public static ManagedCNN DeserializeCNN(string json)
{
var model = JsonConvert.DeserializeObject <ManagedCNNJSON>(json);
var network = new ManagedCNN();
foreach (var layer in model.Layers)
{
if (layer.Type == (int)LayerTypes.Input)
{
network.Layers.Add(new ManagedLayer());
}
if (layer.Type == (int)LayerTypes.Convolution)
{
network.Layers.Add(new ManagedLayer(layer.OutputMaps, layer.KernelSize));
var index = network.Layers.Count;
network.Layers[index - 1].FeatureMap = Set(layer.FeatureMap);
network.Layers[index - 1].Bias = Set(layer.Bias, false);
}
if (layer.Type == (int)LayerTypes.Subsampling)
{
network.Layers.Add(new ManagedLayer(layer.Scale));
}
}
network.Weights = Set(model.Weights);
network.Bias = Set(model.Bias, true);
return(network);
}
public static string Serialize(ManagedCNN network)
{
var model = Convert(network);
var output = JsonConvert.SerializeObject(model);
return(output);
}
public static ManagedCNNJSON Convert(ManagedCNN network)
{
var model = new ManagedCNNJSON
{
Layers = new List <ManagedLayerJSON>(),
Weights = Convert2D(network.Weights),
Bias = Convert1D(network.Bias)
};
foreach (var layer in network.Layers)
{
model.Layers.Add(Convert(layer));
}
return(model);
}