private void Button_Click_1(object sender, RoutedEventArgs e)
{
Settings.SetSettings_MNISTMyOutput();
MnistParser parser = new MnistParser(
@"D:\Dropbox\DP\data\train-images.bin",
@"D:\Dropbox\DP\data\train-labels.bin",
@"D:\Dropbox\DP\data\test-images.bin",
@"D:\Dropbox\DP\data\test-labels.bin");
parser.ParseData(60000);
parser.ParseDataTest(10000);
ihdr = new IHDR();
List<MNISTParserLib.Sample> mnistSamples = parser.Samples;
foreach (var item in mnistSamples)
{
ihdr.AddSample(item.GetAttributesArray(), (double)item.Label);
}
foreach (var item in parser.SamplesTest)
{
ihdr.AddTestingSample(item.GetAttributesArray(), (double)item.Label);
}
}
private void Button_Click_10(object sender, RoutedEventArgs e)
{
S.SyntheticDataGenerator generator = new S.SyntheticDataGenerator(70, 50);
generator.GenerateSyntheticData();
generator.GenerateSyntheticDataTest();
ihdr = new IHDR();
foreach (var item in generator.samples)
{
ihdr.AddSample(item.Attributes.ToArray(), item.AttributesY.ToArray(), item.Label);
}
foreach (var item in generator.samplesTest)
{
ihdr.AddTestingSample(item.Attributes.ToArray(), (double)item.Label);
}
ihdr.BuildTree_Synthetic();
ihdr.EvaluateClustersLabels();
ihdr.SaveLeafClustersToPicture();
}
private void Button_Click_8(object sender, RoutedEventArgs e)
{
GisetteParser parser = new GisetteParser(
@"D:\Dropbox\DP\datasets\Gisette\gisette_train.data",
@"D:\Dropbox\DP\datasets\Gisette\gisette_train.labels",
@"D:\Dropbox\DP\datasets\Gisette\gisette_valid.data",
@"D:\Dropbox\DP\datasets\Gisette\gisette_valid.labels");
parser.ParseData();
parser.ParseDataTest();
ihdr = new IHDR();
List<GisetteParserLib.Sample> arceneSamples = parser.Samples;
foreach (var item in arceneSamples)
{
ihdr.AddSample(item.GetAttributesArray(), (double)item.Label);
}
foreach (var item in parser.SamplesTest)
{
ihdr.AddTestingSample(item.GetAttributesArray(), (double)item.Label);
}
}
private void Button_Click_6(object sender, RoutedEventArgs e)
{
IFormatter formatter = new BinaryFormatter();
FileStream s = new FileStream(@"C:\IHDRSerializedTree.txt", FileMode.Open);
ihdr = (IHDR)formatter.Deserialize(s);
}
private void Button_Click_16(object sender, RoutedEventArgs e)
{
Faces2Parser parser = new Faces2Parser(
@"D:\Dropbox\DP\datasets\Faces2\");
parser.ParseData();
parser.ParseDataTest();
ihdr = new IHDR();
foreach (var item in parser.Samples)
{
ihdr.AddSample(item.GetAttributesArray(), (double)item.Label);
}
foreach (var item in parser.SamplesTest)
{
ihdr.AddTestingSample(item.GetAttributesArray(), (double)item.Label);
}
}
private void Button_Click_14(object sender, RoutedEventArgs e)
{
FacesParser parser = new FacesParser(
@"D:\Dropbox\DP\datasets\Faces\train\face\",
@"D:\Dropbox\DP\datasets\Faces\train\non-face\",
@"D:\Dropbox\DP\datasets\Faces\test\face\",
@"D:\Dropbox\DP\datasets\Faces\test\non-face\");
parser.ParseData();
parser.ParseDataTest();
ihdr = new IHDR();
List<FacesParserLib.Sample> mnistSamples = parser.Samples;
foreach (var item in mnistSamples)
{
ihdr.AddSample(item.GetAttributesArray(), (double)item.Label);
}
foreach (var item in parser.SamplesTest)
{
ihdr.AddTestingSample(item.GetAttributesArray(), (double)item.Label);
}
}
private void Button_Click_11(object sender, RoutedEventArgs e)
{
S.SyntheticDataGenerator generator = new S.SyntheticDataGenerator(100, 100);
generator.GenerateSyntheticData();
generator.GenerateSyntheticDataTest();
ihdr = new IHDR();
foreach (var item in generator.samples)
{
ihdr.AddSample(item.Attributes.ToArray(), item.AttributesY.ToArray(), item.Label);
}
foreach (var item in generator.samplesTest)
{
ihdr.AddTestingSample(item.Attributes.ToArray(), (double)item.Label);
}
ihdr.BuildTree_Synthetic();
ihdr.EvaluateAllClustersLabels();
ihdr.EvaluateDepth();
ihdr.SaveLayersToBmp(@"D:\Levels");
}