public static void SaveNetwork(Network network, string path)
{
Debug.AssertNotNull(path);
var info = new NetworkSerializeInfo();
info.GetDataFrom(network);
var data = Serializer.Serialize(info);
File.WriteAllText(path, data);
}
public static Network GetNetwork(string path)
{
Debug.AssertNotNull(path);
var data = File.ReadAllText(path);
var network = new Network();
var info = Serializer.Deserialize<NetworkSerializeInfo>(data);
info.LoadDataTo(network);
return network;
}
public void LoadDataTo(Network network)
{
Debug.AssertNotNull(network);
// TODO debug asserts
network.TrainingInfo.FromDictionary(StateInfo);
for (var l = 0; l < WeightsInfo.Length; l++)
{
var layer = network.Layers[l];
for (var w = 0; w < WeightsInfo[l].Length; w++)
{
layer.Weights[w].Value = WeightsInfo[l][w];
}
}
}
public void GetDataFrom(Network network)
{
Debug.Assert(network != null);
StateInfo = network.TrainingInfo.ToDictionary();
WeightsInfo = new double[network.Layers.Length][];
for (var l = 0; l < WeightsInfo.Length; l++)
{
var layer = network.Layers[l];
WeightsInfo[l] = new double[layer.Weights.Length];
for (var w = 0; w < WeightsInfo[l].Length; w++)
{
WeightsInfo[l][w] = layer.Weights[w].Value;
}
}
}
private void MenuNetworkOpenClick(object sender, EventArgs e)
{
var dialog = new OpenFileDialog {Title = "Выберите файл нейронной сети", Filter = "Файл сети|*.cnn"};
if (dialog.ShowDialog() != DialogResult.OK) return;
var networkPath = dialog.FileName;
_network = CNNFileManager.GetNetwork(networkPath);
Text = "Нейронная сеть - " + dialog.FileName;
}
private void MenuNetworkCreateClick(object sender, EventArgs e)
{
_network = new Network();
Text = "Нейронная сеть - Новая";
}