public bool IsSameSession(Origin o)
{
return((SessionID.Equals(o.SessionID)) &&
(UserName.Equals(o.UserName)) &&
(NetworkType.Equals(o.NetworkType)) &&
(AddressType.Equals(o.AddressType)) &&
(Address.Equals(o.Address)));
}
public bool Train(float[] fInput, float[] fCorrect, float[] reward = default)
{
Matrix input = new Matrix(fInput);
Matrix[] postActivationFPrime = new Matrix[layers.Length];
Matrix[] postActivationF = new Matrix[layers.Length];
int a = 0;
for (int l = 0; l < layers.Length; l++)
{
Matrix hidden = layers[l] * input;
hidden = hidden + biases[l];
postActivationFPrime[l] = hidden.duplicate();
for (int i = 0; i < hidden.Rows; i++)
{
for (int j = 0; j < hidden.Columns; j++)
{
postActivationFPrime[l][i, j] = ActivationFunctionDerivs[aFunctions[l][i]](hidden[i, j]);
hidden[i, j] = ActivationFunctions[aFunctions[l][i]](hidden[i, j]);
}
}
a += hidden.Rows;
postActivationF[l] = hidden.duplicate();
input = hidden;
}
Matrix error = new Matrix(outputs, 1);
if (type.Equals(NetworkType.Supervised))
{
for (int i = 0; i < error.Rows; i++)
{
error[i, 0] = fCorrect[i] - postActivationF[postActivationF.Length - 1].toArray()[i];
}
}
else if (type.Equals(NetworkType.PolicyGradient))
{
for (int i = 0; i < error.Rows; i++)
{
error[i, 0] = (float)reward[i];
}
}
//Debug.Log(layers.Length);
for (int l = layers.Length - 1; l >= 0; l--)
{
//
Matrix deltaB = learningrate * error.eWiseMultiply(postActivationFPrime[l]);
biases[l] += deltaB;
if (l > 0)
{
deltaB *= postActivationF[l - 1].Transpose();
}
else
{
//needs sigmoid
deltaB *= new Matrix(fInput).Transpose();
}
layers[l] += deltaB;
error = layers[l].Transpose() * error;
}
//learningrate = Random.Range(0.001f, 1f);
//Random.InitState((int)System.DateTime.Now.Ticks);
return(true);
}
public void UpdateNetwork(ZeroTierNetwork network)
{
if (network == null)
{
return;
}
if (!NetworkId.Equals(network.NetworkId))
{
NetworkId = network.NetworkId;
}
if (!MacAddress.Equals(network.MacAddress))
{
MacAddress = network.MacAddress;
}
if (!NetworkName.Equals(network.NetworkName))
{
NetworkName = network.NetworkName;
}
if (!NetworkStatus.Equals(network.NetworkStatus))
{
NetworkStatus = network.NetworkStatus;
}
if (!NetworkType.Equals(network.NetworkType))
{
NetworkType = network.NetworkType;
}
if (MTU != network.MTU)
{
MTU = network.MTU;
}
if (DHCP != network.DHCP)
{
DHCP = network.DHCP;
}
if (Bridge != network.Bridge)
{
Bridge = network.Bridge;
}
if (BroadcastEnabled != network.BroadcastEnabled)
{
BroadcastEnabled = network.BroadcastEnabled;
}
if (PortError != network.PortError)
{
PortError = network.PortError;
}
if (NetconfRevision != network.NetconfRevision)
{
NetconfRevision = network.NetconfRevision;
}
AssignedAddresses = network.AssignedAddresses;
Routes = network.Routes;
if (!DeviceName.Equals(network.DeviceName))
{
DeviceName = network.DeviceName;
}
if (AllowManaged != network.AllowManaged)
{
AllowManaged = network.AllowManaged;
}
if (AllowGlobal != network.AllowGlobal)
{
AllowGlobal = network.AllowGlobal;
}
if (AllowDefault != network.AllowDefault)
{
AllowDefault = network.AllowDefault;
}
if (IsConnected != network.IsConnected)
{
IsConnected = network.IsConnected;
}
}