// neuro
public void Reset()
{
if (File.Exists(filePath))
{
Perceptron old = Load(filePath);
old.weights.CopyTo(weights, 0);
}
else
{
Construct(true);
}
}
public static Perceptron Load(string dataFilePath)
{
// deserialize
FileStream stream = File.OpenRead(dataFilePath);
BinaryFormatter formatter = new BinaryFormatter();
Perceptron perceptron = (Perceptron)formatter.Deserialize(stream);
stream.Close();
// init weights
perceptron.weights = new Matrix <double> [perceptron.weightsSeries.Length];
for (int i = 0; i < perceptron.weights.Length; i++)
{
perceptron.weights[i] = CreateMatrix.DenseOfArray(perceptron.weightsSeries[i]);
}
return(perceptron);
}
// utils
public static void Save(string dataFilePath, Perceptron perceptron)
{
// prepare weights
perceptron.weightsSeries = new double[perceptron.weights.Length][, ];
for (int i = 0; i < perceptron.weights.Length; i++)
{
perceptron.weightsSeries[i] = perceptron.weights[i].ToArray();
}
// serialize
FileStream stream = File.OpenWrite(dataFilePath);
BinaryFormatter formatter = new BinaryFormatter();
formatter.Serialize(stream, perceptron);
stream.Flush();
stream.Close();
}