static void Main(string[] args)
{
if (args.Length == 0)
{
Application.EnableVisualStyles();
Application.SetCompatibleTextRenderingDefault(false);
Application.Run(new SVMApp());
}
else
{
string datasetPath = args[0];
string testPath = args[1];
string outputPath = args[2];
List <Data> dataSets = new List <Data>();
FillDataset(dataSets, datasetPath);
var machine = new VectorMachine(new Polynomial(2), 25);
var learn = new SequentialOptimization(machine, dataSets.ToArray());
_ = learn.Run();
dataSets.Clear();
List <string> paths = FillDataset(dataSets, testPath);
double[] output = machine.Compute(dataSets.ToArray());
using (StreamWriter writer = new StreamWriter(outputPath))
{
for (int i = 0; i < output.Length; i++)
{
writer.WriteLine(paths[i] + ':' + output[i]);
}
}
}
}
private void UseBtn_Click(object sender, EventArgs e)
{
if (!isTrained)
{
MessageBox.Show("Машина не обучена.");
return;
}
OpenFileDialog openFile = new OpenFileDialog();
openFile.RestoreDirectory = true;
if (openFile.ShowDialog() == DialogResult.OK)
{
using (Bitmap bitmap = new Bitmap(openFile.FileName))
{
Data dataset = bitmap.ToDataSet(0);
double output = machine.Compute(dataset.InputsSignals);
int res = output > 0 ? 1 : 0;
MessageBox.Show("Вероятно, это " + res.ToString());
}
}
}
