Thanks @samskalicky, this would sound like an interesting feature for Sockeye 
as well. In Sockeye, we use a mix of Hybrid and non-Hybrid blocks, both during 
training and inference. We currently do not use the export mechanism of Gluon, 
but keep our own configuration file to build the model graph at inference time, 
according to its specifications, we therefore tie code and model artifacts 
closely together. An export functionality that would allow us to export the 
inference computation after training sounds useful.

My main question about this though would be how exported HybridBlocks (i.e. 
SymbolBlocks) behave w.r.t changing input shapes? Before Gluon, we had to make 
heavy use of the BucketingModule in MXNet to account for varying shapes at 
inference time. 

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