public static VectorPointBase ToVectorPoint(this KeyFeature data, IEmbeddingModel model, int id)
{
if (model is Ip2VecModel || model is NeVeModel)
{
return(new DoubleVectorPoint
{
TimeTick = DateTime.Parse(data.Timestamp).SecondsTick(),
Vector = data.VectorByModel(model),
Id = id
});
}
else if (model is StringEmbeddingModel)
{
return(new StringVectorPoint
{
TimeTick = DateTime.Parse(data.Timestamp).SecondsTick(),
Vector = ((StringEmbeddingModel)model).GetStringVector(data),
Id = id
});
}
else
{
throw new InvalidCastException(string.Format("Unknown type of {0}", model.GetType()));
}
}
public void BeginEasyAccess(int times, IEmbeddingModel model, DoWorkEventHandler embeddingHandler)
{
this.ClusteringController.EmbeddingModel = model;
var worker = new BackgroundWorker();
worker.DoWork += this.EasyAccess;
worker.RunWorkerAsync(new object[] { times, embeddingHandler });
}
public static double[] VectorByModel(this KeyFeature x, IEmbeddingModel model)
{
return(model.LookupVectorByWord(x.SourceIp)
.Zip(model.LookupVectorByWord(x.TargetIp), Sum)
.Zip(model.LookupVectorByWord(x.TargetPort), Sum)
.Zip(model.LookupVectorByWord(x.Protocol), Sum)
.ToArray());
}
public void BeginMeasurement(IEmbeddingModel model)
{
this.ClusteringController.EmbeddingModel = model;
var worker = new BackgroundWorker();
worker.DoWork += this.ClusteringController.ClusteringMeasurementWorker;
worker.RunWorkerAsync();
}
public void BeginDBScan(IEmbeddingModel model)
{
this.ClusteringController.EmbeddingModel = model;
var worker = new BackgroundWorker();
worker.DoWork += ClusteringController.DBScanWorker;
worker.RunWorkerAsync();
}
public void BeginKDisCurveCalculator(IEmbeddingModel model)
{
this.ClusteringController.EmbeddingModel = model;
var worker = new BackgroundWorker();
worker.DoWork += ClusteringController.CalcInflectionPointWorker;
worker.RunWorkerAsync();
}
public void BeginTSNETransform(IEmbeddingModel model)
{
this.ClusteringController.EmbeddingModel = model;
var worker = new BackgroundWorker();
worker.DoWork += this.ClusteringController.TSNETransformWorker;
worker.RunWorkerAsync();
}
public static VectorPointBase ToVectorPoint(this KeyFeatureClustered data, IEmbeddingModel model)
{
return(ToVectorPoint(data, model, data.Id));
}
