// Start is called before the first frame update
void Start()
{
instance = this;
net = new NeuralNetwork(numInput, numHidden, numOutput);
errorEpoch = new float[2];
totalEpoch = 0;
}
public static void Serialize(FileStream stream, NeuralNetworkImage image)
{
if (stream == null)
{
throw new ArgumentNullException(nameof(stream));
}
if (image == null)
{
throw new ArgumentNullException(nameof(image));
}
byte[] buffer;
// 1: new version signal
buffer = BitConverter.GetBytes(SectionType.SECTION_START_SIGNAL); // 2-bytes
stream.Write(buffer, 0, buffer.Length);
// 2: serialize section type
buffer = new byte[] { SECTION_TYPE }; // 1-bytes
stream.Write(buffer, 0, buffer.Length);
// 3: serialize version
buffer = BitConverter.GetBytes(VERSION); // 2-bytes
stream.Write(buffer, 0, buffer.Length);
// 2: serializer layers
LayerSerializer.Serialize(stream, image.layers);
// functions serializer
var function = new FunctionSerializerCore(stream);
// 3: serialize error function
function.Serialize(image.error_fnc);
// 4: serialize regularization function
function.Serialize(image.regularization);
// 5: serialize data input convertor
function.Serialize(image.input_convertor);
// 6: serialize data output convertor
function.Serialize(image.output_convertor);
}
public static void Serialize(string path, NeuralNetworkImage image)
{
if (path == null)
{
throw new ArgumentNullException(nameof(path));
}
if (image == null)
{
throw new ArgumentNullException(nameof(image));
}
using var stream = File.Create(path);
stream.Flush();
// serialize file signature
stream.Write(Encoding.ASCII.GetBytes(FILE_TYPE_SIGNATURE_STRING));
// end of file signature
stream.Write(new byte[1], 0, 1);
Serialize(stream, image);
}
