I do not think ```allow_missing=True``` is correct since the current problem is the key saved in the model is the name with prefix ```features```, which cannot be found in parameters names in ```model.features```. I guess all features with the argument all missing would not be initialized at all/ initialized by random numbers depends on the initializer.
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