public void Load(CMNN nn, int index)
{
Experts = new List <Matrix[]>();
for (int i = 0; i < 6; i++)
{
Experts.Add(new Matrix[GetExperts(nn, index)]);
}
for (int i = 0; i < GetExperts(nn, index); i++)
{
Experts[0][i] = nn.CreateMatrix(H1Dim, XDim, "wc" + index + "0" + i.ToString("D1") + "_w", nn.Folder + "/wc" + index + "0" + i.ToString("D1") + "_w.bin");
Experts[1][i] = nn.CreateMatrix(H1Dim, 1, "wc" + index + "0" + i.ToString("D1") + "_b", nn.Folder + "/wc" + index + "0" + i.ToString("D1") + "_b.bin");
Experts[2][i] = nn.CreateMatrix(H2Dim, H1Dim, "wc" + index + "1" + i.ToString("D1") + "_w", nn.Folder + "/wc" + index + "1" + i.ToString("D1") + "_w.bin");
Experts[3][i] = nn.CreateMatrix(H2Dim, 1, "wc" + index + "1" + i.ToString("D1") + "_b", nn.Folder + "/wc" + index + "1" + i.ToString("D1") + "_b.bin");
Experts[4][i] = nn.CreateMatrix(YDim, H2Dim, "wc" + index + "2" + i.ToString("D1") + "_w", nn.Folder + "/wc" + index + "2" + i.ToString("D1") + "_w.bin");
Experts[5][i] = nn.CreateMatrix(YDim, 1, "wc" + index + "2" + i.ToString("D1") + "_b", nn.Folder + "/wc" + index + "2" + i.ToString("D1") + "_b.bin");
}
W0 = nn.CreateMatrix(H1Dim, XDim, "C" + index + "W0");
b0 = nn.CreateMatrix(H1Dim, 1, "C" + index + "b0");
W1 = nn.CreateMatrix(H2Dim, H1Dim, "C" + index + "W1");
b1 = nn.CreateMatrix(H2Dim, 1, "C" + index + "b1");
W2 = nn.CreateMatrix(YDim, H2Dim, "C" + index + "W2");
b2 = nn.CreateMatrix(YDim, 1, "C" + index + "b2");
X = nn.CreateMatrix(XDim, 1, "C" + index + "X");
Y = nn.CreateMatrix(YDim, 1, "C" + index + "Y");
}
public void Load(CMNN nn, int index)
{
if (H1Dim > 0)
{
W0 = nn.CreateMatrix(H1Dim, XDim, "encoder" + index + "_w0", nn.Folder + "/encoder" + index + "_w0" + ".bin");
b0 = nn.CreateMatrix(H1Dim, 1, "encoder" + index + "_b0", nn.Folder + "/encoder" + index + "_b0" + ".bin");
W1 = nn.CreateMatrix(H2Dim, H1Dim, "encoder" + index + "_w1", nn.Folder + "/encoder" + index + "_w1" + ".bin");
b1 = nn.CreateMatrix(H2Dim, 1, "encoder" + index + "_b1", nn.Folder + "/encoder" + index + "_b1" + ".bin");
}
X = nn.CreateMatrix(XDim, 1, "encoder" + index + "X");
Y = nn.CreateMatrix(H2Dim, 1, "encoder" + index + "Y");
}
public void Process(CMNN nn, int index)
{
//Process Network
if (H1Dim > 0)
{
for (int i = 0; i < XDim; i++)
{
X.SetValue(i, 0, nn.GetInput(EncodePivot + i));
}
nn.Layer(X, W0, b0, Y).ELU();
nn.Layer(Y, W1, b1, Y).ELU();
}
else if (XDim != H2Dim)
{
Debug.Log("XDim need to be equal to H2Dim");
}
else
{
for (int i = 0; i < XDim; i++)
{
Y.SetValue(i, 0, nn.GetInput(EncodePivot + i));
}
}
}
private int GetExperts(CMNN nn, int index)
{
return(index == 0 ? 1 : nn.Components[index - 1].YDim);
}
public void Process(CMNN nn, int index)
{
//Generate Weights
if (index == 0)
{
W0 = Experts[0][0];
b0 = Experts[1][0];
W1 = Experts[2][0];
b1 = Experts[3][0];
W2 = Experts[4][0];
b2 = Experts[5][0];
}
else
{
float[] weights = nn.Components[index - 1].Y.Flatten();
if (nn.Threading)
{
Task.WaitAll(
Task.Factory.StartNew(() => nn.BlendAll(W0, Experts[0], weights, weights.Length)),
Task.Factory.StartNew(() => nn.BlendAll(b0, Experts[1], weights, weights.Length)),
Task.Factory.StartNew(() => nn.BlendAll(W1, Experts[2], weights, weights.Length)),
Task.Factory.StartNew(() => nn.BlendAll(b1, Experts[3], weights, weights.Length)),
Task.Factory.StartNew(() => nn.BlendAll(W2, Experts[4], weights, weights.Length)),
Task.Factory.StartNew(() => nn.BlendAll(b2, Experts[5], weights, weights.Length))
);
}
else
{
nn.BlendAll(W0, Experts[0], weights, weights.Length);
nn.BlendAll(b0, Experts[1], weights, weights.Length);
nn.BlendAll(W1, Experts[2], weights, weights.Length);
nn.BlendAll(b1, Experts[3], weights, weights.Length);
nn.BlendAll(W2, Experts[4], weights, weights.Length);
nn.BlendAll(b2, Experts[5], weights, weights.Length);
}
}
//Set Input
if (index == nn.Components.Length - 1 && nn.encoders.Length > 0)
{
int dim_accumulated = 0;
for (int i = 0; i < nn.encoders.Length; i++)
{
for (int j = 0; j < nn.encoders[i].H2Dim; j++)
{
X.SetValue(j + dim_accumulated, 0, nn.encoders[i].GetLatent(j));
}
dim_accumulated += nn.encoders[i].H2Dim;
}
}
else
{
for (int i = 0; i < XDim; i++)
{
X.SetValue(i, 0, nn.GetInput(GatingPivot + i));
}
}
//Process Network
if (!Bias)
{
b0.SetZero();
b1.SetZero();
b2.SetZero();
}
nn.Layer(X, W0, b0, Y).ELU();
nn.Layer(Y, W1, b1, Y).ELU();
nn.Layer(Y, W2, b2, Y);
if (index < nn.Components.Length - 1)
{
Y.SoftMax();
}
}