static void Main(string[] args)
{
string descriptorFile = args[0];
string clusteringFile = args[1];
string outputFile = args[2];
int argumentOffset = 3;
List <int> layersToExport = new List <int>();
for (int i = argumentOffset; i < args.Length; i++)
{
layersToExport.Add(int.Parse(args[i]) - 1); // TODO: try-catch
}
ClusteringAgglomerative clustering = new ClusteringAgglomerative(LoadArrayDescriptors(descriptorFile, clusteringFile));
clustering.Clusterize(layersToExport);
foreach (Centroid[] layerCentroids in clustering.Centroids)
{
string filename = Path.GetFileNameWithoutExtension(outputFile) + "_" + layerCentroids.Length
+ Path.GetExtension(outputFile);
WriteToTextFile(layerCentroids, filename);
}
}
public void VisualizeAgglomerative()
{
int nDescriptors = 100;
int descriptorDimension = 2;
int nDescriptorsDiv5 = nDescriptors / 5;
Descriptor[] descriptors = HelperTestClass.GenerateHierarchicalDescriptors(seed, nDescriptorsDiv5, descriptorDimension);
ClusteringAgglomerative clustering = new ClusteringAgglomerative(descriptors);
clustering.Clusterize();
HelperTestClass.TestDescriptorAssignment(descriptors.Length, clustering.Centroids[0]);
HelperTestClass.VisualizeClustering(clustering.Descriptors, clustering.Centroids[23], windowSize, windowSize);
}
static void Main(string[] args)
{
int seed = 5334;
int windowSize = 720;
int nDescriptors = 1000;
int descriptorDimension = 2;
int nClusters = 100;
int iterationCount = 10;
//int nDescriptors = 350000;
//int descriptorDimension = 4096;
//int nClusters = 25;// 128;
//int iterationCount = 10;
int nDescriptorsDiv5 = nDescriptors / 5;
Descriptor[] descriptors = HelperTestClass.GenerateHierarchicalDescriptors(seed, nDescriptorsDiv5, descriptorDimension);
//ClusteringSimple clustering = new ClusteringSimple(descriptors);
//clustering.Clusterize(nClusters, iterationCount, seed);
ClusteringAgglomerative clustering = new ClusteringAgglomerative(descriptors);
//clustering.Clusterize(new List<int> { 0, 1, 3, 7, 15, 31, 63, 127, 255, 511 });
clustering.Clusterize();
//HelperTestClass.VisualizeClustering(clustering.Descriptors, clustering.Centroids[0], windowSize, windowSize);
//for (int i = clustering.Centroids.Length - 1; i > 0; i--)
//{
// HelperTestClass.VisualizeClustering(clustering.Descriptors, clustering.Centroids[i], windowSize, windowSize);
//}
HelperTestClass.SaveClustering(clustering.Descriptors, clustering.Centroids, windowSize, windowSize, "clustering");
//int resolution = 20;
//for (int i = clustering.Centroids.Length - 1; i > 0; i -= clustering.Centroids.Length / resolution)
//{
// HelperTestClass.VisualizeClustering(clustering.Descriptors, clustering.Centroids[i], windowSize, windowSize);
//}
}
