30 LSTM layers of 30 neurons each? Two notes as input? Those are some unusual choices... For a dataset this small, a single layer LSTM with 300 neurons, accept

30 LSTM layers of 30 neurons each? Two notes as input? Those are some unusual choices... For a dataset this small, a single layer LSTM with 300 neurons, accepting four bars of input at a time, would most likely do much better.