idamnjanovic@8: function DL = SMALL_learn(Problem,DL)
luis@199: %% SMALL Dictionary Learning
luis@199: %
luis@199: %   Function gets as input Problem and Dictionary Learning (DL) structures
ivan@121: %   In Problem structure field b with the training set needs to be defined
luis@199: %   In DL fields with name of the toolbox and solver, and parameters file
ivan@121: %   for particular dictionary learning technique needs to be present.
ivan@121: %
ivan@121: %   Outputs are Learned dictionary and time spent as a part of DL structure
ivan@121: 
idamnjanovic@24: %
idamnjanovic@24: %   Centre for Digital Music, Queen Mary, University of London.
idamnjanovic@24: %   This file copyright 2009 Ivan Damnjanovic.
idamnjanovic@24: %
idamnjanovic@24: %   This program is free software; you can redistribute it and/or
idamnjanovic@24: %   modify it under the terms of the GNU General Public License as
idamnjanovic@24: %   published by the Free Software Foundation; either version 2 of the
idamnjanovic@24: %   License, or (at your option) any later version.  See the file
idamnjanovic@24: %   COPYING included with this distribution for more information.
idamnjanovic@8: %%
luis@199: 
luis@216: SMALLboxInit
luis@203: 
ivan@152: if (DL.profile)
luis@199:     fprintf('\nStarting Dictionary Learning %s... \n', DL.name);
ivan@152: end
luis@199: 
luis@199: start=cputime;
luis@199: tStart=tic;
luis@199: 
luis@199: % toolboxes configuration file
luis@199: run(fullfile(SMALL_path, 'config/SMALL_learn_config.m'));
luis@199: 
idamnjanovic@8: %%
idamnjanovic@8: %   Dictionary Learning time
idamnjanovic@36: tElapsed=toc(tStart);
ivan@152: DL.time = cputime - start;
ivan@152: if (DL.profile)
luis@199:     fprintf('\n%s finished task in %2f seconds (cpu time). \n', DL.name, DL.time);
luis@199:     fprintf('\n%s finished task in %2f seconds (tic-toc time). \n', DL.name, tElapsed);
ivan@152: end
idamnjanovic@36: DL.time=tElapsed;
luis@199: %   If dictionary is given as a sparse matrix change it to full
idamnjanovic@8: 
luis@199: DL.D = full(D);
luis@199: 
idamnjanovic@8: end
luis@199: