public static SerializedNetwork Serialize(INetwork network)
{
int layerLength = network.Layers.Length;
ISerializedLayer[] serializedLayers = new ISerializedLayer[layerLength];
for (int i = 0; i < layerLength; ++i)
{
serializedLayers[i] = LayerSerializer.SerializeLayer(network.Layers[i]);
}
return(new SerializedNetwork(network.BatchSize, serializedLayers));
}
public static ILayer Deserialize(ISerializedLayer serializedLayer, int batchSize)
{
switch (serializedLayer.Type)
{
case LayerType.Standard:
var standardSerialized = serializedLayer as SerializedStandardLayer;
return(DeserializeStandardLayer(standardSerialized, batchSize));
case LayerType.L2Penalty:
var L2Serialized = serializedLayer as SerializedL2PenaltyLayer;
return(DeserializeL2Layer(L2Serialized, batchSize));
default:
throw new InvalidOperationException("Unknown layer type to deserialize");
}
}
public SerializedInputStandardizingLayer(ISerializedLayer underlyingSerializedLayer, double[] mean, double[] stdDev)
{
UnderlyingSerializedLayer = underlyingSerializedLayer;
Mean = mean;
StdDev = stdDev;
}
public SerializedL2PenaltyLayer(ISerializedLayer underlyingSerializedLayer, double penaltyCoefficient)
{
UnderlyingSerializedLayer = underlyingSerializedLayer;
PenaltyCoefficient = penaltyCoefficient;
}
public SerializedWeightDecayLayer(ISerializedLayer underlyingSerializedLayer, double decayRate)
{
UnderlyingSerializedLayer = underlyingSerializedLayer;
DecayRate = decayRate;
}
