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Maybe I'm getting this wrong, but wouldn't be possible to just set duration for a period in the future and then filter the values ds values you need ?

not if you have trained a model on one time scale and want a prediction for a timescale that is shorter than that. ie you have monthly data and want a weekly forecast

Thanks! Now I get it.