public void ReadCategorizedButDontWriteResults()
{
var runDir = AppDomain.CurrentDomain.BaseDirectory;
var inputDataFile = Path.Combine(runDir, "Data/N1024_D128_K16.txt");
Console.WriteLine($"Looking for datafile here: {inputDataFile}");
// Largest value < 256
var bitsPerDimension = 10;
var config = new SlashConfig()
{
AcceptableBCubed = 0.98
};
config.Index.BitsPerDimension = bitsPerDimension;
config.Data = new SlashConfig.DataConfig()
{
InputDataFile = inputDataFile,
IdField = "id",
CategoryField = "category",
ReadHeader = true
};
config.DensityClassifier.SkipDensityClassification = true;
config.Output.OutputDataFile = null;
var command = new SlashCommand(SlashCommand.CommandType.Cluster, config)
{
OutputFile = null
};
// Need to put this here, because the command initializes the logger differently.
Logger.SetupForTests(null);
command.Execute();
Assert.IsTrue(command.IsClassificationAcceptable, $"The BCubed value of {command.MeasuredChange.BCubed} was not good enough.");
}
public void AssessCommand()
{
var runDir = AppDomain.CurrentDomain.BaseDirectory;
var inputDataFile = Path.Combine(runDir, "Data/N1024_D128_K16.txt");
Console.WriteLine($"Looking for datafile here: {inputDataFile}");
// Largest value < 256
var bitsPerDimension = 10;
var config = new SlashConfig()
{
AcceptableBCubed = 0.98
};
config.Index.BitsPerDimension = bitsPerDimension;
config.Data = new SlashConfig.DataConfig()
{
InputDataFile = inputDataFile,
IdField = "id",
CategoryField = "category",
ReadHeader = true
};
config.DensityClassifier.SkipDensityClassification = true;
config.Output.OutputDataFile = null;
var command = new SlashCommand(SlashCommand.CommandType.Assess, config)
{
OutputFile = null
};
// Need to put this here, because the command initializes the logger differently.
Logger.SetupForTests(null);
command.Execute();
var assessment = command.Assessor.HowClustered;
Assert.AreEqual(ClusteringTendency.ClusteringQuality.HighlyClustered, assessment, $"Expected HighlyClustered, got {command.Assessor}");
}
public void ClusterWithoutFiles()
{
var bitsPerDimension = 10;
var data = new GaussianClustering
{
ClusterCount = 20,
Dimensions = 50,
MaxCoordinate = (1 << bitsPerDimension) - 1,
MinClusterSize = 200,
MaxClusterSize = 600
};
var expectedClassification = data.MakeClusters();
var config = new SlashConfig()
{
AcceptableBCubed = 0.98
};
config.Index.BitsPerDimension = bitsPerDimension;
config.UseNoFiles();
var command = new SlashCommand(SlashCommand.CommandType.Cluster, config)
{
InputFile = null,
OutputFile = null
};
command.Configuration.DensityClassifier.SkipDensityClassification = true;
// Need to put this here, because the command initializes the logger differently.
Logger.SetupForTests(null);
command.LoadData(expectedClassification);
command.Execute();
Assert.IsTrue(command.IsClassificationAcceptable, $"The BCubed value of {command.MeasuredChange.BCubed} was not good enough.");
}