public FormMain()
{
InitializeComponent();
showDigitized = chkDigitizedView.Checked;
nx = 10;
ny = 10;
bmp = new Bitmap(pictureBox1.Width, pictureBox1.Height, PixelFormat.Format24bppRgb);
penHand = new Pen(Color.White, 6f);
penHand.StartCap = System.Drawing.Drawing2D.LineCap.Round;
penHand.EndCap = System.Drawing.Drawing2D.LineCap.Round;
picBackColor = Color.Black;
rawSamples = new List <RawSample>();
// BindingSource bs = new BindingSource(rawSamples, "");
// bindingNavigator1.BindingSource = bs;
digitized = null;
charNet = new CharRecognizerNetwork();
txtA.Text = charNet.const_a.ToString();
txtBias.Text = charNet.bias.ToString();
txtEta.Text = charNet.const_Eta.ToString();
numGridN.Value = nx;
}
public CharRecognSpecies(CookedSamples cooked, int netInputs, params int[] neuronCounts)
{
charNetwork = new CharRecognizerNetwork();
charNetwork.AllocateNetwork(false, netInputs, neuronCounts);
charNetwork.SetWeights(WeightsFromChromosomes(), );
charNetwork = net;
samples = cooked;
samplesToPass = cooked.Length;
}
protected override double CalcFinalFunc()
{
double[] smpOutput, smpInput;
double netError = 0;
for (int i = 0; i < samplesToPass; i++)
{
samples.GetRandomSample(out smpInput, out smpOutput);
double[] netOutput = charNetwork.FeedForward(smpInput);
netError += CharRecognizerNetwork.CalculateError(smpOutput, netOutput);
}
// TODO try 1/netError
return -netError;
}