LSTM networks - Predict musical sequence

Hi I am trying to predict embedded musical sequences. Using a [8x100] input vector for a LSTM network. Is it possible to predict a next step in the input sequence, so that the target in time step t is input in timestep t+1 ? For small training samples the lstm converges, but when using a larger training set it does not. Any ideas?

Thanks in advance