At the moment we only have the optimized historical forecasts routine for SKLearnModel when retrain=False and forecast_horizon <= output_chunk_length (no auto-regression).

We should implement an optimized routine when performing auto-regression to speed things up.

This routine will be enabled with:

• retrain=False
• forecast_horizon > output_chunk_length