brightening-eyes opened a new issue #20225:
URL: https://github.com/apache/incubator-mxnet/issues/20225


   ## Description
   the save_parameters() method of gluon.nn.HybridBlock only saves model 
parameters to file. it should be possible to save the model to a file-like 
object. this lets us combine many models, save them to a dict object, pickle 
that dict object and load from that (think of saving encoder and decoder into 
just one file than compress it).
   of course the possibilities are endless, and this was just an example.
   
   ## References
   pytorch has an api torch.save and torch.load as far as I can remember.


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