public void HugeSimpleCPU()
{
int nDescriptors = 350000;
int descriptorDiension = 4096;
int nClusters = 25;// 128;
int iterationCount = 10;
int nDescriptorsDiv5 = nDescriptors / 5;
Descriptor[] descriptors = HelperTestClass.GenerateHierarchicalDescriptors(seed, nDescriptorsDiv5, descriptorDiension);
ClusteringSimple clustering = new ClusteringSimple(descriptors);
TestClusteringSimple(clustering);
Stopwatch stopWatch = new Stopwatch();
stopWatch.Start();
clustering.Clusterize(nClusters, iterationCount, seed);
stopWatch.Stop();
double elapsedSeconds = (stopWatch.ElapsedMilliseconds * 0.001);
double nPerSecond = nDescriptorsDiv5 * 5 * nClusters / elapsedSeconds;
Console.WriteLine("Computing time: " + elapsedSeconds + " seconds (" + nPerSecond + " per second).");
HelperTestClass.VisualizeClustering(clustering.Descriptors, clustering.Centroids, windowSize, windowSize);
}
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);
}
