private static NeuralNetwork deserialize(string path, ExperimentLog?log = null)
{
log?.startPhase("Deserialization", $"source file {path}", 0);
string json = File.ReadAllText(path);
NeuralNetwork nn = NeuralNetwork.deserialize(json);
log?.endPhase();
log?.recordTopologyFromNetwork(nn);
return(nn);
}
private static List <NeuralNetwork> setupNNs(ExperimentLog?log = null)
{
List <NeuralNetwork> nns = new List <NeuralNetwork>();
for (int i = 0; i < parallelNns; i++)
{
NeuralNetwork nn = new NeuralNetwork();
nn.setInputLength(784);
nn.addDenseLayer(300, new Sigmoid());
nn.addDenseLayer(10, new Sigmoid());
nn.fillPropertiesRandomly();
nns.Add(nn);
}
log?.recordTopologyFromNetwork(nns[0]);
return(nns);
}