public FormTrainMLModel(NeuralNetwork.EntityNetwork nn, Image image)
{
InitializeComponent();
this.nn = nn;
PopulateListView(nn._state.features);
sourceImage = image;
sourceBitmap = new Bitmap(sourceImage);
ExtractNextFeature();
}
private void loadMLModelToolStripMenuItem_Click(object sender, EventArgs e)
{
DialogResult res = openFileDialog2.ShowDialog();
if (res == DialogResult.OK)
{
string filename = openFileDialog2.FileName;
XmlSerializer ser = new XmlSerializer(typeof(EntityNetwork.State));
using (FileStream fs = new FileStream(filename, FileMode.Open))
{
nn = new EntityNetwork((EntityNetwork.State)ser.Deserialize(fs));
toolStripStatusLabel17.Text = Path.GetFileName(filename);
}
}
}
private void ComposeModel()
{
// Limit between 10 ... 100000
int hiddenLayer = Math.Min(100000, Math.Max(100, Convert.ToInt32(textBox1.Text)));
// Learning rate between 0.1 ... 10.0
float learningRate;
float.TryParse(textBox2.Text, NumberStyles.Any, CultureInfo.InvariantCulture, out learningRate);
learningRate = Math.Min(10.0F, Math.Max(0.1F, learningRate));
nn = new EntityNetwork(ExtractDataGrid(), hiddenLayer, learningRate);
nn._state.name = textBox3.Text;
}
private void Form_FormCreateMLClosed(object sender, FormClosedEventArgs e)
{
FormCreateMLModel form = (FormCreateMLModel)sender;
if (form.nn == null)
{
return;
}
if (form.nn._state.features.Count == 0)
{
MessageBox.Show("The model is missing features, you need to add at least one for the correct operation of the model.", "Error", MessageBoxButtons.OK, MessageBoxIcon.Asterisk);
return;
}
nn = form.nn;
toolStripStatusLabel17.Text = "Not saved!";
}
public FormCreateMLModel(bool showExisting, NeuralNetwork.EntityNetwork nnToShow)
{
InitializeComponent();
ShowMode = showExisting;
if (ShowMode)
{
nn = nnToShow;
button1.Visible = false;
textBox1.Text = nn._state._weightHiddenOutput[0].Length.ToString();
textBox2.Text = nn._state._learningRate.ToString();
textBox3.Text = nn._state.name;
textBox1.ReadOnly = true;
textBox2.ReadOnly = true;
textBox3.ReadOnly = true;
Text = "Current ML Model";
}
textBox3.Focus();
InitDataGrid();
}