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The prioritization argument makes total sense. However, the error should be clearer to the user. probably NotImplementError('cpu to gpu imports are not supported')... Also, consider the following scenario: resuming (weights...

@guyjacob Can we add a check on the output quantized model, verifying all tensors are indeed quantized as expected? If the check finds unexpected non-quantized tensors, user should be warned.