neuralpp/examples/adderFromScratch.cpp

45 lines
1 KiB
C++

/**
* This source creates a new neural network able to sum two integer numbers,
* creating the XML containing the training input set on the fly.
*
* by BlackLight, 2009
*/
#include <iostream>
#include <neural++.hpp>
using namespace std;
using namespace neuralpp;
int main() {
NeuralNet net(2, 2, 2, 0.005, 1000);
string xml;
double tmp;
// XML initialization. Then, I say XML that 2+3=5, 3+3=6, 5+4=9
// Strings' format is "input1,input2,...,inputn;output1,output2,...,outputm
NeuralNet::initXML(xml);
xml += NeuralNet::XMLFromSet(0, "3,2;5,1");
xml += NeuralNet::XMLFromSet(1, "4,2;6,2");
xml += NeuralNet::XMLFromSet(2, "6,3;9,3");
NeuralNet::closeXML(xml);
cout << xml << endl;
net.train(xml, NeuralNet::str);
vector<double> v;
cout << "Network status: trained\n\n";
cout << "First number to add: ";
cin >> tmp;
v.push_back(tmp);
cout << "Second number to add: ";
cin >> tmp;
v.push_back(tmp);
net.setInput(v);
net.propagate();
cout << "Output: " << net.getOutputs()[0] << "; " << net.getOutputs()[1] << endl;
return 0;
}