public static void MyTrainConsole(IMLTrain train, BasicNetwork network, IMLDataSet trainingSet, int minutes, FileInfo networkFile, FileInfo trainFile)
{
int epoch = 1;
long remaining;
Console.WriteLine(@"Beginning training...");
long start = Environment.TickCount;
do
{
train.Iteration();
long current = Environment.TickCount;
long elapsed = (current - start) / 1000;
remaining = minutes - elapsed / 60;
Console.WriteLine($@"Iteration #{Format.FormatInteger(epoch)} Error:{Format.FormatPercent(train.Error)} elapsed time = {Format.FormatTimeSpan((int)elapsed)} time left = {Format.FormatTimeSpan((int)remaining * 60)}");
epoch++;
EncogDirectoryPersistence.SaveObject(networkFile, network);
TrainingContinuation cont = train.Pause();
EncogDirectoryPersistence.SaveObject(trainFile, cont);
train.Resume(cont);
foreach (var x in cont.Contents)
{
Console.WriteLine($"{x.Key}: {((double[])x.Value).Average()}");
}
}while (remaining > 0 && !train.TrainingDone && !Console.KeyAvailable);
Console.WriteLine("Finishing.");
train.FinishTraining();
}
