Implement LSTM RNN model inference #53

Need to implement LSTM inference like a Mikolov RNN is implemented right now.
We want to implement lightweight inference inside Juman++ directly because we want to do both batching and path deduplication when traversing the lattice.

LSTM training should be implemented externally.