private void CreatePValues(MultilayerPerceptron mlp)
{
int uLayersCount = mlp.Layers.Count - 1;
for (int lidx = 1; lidx < mlp.Layers.Count; lidx++)
{
var layer = mlp.Layers[lidx];
var biases = mlp.Biases[lidx];
var pWeightValues = new LinkedList<Marshaled<IDeviceArray[]>[]>();
//// Biases:
var pWeightValuesOfInput = new Marshaled<IDeviceArray[]>[biases.Size];
for (int weightIndex = 0; weightIndex < biases.Size; weightIndex++)
{
pWeightValuesOfInput[weightIndex] = mlp.AsMarshaled(new IDeviceArray[uLayersCount]);
for (int lidx2 = 0; lidx2 < uLayersCount; lidx2++)
{
pWeightValuesOfInput[weightIndex].Instance()[lidx2] = mlp.Adapter.DeviceArrayManagement.CreateArray(false, GetULayerSize(lidx2));
}
}
pWeightValues.AddLast(pWeightValuesOfInput);
// Weighted conns:
foreach (var inputConnectedLayer in layer.Layer.GetInputLayers())
{
int inputIndex = mlp.GetLayerIndex(inputConnectedLayer);
var key = Tuple.Create(inputIndex, lidx);
var weigths = mlp.Weights[key];
pWeightValuesOfInput = new Marshaled<IDeviceArray[]>[weigths.Size];
for (int weightIndex = 0; weightIndex < weigths.Size; weightIndex++)
{
pWeightValuesOfInput[weightIndex] = mlp.AsMarshaled(new IDeviceArray[uLayersCount]);
for (int lidx2 = 0; lidx2 < uLayersCount; lidx2++)
{
pWeightValuesOfInput[weightIndex].Instance()[lidx2] = mlp.Adapter.DeviceArrayManagement.CreateArray(false, GetULayerSize(lidx2));
}
}
pWeightValues.AddLast(pWeightValuesOfInput);
}
this.pWeightValues.Add(pWeightValues.ToArray());
}
}
internal RTLR(MultilayerPerceptron mlp)
{
Debug.Assert(mlp != null);
this.mlp = mlp;
this.netValueDerivates = mlp.AsMarshaled(mlp.NetValueDerivates.Values.ToArray());
this.inputLayerInfos = mlp.AsMarshaled(
(from lidx in Enumerable.Range(1, mlp.Layers.Count - 1)
let layer = mlp.Layers[lidx].Layer
select (from inputLayer in layer.GetInputLayers()
let iidx = mlp.GetLayerIndex(inputLayer)
select new RTLRLayerInfo
{
Index = iidx - 1,
Size = inputLayer.Size,
Weights = mlp.Weights[Tuple.Create(iidx, lidx)],
IsElementOfU = inputLayer != mlp.Layers[0].Layer
}).ToArray()).ToArray());
CreatePValues();
}