public static ManagedDNN DeserializeDNN(string json)
{
var model = JsonConvert.DeserializeObject <ManagedDNNJSON>(json);
var network = new ManagedDNN()
{
Weights = new ManagedArray[model.Weights.Count],
X = new ManagedArray[model.Weights.Count],
Z = new ManagedArray[model.Weights.Count],
D = new ManagedArray[model.Weights.Count],
Deltas = new ManagedArray[model.Weights.Count],
Activations = new ManagedArray[model.Weights.Count - 1],
Layers = new List <HiddenLayer>()
};
for (var layer = 0; layer < model.Weights.Count; layer++)
{
network.Weights[layer] = Set(model.Weights[layer]);
network.Layers.Add(new HiddenLayer(network.Weights[layer].x - 1, network.Weights[layer].y));
}
if (model.Normalization != null && model.Normalization.Count > 1)
{
network.Min = model.Normalization[0];
network.Max = model.Normalization[1];
}
return(network);
}
public static string Serialize(ManagedDNN network)
{
var model = Convert(network);
var output = JsonConvert.SerializeObject(model);
return(output);
}
public static ManagedDNNJSON Convert(ManagedDNN network)
{
var model = new ManagedDNNJSON();
for (var layer = 0; layer < network.Weights.GetLength(0); layer++)
{
model.Weights.Add(Convert2D(network.Weights[layer]));
}
model.Normalization.Add(network.Min);
model.Normalization.Add(network.Max);
return(model);
}