/// <inheritdoc/>
public double Compute(BasicStat continuousActivationStat,
BasicStat continuousActivationDiffStat,
MovingDataWindow activationMDW,
SimpleQueue <byte> firingMDW,
double activation,
double normalizedActivation,
bool spike
)
{
PredictorFiringTraceSettings cfg = (PredictorFiringTraceSettings)Cfg;
if (cfg.Window == PredictorFiringTraceSettings.NAWindowNum)
{
return(_continuousTrace);
}
else
{
if (firingMDW.Count >= cfg.Window)
{
double trace = 0d;
for (int i = cfg.Window - 1; i >= 0; i--)
{
trace *= (1d - cfg.Fading);
trace += firingMDW.GetElementAt(i, true);
}
return(trace);
}
else
{
return(0d);
}
}
}
/// <inheritdoc/>
public override byte[][] GetCode(double normalizedValue)
{
//Allocate and set all output to 0
byte[][] buffer = new byte[NumOfComponents][];
for (int i = 0; i < NumOfComponents; i++)
{
buffer[i] = new byte[BaseCodeLength];
buffer[i].Populate((byte)0);
}
double x = (normalizedValue + 1d) / 2d;
//Code
for (int i = 0; i < _coderCfg.NumOfReceptors; i++)
{
double histValue = _histValues.GetElementAt(i, true);
if (x < histValue)
{
double diff = histValue - x;
GetStrengthCode(diff, BaseCodeLength).CopyTo(buffer[i], 0);
}
}
//Enqueue the last value
_histValues.Enqueue(x, true);
return(buffer);
}
/// <inheritdoc />
public double Transform(double[] data)
{
if (double.IsNaN(data[_fieldIdx]))
{
throw new InvalidOperationException($"Invalid data value at input field index {_fieldIdx} (NaN).");
}
_lastValues.Enqueue(data[_fieldIdx], true);
BasicStat stat = new BasicStat();
for (int i = 0; i < _lastValues.Count; i++)
{
stat.AddSample(_lastValues.GetElementAt(i, true));
}
return(stat.Get(_cfg.OutputFigure));
}
/// <summary>
/// Computes transformed value
/// </summary>
/// <param name="data">Collection of natural values of the already known input fields</param>
public double Next(double[] data)
{
double transVal = 0d;
if (double.IsNaN(data[_fieldIdx]))
{
throw new InvalidOperationException($"Invalid data value at input field index {_fieldIdx} (NaN).");
}
if (_lastValues.Full)
{
//Moving data window is ready
transVal = data[_fieldIdx] - _lastValues.GetElementAt(_settings.Interval - 1, true);
}
_lastValues.Enqueue(data[_fieldIdx], true);
return(transVal);
}
/// <summary>
/// Computes transformed value
/// </summary>
/// <param name="data">Collection of natural values of the already known input fields</param>
public double Next(double[] data)
{
if (double.IsNaN(data[_fieldIdx]))
{
throw new InvalidOperationException($"Invalid data value at input field index {_fieldIdx} (NaN).");
}
_lastValues.Enqueue(data[_fieldIdx], true);
BasicStat stat = new BasicStat();
for (int i = 0; i < _lastValues.Count; i++)
{
stat.AddSampleValue(_lastValues.GetElementAt(i, true));
}
switch (_settings.Output)
{
case OutputValue.Sum: return(stat.Sum);
case OutputValue.NegSum: return(stat.NegSum);
case OutputValue.PosSum: return(stat.PosSum);
case OutputValue.SumOfSquares: return(stat.SumOfSquares);
case OutputValue.Min: return(stat.Min);
case OutputValue.Max: return(stat.Max);
case OutputValue.Mid: return(stat.Mid);
case OutputValue.Span: return(stat.Span);
case OutputValue.ArithAvg: return(stat.ArithAvg);
case OutputValue.MeanSquare: return(stat.MeanSquare);
case OutputValue.RootMeanSquare: return(stat.RootMeanSquare);
case OutputValue.Variance: return(stat.Variance);
case OutputValue.StdDev: return(stat.StdDev);
case OutputValue.SpanDev: return(stat.SpanDev);
default: return(0);
}
}
/// <summary>
/// Returns number at the specified position within the moving data window
/// </summary>
/// <param name="index">Position</param>
/// <param name="latestFirst">Specifies logical order (latest..oldest or oldest..latest)</param>
public double GetAt(int index, bool latestFirst = false)
{
return(_dataWindow.GetElementAt(index, latestFirst));
}