public static NeuralNetwork Diseased(NeuralNetwork neuralNetwork, float rate)
{
for (int i = 0; i < neuralNetwork.Length; i++)
{
for (int j = 0; j < neuralNetwork[i].Length; j++)
{
for (int k = 0; k < neuralNetwork[i][j].Length; k++)
{
if (RandomF.NextFloat() < rate)
{
float value = neuralNetwork[i][j][k].x;
var offset = RandomF.NextGaussian() * 0.5f;
value += offset;
neuralNetwork[i][j][k].x = value;
}
}
}
if (!neuralNetwork[i].IsBiasNull())
{
for (int k = 0; k < neuralNetwork[i].GetBias().Length; k++)
{
if (RandomF.NextFloat() < rate)
{
float value = neuralNetwork[i].GetBias()[k].x;
var offset = RandomF.NextGaussian() * 0.5f;
value += offset;
neuralNetwork[i].GetBias()[k].x = value;
}
}
}
}
return(new NeuralNetwork(neuralNetwork));
}
