private static void DbScanSyntheticTest()
{
var filePath = $"{Environment.CurrentDirectory}/Data/Synthesis/DataSteamGenerator/data.synthetic.json";
var dataStream = ContinuousDataReader.ReadSyntheticEuclidean(filePath);
Func <EuclideanPoint, EuclideanPoint, float> simFunc = (x, y) =>
(float)Math.Sqrt(Math.Pow(x.X - y.X, 2) + Math.Pow(x.Y - y.Y, 2));
Func <CoreMicroCluster <EuclideanPoint>, CoreMicroCluster <EuclideanPoint>, int, float> cmcSimFunc = (u, v, t) =>
(float)Math.Sqrt(Math.Pow(u.Center(t).X - v.Center(t).X, 2) +
Math.Pow(u.Center(t).Y - v.Center(t).Y, 2));
var denStream = new DenStream <EuclideanPoint>(simFunc, cmcSimFunc);
//denStream.SetDataStream(dataStream);
var terminate = denStream.MaintainClusterMap();
Thread.Sleep(2000);
var clusters = denStream.Cluster();
var clusterPoints = new List <dynamic>();
foreach (var(i, cluster) in clusters.Enumerate())
{
foreach (var point in cluster)
{
clusterPoints.Add(new { x = point.X, y = point.Y, c = i });
}
}
Console.WriteLine($"Waiting...");
Thread.Sleep(2000);
Console.WriteLine($"Terminating MaintainClusterMap");
terminate();
}
private static void DenStreamAsyncTest()
{
var filePath = $"{Environment.CurrentDirectory}/Data/Synthesis/DataSteamGenerator/data.synthetic.json";
var dataStream = ContinuousDataReader.ReadSyntheticEuclidean(filePath);
Func <EuclideanPoint, EuclideanPoint, float> simFunc = (x, y) =>
(float)Math.Sqrt(Math.Pow(x.X - y.X, 2) + Math.Pow(x.Y - y.Y, 2));
Func <CoreMicroCluster <EuclideanPoint>, CoreMicroCluster <EuclideanPoint>, int, float> cmcSimFunc = (u, v, t) =>
(float)Math.Sqrt(Math.Pow(u.Center(t).X - v.Center(t).X, 2) +
Math.Pow(u.Center(t).Y - v.Center(t).Y, 2));
var denStream = new DenStream <EuclideanPoint>(simFunc, cmcSimFunc);
denStream.AddToDataStream(dataStream);
var terminate = denStream.MaintainClusterMap();
foreach (var i in 1000.Range())
{
try
{
Thread.Sleep(5);
var clusters = denStream.Cluster();
Console.WriteLine($"{clusters.Length} clusters.");
}
catch (EnvueArgumentException e)
{
Console.WriteLine($"{i} threw exception.");
}
}
Console.WriteLine($"Terminating MaintainClusterMap");
terminate();
}