alkaline-ml / pmdarima

A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
https://www.alkaline-ml.com/pmdarima
MIT License
1.57k stars 231 forks source link

Saving a pipeline along with all the transformation steps? #522

Closed bmohan-revit closed 1 year ago

bmohan-revit commented 1 year ago

Describe the question you have

Hi, If I currently use joblib or pickle to seralize my pipeline , it is only saving my ARIMA model. But in my needs, I want to load the model again and update with new data which gives me errors because different shape size due to missing transformations. I have some models using transforms and some dont, so I cannot use the transform() method because I don't know which model has which steps. Is it possible to save the entire pipeline here or am I missing something? TIA

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