Run the full preprocessing pipeline on a batch of raw time series.
Raw 1-D time series (any length, may contain NaN).
Forecast configuration (controls maxContext).
Model architecture config (controls patch sizes).
Run the full preprocessing pipeline on a batch of raw time series.