After transition from `save_params` to `save_parameters` it is no longer 
enforcing prefix check, and it's really error prone if we are going to load 
partial weights from different models.  
So `save_parameters` and `load_parameters` are seriously only for serialization 
IMO. 

As suggested by @L1aoXingyu I think it's safer to copy loaded parameters 
between each other, at least you will know what parameters are indeed copied. 

Let me know what's your concern if directly loading partial weights is not 
applicable. @ShownX 

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