/// <summary>
/// Packing input data for series
/// </summary>
/// <param name="inputData">Data as numpy array</param>
/// <param name="metadata">Model metadata</param>
/// <returns>Packed data</returns>
public static List <List <double> > PackInputDataForSeries(IEnumerable <IEnumerable <double> > inputData, BlackFoxMetadata metadata)
{
DataPadding padding = GetSeriesPadding(metadata);
List <List <double> > xData = new List <List <double> >();;
int rowsCount = inputData.Count() - padding.Right;
for (int i = padding.Left; i < rowsCount; i += metadata.OutputSampleStep)
{
List <double> xRow = GetInputRow(inputData, metadata, i, metadata.InputShifts.Length);
xData.Add(xRow);
}
return(xData);
}
/// <summary>
/// Packing output data for series
/// </summary>
/// <param name="output_data">Data as numpy array</param>
/// <param name="metadata">Model metadata</param>
/// <returns>Packed data</returns>
public static List <List <double> > PackOutputDataForSeries(double[][] output_data, BlackFoxMetadata metadata)
{
int outputCount = metadata.OutputShifts.Length;
int sampleStep = metadata.OutputSampleStep;
DataPadding padding = GetSeriesPadding(metadata);
List <List <double> > yData = new List <List <double> >();
int rowsCount = output_data.Length - padding.Right;
for (int i = padding.Left; i < rowsCount; i += sampleStep)
{
List <double> yRow = GetOutputRow(output_data, metadata, i, outputCount, 0);
yData.Add(yRow);
}
return(yData);
}
/// <summary>
/// Packing input and output data for series
/// </summary>
/// <param name="data"></param>
/// <param name="metadata"></param>
/// <returns>Packed data</returns>
public static PackedData PackDataForSeries(double[][] data, BlackFoxMetadata metadata)
{
int inputCount = metadata.InputShifts.Length;
int outputCount = metadata.OutputShifts.Length;
int sample_step = metadata.OutputSampleStep;
DataPadding padding = GetSeriesPadding(metadata);
List <List <double> > xData = new List <List <double> >();
List <List <double> > yData = new List <List <double> >();
int rows_count = data.Length - padding.Right;
for (int i = padding.Left; i < rows_count; i += sample_step)
{
List <double> xRow = GetInputRow(data, metadata, i, inputCount);
xData.Add(xRow);
List <double> yRow = GetOutputRow(data, metadata, i, outputCount, inputCount);
yData.Add(yRow);
}
return(new PackedData(xData, yData));
}
