static void saveLSTMLayer(string dir, LstmLayer layer)
{
Directory.CreateDirectory(dir);
//make infoFile
using (StreamWriter sw = new StreamWriter(Path.Combine(dir, "info.csv")))
{
sw.WriteLine(layer._inputDimension);
sw.WriteLine(layer._outputDimension);
}
//saving matrixes
saveMatrix(Path.Combine(dir, "wix.csv"), layer._wix);
saveMatrix(Path.Combine(dir, "wih.csv"), layer._wih);
saveMatrix(Path.Combine(dir, "inputBias.csv"), layer._inputBias);
saveMatrix(Path.Combine(dir, "wfx.csv"), layer._wfx);
saveMatrix(Path.Combine(dir, "wfh.csv"), layer._wfh);
saveMatrix(Path.Combine(dir, "forgetBias.csv"), layer._forgetBias);
saveMatrix(Path.Combine(dir, "wox.csv"), layer._wox);
saveMatrix(Path.Combine(dir, "woh.csv"), layer._woh);
saveMatrix(Path.Combine(dir, "outputBias.csv"), layer._outputBias);
saveMatrix(Path.Combine(dir, "wcx.csv"), layer._wcx);
saveMatrix(Path.Combine(dir, "wch.csv"), layer._wch);
saveMatrix(Path.Combine(dir, "cellWriteBias.csv"), layer._cellWriteBias);
saveMatrix(Path.Combine(dir, "hiddenContext.csv"), layer._hiddenContext);
saveMatrix(Path.Combine(dir, "cellContext.csv"), layer._cellContext);
}
private void InitializeElementOfLstmAndGates()
{
BaseLayerLstm = new LstmLayer(CellsParameters,
new SigmoidActivation(Parameters.ActivationCoefficient),
new HyperbolicActivation(Parameters.ActivationCoefficient));
GatesForLayer = new LstmGatesForLayer(CellsParameters);
}
