public void TrainNetwork()
{
Console.WriteLine("Training Network");
SampleSet samples = GenerateSamples(category.Compositions);
ann = RNN();
ann.rebuffer(samples.maxSequenceLength());
ann.initializeWeights(rnd);
GradientDescent trainer = new GradientDescent();
trainer.setNet(ann);
trainer.setRnd(rnd);
trainer.setPermute(false);
trainer.setTrainingSet(samples);
trainer.setLearningRate(learningrate);
trainer.setMomentum(momentum);
trainer.setEpochs(epochs);
trainer.train();
Save();
}