public GeneticKMeansSpeciationStrategy(
IDistanceMetric <T> distanceMetric,
int maxKMeansIters,
IRandomSource rng)
{
_distanceMetric = distanceMetric;
_maxKMeansIters = maxKMeansIters;
_parallelOptions = new ParallelOptions();
_kmeansInit = new GeneticKMeansSpeciationInit <T>(distanceMetric, _parallelOptions, rng);
}
/// <summary>
/// Construct a new instance.
/// </summary>
/// <param name="distanceMetric">Distance metric.</param>
/// <param name="maxKMeansIters">Maximum number of k-means iterations.</param>
/// <param name="parallelOptions">Parallel execution options.</param>
public GeneticKMeansSpeciationStrategy(
IDistanceMetric <T> distanceMetric,
int maxKMeansIters,
ParallelOptions parallelOptions)
{
_distanceMetric = distanceMetric;
_maxKMeansIters = maxKMeansIters;
_parallelOptions = parallelOptions;
_kmeansInit = new GeneticKMeansSpeciationInit <T>(distanceMetric, parallelOptions);
}
public RegularizedGeneticKMeansSpeciationStrategy(
IDistanceMetric <T> distanceMetric,
int maxKMeansIters,
double regularizationConstant,
IRandomSource rng)
{
_distanceMetric = distanceMetric;
_maxKMeansIters = maxKMeansIters;
_regularizationConstant = regularizationConstant;
_parallelOptions = new ParallelOptions();
_kmeansInit = new GeneticKMeansSpeciationInit <T>(distanceMetric, _parallelOptions, rng);
}
/// <summary>
/// Construct a new instance.
/// </summary>
/// <param name="distanceMetric">Distance metric.</param>
/// <param name="maxKMeansIters">Maximum number of k-means iterations.</param>
/// <param name="degreeOfParallelism">The number of CPU threads to distribute work to.</param>
public GeneticKMeansSpeciationStrategy(
IDistanceMetric <T> distanceMetric,
int maxKMeansIters,
int degreeOfParallelism)
{
_distanceMetric = distanceMetric;
_maxKMeansIters = maxKMeansIters;
// Reject degreeOfParallelism values less than 2. -1 should have been resolved to an actual number by the time
// this constructor is invoked, and 1 is nonsensical for a parallel strategy.
if (degreeOfParallelism < 2)
{
throw new ArgumentException(nameof(degreeOfParallelism));
}
_parallelOptions = new ParallelOptions {
MaxDegreeOfParallelism = degreeOfParallelism
};
_kmeansInit = new GeneticKMeansSpeciationInit <T>(distanceMetric, _parallelOptions);
}