public void SaveData(string fileName)
{
CNN_Data cNN_Data = new CNN_Data();
for (int i = 0; i < Layers.Length; i++)
{
switch (Layers[i].LayerType)
{
case LayerType.INPUT:
break;
case LayerType.CONVOLUTIONAL:
cNN_Data.Kernels.Add((layers[i] as ConvLayer).Kernels);
cNN_Data.Ker_Biases.Add((layers[i] as ConvLayer).Biases);
break;
case LayerType.MAXPOOLING:
break;
case LayerType.FULLY_CONNECTED:
for (int j = 0; j < (layers[i] as FC_Network).Layers.Length; j++)
{
cNN_Data.Weights.Add((layers[i] as FC_Network).Layers[j].Weights);
cNN_Data.Biases.Add((layers[i] as FC_Network).Layers[j].Biases);
}
break;
default:
break;
}
}
cNN_Data.Descriptions = descriptions.ToList();
int fileCount = Directory.GetFiles(saved_network_path, "*.json").Length;
if (string.IsNullOrEmpty(fileName))
{
fileName = string.Format("network{0}.json", fileCount);
}
string fullPath = Path.Combine(saved_network_path, fileName);
JsonFileController.WriteToJsonFile(fullPath, cNN_Data);
}
public void LoadData(string fileName)
{
int convLayCount = 0;
CNN_Data cNN_Data = JsonFileController.ReadDataFromJsonFile <CNN_Data>(Path.Combine(saved_network_path, fileName));
descriptions = cNN_Data.Descriptions.ToArray();
layers = new Layer[descriptions.Length];
for (int i = 0; i < descriptions.Length; i++)
{
NewLayer(descriptions[i]);
switch (descriptions[i].layerType)
{
case LayerType.INPUT:
break;
case LayerType.CONVOLUTIONAL:
(layers[i] as ConvLayer).Kernels = cNN_Data.Kernels[convLayCount];
(layers[i] as ConvLayer).Biases = cNN_Data.Ker_Biases[convLayCount];
convLayCount++;
break;
case LayerType.MAXPOOLING:
break;
case LayerType.FULLY_CONNECTED:
for (int j = 0; j < (layers[i] as FC_Network).Layers.Length; j++)
{
(layers[i] as FC_Network).Layers[j].Weights = cNN_Data.Weights[j];
(layers[i] as FC_Network).Layers[j].Biases = cNN_Data.Biases[j];
}
break;
default:
throw new UndefinedLayerException("This is not a recognizeable layer!!!");
}
}
}