<SYSTEM_TASK:>
Solve the following problem using Python, implementing the functions described below, one line at a time
<END_TASK>
<USER_TASK:>
Description:
 def restore(self, training_info: TrainingInfo, local_batch_idx: int, model: Model, hidden_state: dict):
 """ Restore learning from intermediate state. """

        pass