Prepare the phase for learning

def execute_epoch(self, epoch_info, learner):
        """ Prepare the phase for learning """
        for param_group in epoch_info.optimizer.param_groups:
            param_group['lr'] = self.lr

        epoch_result = learner.run_epoch(epoch_info, self._source)

        return epoch_result