public void TestCategories()
{
var validationSet = new List <TrainingSet>();
var trainingSet = new List <TrainingSet>();
var root = new Category("document");
var doc_1040 = root.AddSubcategory("1040");
var doc_990 = root.AddSubcategory("990");
var doc_1040_2012 = doc_1040.AddSubcategory("2012");
var doc_1040_2010 = doc_1040.AddSubcategory("2010");
var doc_1040_other = doc_1040.AddSubcategory("other");
validationSet.Add(new TrainingSet("trainingdata/documents/1040/other/tax1040.gif", doc_1040_other));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/other/tax1040_2.png", doc_1040_other));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/2012/tax1040_3.gif", doc_1040_2012));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/2010/tax1040_4.jpg", doc_1040_2010));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/other/tax1040_5.gif", doc_1040_other));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/other/tax1040_6.gif", doc_1040_other));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/other/tax1040_7.gif", doc_1040_other));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/other/tax1040_8.gif", doc_1040_other));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/2010/tax1040_9.jpg", doc_1040_2010));
validationSet.Add(new TrainingSet("trainingdata/documents/1040/2012/tax1040_10.gif", doc_1040_2012));
validationSet.Add(new TrainingSet("trainingdata/documents/990/tax990.jpg", doc_990));
validationSet.Add(new TrainingSet("trainingdata/documents/990/tax990_2.jpg", doc_990));
validationSet.Add(new TrainingSet("trainingdata/documents/990/tax990_3.jpg", doc_990));
validationSet.Add(new TrainingSet("trainingdata/documents/990/tax990_4.jpg", doc_990));
validationSet.Add(new TrainingSet("trainingdata/documents/990/tax990_5.jpg", doc_990));
validationSet.Add(new TrainingSet("trainingdata/documents/990/tax990_6.jpg", doc_990));
validationSet.Add(new TrainingSet("trainingdata/documents/990/tax990_7.jpg", doc_990));
var t = new Trainer();
var nc = new NetworkCreator();
var nl = nc.CreateNetworks(root);
t.Train(nl, validationSet);
var o = t.Run(nl, root, "trainingdata/documents/990/tax990_poor.gif");
o = t.Run(nl, root, "trainingdata/documents/1040/2012/tax1040_10.gif");
o = t.Run(nl, root, "trainingdata/documents/1040/2010/tax1040_4.jpg");
var x = o;
}
public void TestNetwork_FromDirectory()
{
var validationSet = TrainingSet.FromDirectory("trainingdata");
var trainingSet = TrainingSet.FromDirectory("generateddata");
var t = new Trainer();
var nc = new NetworkCreator();
var nl = nc.CreateNetworks(trainingSet.Item2);
t.Train(nl, trainingSet.Item1, validationSet.Item1);
var o = t.Run(nl, trainingSet.Item2, "trainingdata/documents/990/tax990_poor.gif");
o = t.Run(nl, trainingSet.Item2, "trainingdata/documents/1040/2012/tax1040_10.gif");
o = t.Run(nl, trainingSet.Item2, "trainingdata/documents/1040/2010/tax1040_4.jpg");
var x = o;
}
//Generate the classification tree and start training it recursively
public void RunNetwork()
{
var validationSet = TrainingSet.FromDirectory(path + "/trainingdata");
var trainingSet = TrainingSet.FromDirectory(path + "/generateddata");
root = trainingSet.Item2;
Invalidate();
//Invoke(new MethodInvoker(Invalidate));
var t = new Trainer();
var nc = new NetworkCreator();
var nl = nc.CreateNetworks(root);
t.Train(nl, trainingSet.Item1, validationSet.Item1);
new Thread(() =>
{
var thisImagePath = path + "/trainingdata/documents/990/tax990.jpg";
results = t.Run(nl, trainingSet.Item2, thisImagePath);
Invalidate();
var iv = new ImageView(Image.FromFile(thisImagePath));
iv.Visible = false;
iv.ShowDialog();
thisImagePath = path + "/trainingdata/documents/1040/2012/tax1040_10.gif";
results = t.Run(nl, trainingSet.Item2, thisImagePath);
Invalidate();
iv = new ImageView(Image.FromFile(thisImagePath));
iv.Visible = false;
iv.ShowDialog();
thisImagePath = path + "/trainingdata/documents/1040/2010/tax1040_4.jpg";
results = t.Run(nl, trainingSet.Item2, thisImagePath);
Invalidate();
iv = new ImageView(Image.FromFile(thisImagePath));
iv.Visible = false;
iv.ShowDialog();
}).Start();
}