(Variables,Handle), format(Handle,'# ~w~6+~w~7+~w~n',['Pos','Type','Name']),
write(Handle,'\n'), format(Handle,'#####################################################################~n',[]),
logger_write_header_intern(Variables,1,Handle),
format(Handle,'#####################################################################~n',[]),
close(Handle). close(Handle).
logger_write_header_intern([],_). logger_write_header_intern([],_,_).
logger_write_header_intern([(Name,_Type)],Handle) :- logger_write_header_intern([(Name,Type)|T],Position,Handle) :-
write(Handle,Name). format(Handle,'# ~q~6+~q~7+~q~n',[Position,Type,Name]),
logger_write_header_intern([(Name,_Type),Next|T],Handle) :- Position2 is Position+1,
bb_get(logger_delimiter,D), logger_write_header_intern(T,Position2,Handle).
write(Handle,Name),
write(Handle,D),
logger_write_header_intern([Next|T],Handle).

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-09-24 15:54:45 +0200 (Fri, 24 Sep 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4822 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-09-23 11:13:10 +0200 (Thu, 23 Sep 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4804 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-09-07 23:20:03 +0200 (Tue, 07 Sep 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4765 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog
@ -246,7 +246,7 @@
% load library modules % load library modules
:- use_module(library(tries)). :- use_module(library(tries)).
:- use_module(library(lists), [append/3, member/2, memberchk/2]). :- use_module(library(lists), [append/3, member/2, memberchk/2, delete/3]).
:- use_module(library(system), [delete_file/1, shell/1]). :- use_module(library(system), [delete_file/1, shell/1]).
:- use_module(library(ordsets), [ord_intersection/3, ord_union/3]). :- use_module(library(ordsets), [ord_intersection/3, ord_union/3]).
@ -260,10 +260,10 @@
% this is a test to determine whether YAP provides the needed trie library % this is a test to determine whether YAP provides the needed trie library
:- initialization( :- initialization(
( predicate_property(trie_disable_hash, imported_from(tries)) -> ( predicate_property(trie_disable_hash, imported_from(tries)) ->
trie_disable_hash trie_disable_hash
; print_message(warning,'The predicate tries:trie_disable_hash/0 does not exist. Please update trie library.') ; print_message(warning,'The predicate tries:trie_disable_hash/0 does not exist. Please update trie library.')
) )
). ).
%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-09-24 15:54:45 +0200 (Fri, 24 Sep 2010) $ % $Date: 2010-09-29 13:24:43 +0200 (Wed, 29 Sep 2010) $
% $Revision: 4822 $ % $Revision: 4845 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog
@ -204,17 +204,11 @@
% %
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%% :- module(utils_learning, [empty_bdd_directory/0,
% Collected OS depended instructions empty_output_directory/0,
%%%%%%%% delete_file_silent/1,
:- module(utils_learning, [empty_bdd_directory/1, slice_n/4]).
empty_output_directory/1,
delete_file_silent/1
]).
% switch on all tests to reduce bug searching time
:- style_check(all).
:- yap_flag(unknown,error).
% load library modules % load library modules
:- use_module(library(lists), [append/3, member/2]). :- use_module(library(lists), [append/3, member/2]).
@ -222,28 +216,33 @@
% load our own modules % load our own modules
:- use_module(os). :- use_module(os).
:- use_module(flags).
%======================================================================== %========================================================================
%= %=
%= %=
%======================================================================== %========================================================================
empty_bdd_directory(Path) :- empty_bdd_directory :-
ground(Path), problog_flag(bdd_directory,Path),
!,
atom_codes('query_', PF1), % 'query_*' atom_codes('query_', PF1), % 'query_*'
directory_files(Path,List), directory_files(Path,List),
delete_files_with_matching_prefix(List,Path,[PF1]). delete_files_with_matching_prefix(List,Path,[PF1]).
empty_bdd_directory :-
throw(error(problog_flag_does_not_exist(bdd_directory))).
%======================================================================== %========================================================================
%= %=
%= %=
%======================================================================== %========================================================================
empty_output_directory(Path) :- empty_output_directory :-
ground(Path), problog_flag(output_directory,Path),
!,
concat_path_with_filename(Path,'log.dat',F1), concat_path_with_filename(Path,'log.dat',F1),
concat_path_with_filename(Path,'out.dat',F2), concat_path_with_filename(Path,'out.dat',F2),
@ -270,12 +269,16 @@ empty_output_directory(Path) :-
directory_files(Path,List), directory_files(Path,List),
delete_files_with_matching_prefix(List,Path,[PF1,PF2,PF3,PF4,PF5,PF6]). delete_files_with_matching_prefix(List,Path,[PF1,PF2,PF3,PF4,PF5,PF6]).
empty_output_directory :-
throw(error(problog_flag_does_not_exist(output_directory))).
%======================================================================== %========================================================================
%= %=
%= %=
%======================================================================== %========================================================================
delete_file_silent(File) :- delete_file_silent(File) :-
file_exists(File),
delete_file(File), delete_file(File),
!. !.
delete_file_silent(_). delete_file_silent(_).
@ -300,3 +303,18 @@ delete_files_with_matching_prefix([Name|T],Path,Prefixes) :-
), ),
delete_files_with_matching_prefix(T,Path,Prefixes). delete_files_with_matching_prefix(T,Path,Prefixes).
%========================================================================
%= Split a list into the first n elements and the tail
%= +List +Integer -Prefix -Residuum
%========================================================================
slice_n([],_,[],[]) :-
!.
slice_n([H|T],N,[H|T2],T3) :-
N>0,
!,
N2 is N-1,
slice_n(T,N2,T2,T3).
slice_n(L,_,[],L).

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog
@ -204,12 +204,7 @@
% %
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
:- module(variable_elimination, [ :- module(variable_elimination, [trie_check_for_and_cluster/1, trie_replace_and_cluster/2, clean_up/0, variable_elimination_stats/3]).
trie_check_for_and_cluster/1,
trie_replace_and_cluster/2,
clean_up/0,
variable_elimination_stats/3
]).
:- use_module(library(lists), [append/3, delete/3, memberchk/2, reverse/2]). :- use_module(library(lists), [append/3, delete/3, memberchk/2, reverse/2]).
:- use_module(library(tries)). :- use_module(library(tries)).

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-08-24 15:23:06 +0200 (Tue, 24 Aug 2010) $ % $Date: 2010-09-28 21:04:43 +0200 (Tue, 28 Sep 2010) $
% $Revision: 4672 $ % $Revision: 4838 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog

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@ -12,6 +12,7 @@
% will run 20 iterations of learning with default settings % will run 20 iterations of learning with default settings
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
:- use_module('../problog').
:- use_module('../problog_learning'). :- use_module('../problog_learning').
%%%% %%%%

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@ -2,8 +2,8 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% %
% $Date: 2010-09-24 15:54:45 +0200 (Fri, 24 Sep 2010) $ % $Date: 2010-09-29 18:43:14 +0200 (Wed, 29 Sep 2010) $
% $Revision: 4822 $ % $Revision: 4854 $
% %
% This file is part of ProbLog % This file is part of ProbLog
% http://dtai.cs.kuleuven.be/problog % http://dtai.cs.kuleuven.be/problog
@ -205,18 +205,9 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
:- module(learning,[ :- module(learning,[do_learning/1,
do_learning/1, do_learning/2
do_learning/2, ]).
set_learning_flag/2,
learning_flag/2,
learning_flags/0,
problog_help/0,
set_problog_flag/2,
problog_flag/2,
problog_flags/0,
auto_alpha/0
]).
% switch on all the checks to reduce bug searching time % switch on all the checks to reduce bug searching time
:- style_check(all). :- style_check(all).
@ -224,7 +215,6 @@
% load modules from the YAP library % load modules from the YAP library
:- use_module(library(lists), [max_list/2, min_list/2, sum_list/2]). :- use_module(library(lists), [max_list/2, min_list/2, sum_list/2]).
:- use_module(library(random)). % PM doesn't seem to be used!
:- use_module(library(system), [delete_file/1, file_exists/1, shell/2]). :- use_module(library(system), [delete_file/1, file_exists/1, shell/2]).
% load our own modules % load our own modules
@ -439,7 +429,7 @@ do_learning(Iterations,Epsilon) :-
Iterations>0, Iterations>0,
do_learning_intern(Iterations,Epsilon). do_learning_intern(Iterations,Epsilon).
do_learning(_,_) :- do_learning(_,_) :-
format(user_error,'~n~nWarning: No training examples specified !!!~n~n',[]). format(user_error,'~n~Error: No training examples specified.~n~n',[]).
do_learning_intern(0,_) :- do_learning_intern(0,_) :-
@ -449,9 +439,7 @@ do_learning_intern(Iterations,Epsilon) :-
init_learning, init_learning,
current_iteration(CurrentIteration), current_iteration(CurrentIteration),
!,
retractall(current_iteration(_)), retractall(current_iteration(_)),
!,
NextIteration is CurrentIteration+1, NextIteration is CurrentIteration+1,
assertz(current_iteration(NextIteration)), assertz(current_iteration(NextIteration)),
EndIteration is CurrentIteration+Iterations-1, EndIteration is CurrentIteration+Iterations-1,
@ -462,7 +450,7 @@ do_learning_intern(Iterations,Epsilon) :-
logger_start_timer(duration), logger_start_timer(duration),
mse_testset, mse_testset,
once(ground_truth_difference), ground_truth_difference,
gradient_descent, gradient_descent,
problog_flag(log_frequency,Log_Frequency), problog_flag(log_frequency,Log_Frequency),
@ -500,8 +488,10 @@ do_learning_intern(Iterations,Epsilon) :-
-> ->
( (
retractall(values_correct), retractall(values_correct),
once(delete_all_queries), retractall(query_is_similar(_,_)),
once(init_queries) retractall(query_md5(_,_,_)),
empty_bdd_directory,
init_queries
); true ); true
), ),
@ -551,7 +541,7 @@ init_learning :-
) )
-> ->
true; true;
delete_all_queries empty_bdd_directory
), ),
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@ -648,23 +638,6 @@ init_learning :-
format_learning(1,'~n',[]). format_learning(1,'~n',[]).
%========================================================================
%=
%=
%=
%========================================================================
delete_all_queries :-
problog_flag(bdd_directory,BDD_Directory),
empty_bdd_directory(BDD_Directory),
retractall(query_is_similar(_,_)),
retractall(query_md5(_,_,_)).
empty_output_directory :-
problog_flag(output_directory,Directory),
empty_output_directory(Directory).
%======================================================================== %========================================================================
%= This predicate goes over all training and test examples, %= This predicate goes over all training and test examples,
@ -770,13 +743,8 @@ update_values :-
% start write current probabilities to file % start write current probabilities to file
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
bdd_input_file(Probabilities_File), bdd_input_file(Probabilities_File),
( delete_file_silent(Probabilities_File),
file_exists(Probabilities_File)
->
delete_file(Probabilities_File);
true
),
open(Probabilities_File,'write',Handle), open(Probabilities_File,'write',Handle),
( % go over all probabilistic facts ( % go over all probabilistic facts
@ -845,7 +813,7 @@ update_query(QueryID,Symbol,What_To_Update) :-
problog_dir(PD), problog_dir(PD),
((What_To_Update=all;query_is_similar(_,QueryID)) -> Method='g' ; Method='l'), ((What_To_Update=all;query_is_similar(_,QueryID)) -> Method='g' ; Method='l'),
atomic_concat([PD, atomic_concat([PD,
'/ProblogBDD', '/problogbdd',
' -i "', Probabilities_File, '"', ' -i "', Probabilities_File, '"',
' -l "', Query_Directory,'/query_',QueryID, '"', ' -l "', Query_Directory,'/query_',QueryID, '"',
' -m ', Method, ' -m ', Method,
@ -1639,7 +1607,7 @@ auto_alpha :-
%======================================================================== %========================================================================
%= initialize the logger module and set the flags for learning %= initialize the logger module and set the flags for learning
%= don't change anything here! use set_learning_flag/2 instead %= don't change anything here! use set_problog_flag/2 instead
%======================================================================== %========================================================================
init_flags :- init_flags :-
@ -1681,10 +1649,6 @@ init_logger :-
logger_define_variable(learning_rate,float), logger_define_variable(learning_rate,float),
logger_define_variable(alpha,float). logger_define_variable(alpha,float).
%======================================================================== :- initialization(init_flags).
%= :- initialization(init_logger).
%=
%========================================================================
:- initialization((init_flags,init_logger)).