neuralpp/src/layer.cpp

75 lines
2.3 KiB
C++

/**************************************************************************************************
* LibNeural++ v.0.2 - All-purpose library for managing neural networks *
* Copyright (C) 2009, BlackLight *
* *
* This program is free software: you can redistribute it and/or modify it under the terms of the *
* GNU General Public License as published by the Free Software Foundation, either version 3 of *
* the License, or (at your option) any later version. This program 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 General Public License for *
* more details. You should have received a copy of the GNU General Public License along with *
* this program. If not, see <http://www.gnu.org/licenses/>. *
**************************************************************************************************/
#include <cstdlib>
#include "neural++.hpp"
using namespace neuralpp;
namespace neuralpp {
Layer::Layer (size_t sz, double(*a)(double), double(*d)(double)) {
for (size_t i=0; i<sz; i++) {
Neuron n(a,d);
elements.push_back(n);
}
actv_f=a;
deriv=d;
}
Layer::Layer (vector< Neuron > &el, double (*a)(double), double(*d)(double)) {
elements=el;
actv_f=a;
deriv=d;
}
size_t Layer::size() { return elements.size(); }
Neuron& Layer::operator[] (size_t i) { return elements[i]; }
void Layer::link (Layer& l) {
srand ((unsigned) time(NULL));
for (size_t i=0; i<l.size(); i++) {
Neuron *n1 = &(l.elements[i]);
for (size_t j=0; j<size(); j++) {
Neuron *n2 = &(elements[j]);
Synapsis s(n1, n2, RAND, actv_f, deriv);
n1->push_out(s);
n2->push_in(s);
}
}
}
void Layer::setProp (vector<double> &v) {
for (size_t i=0; i<size(); i++)
elements[i].setProp(v[i]);
}
void Layer::setActv (vector<double> &v) {
for (size_t i=0; i<size(); i++)
elements[i].setActv(v[i]);
}
void Layer::propagate() {
for (size_t i=0; i<size(); i++) {
Neuron *n = &(elements[i]);
n->setProp(n->propagate());
n->setActv( actv_f(n->getProp()) );
}
}
}