zhreshold commented on issue #12334: Load pretrained model with new load_parameters() API URL: https://github.com/apache/incubator-mxnet/issues/12334#issuecomment-420070337 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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