@pl_profetes can you also try to use the model on just a few lines of data. Also you might want to tell us about your system setup, how much memory you have and how much do you have assigned to KNIME.
Is this a combined PMML file with model and transactions or ‘just’ a prediction model or is it a transformation. You mention (de-)serialisation.
There might be other performance tweaks to consider.