growing_neurons.h

//   OpenNN: Open Neural Networks Library
//   www.opennn.net
//
//   G R O W I N G   N E U R O N S   C L A S S   H E A D E R
//
//   Artificial Intelligence Techniques SL
//   artelnics@artelnics.com
 
#ifndef GROWINGNEURONS_H
#define GROWINGNEURONS_H
 
// System includes
 
#include <iostream>
#include <fstream>
#include <algorithm>
#include <functional>
#include <limits>
#include <cmath>
#include <ctime>
 
// OpenNN includes
 
#include "training_strategy.h"
#include "neurons_selection.h"
#include "config.h"
 
namespace OpenNN
{
 
struct GrowingNeuronsResults;
 
 
 
class GrowingNeurons : public NeuronsSelection
{
 
public:
 
    // Constructors
 
    explicit GrowingNeurons();
 
    explicit GrowingNeurons(TrainingStrategy*);
 
    // Destructor
 
    virtual ~GrowingNeurons();
 
    // Get methods
 
    const Index& get_step() const;
 
    const Index& get_maximum_selection_failures() const;
 
    // Set methods
 
    void set_default();
 
    void set_neurons_increment(const Index&);
 
    void set_maximum_selection_failures(const Index&);
 
    // Order selection methods
 
    NeuronsSelectionResults perform_neurons_selection();
 
    // Serialization methods
 
    Tensor<string, 2> to_string_matrix() const;
    
    void from_XML(const tinyxml2::XMLDocument&);
 
    void write_XML(tinyxml2::XMLPrinter&) const;    
 
    void save(const string&) const;
    void load(const string&);
 
private:
 
 
   Index neurons_increment;
 
 
   Index maximum_selection_failures;
 
};
 
}
 
#endif
 
// OpenNN: Open Neural Networks Library.
// Copyright(C) 2005-2021 Artificial Intelligence Techniques, SL.
//
// This library is free software; you can redistribute it and/or
// modify it under the terms of the GNU Lesser General Public
// License as published by the Free Software Foundation; either
// version 2.1 of the License, or any later version.
//
// This library is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
// Lesser General Public License for more details.
 
// You should have received a copy of the GNU Lesser General Public
// License along with this library; if not, write to the Free Software
// Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA  02110-1301  USA