So in essence:
Normally a complete TE graph will be lowered to TIR representation. Your 
assumptions is that doing small changes in part of the TE graph should not 
propagate throughout all the TIR AST and you want to somehow "cache" the part 
of the TIR which is independent of changes of this subgraph. I guess since you 
are describing a complete network in TE lowering takes some time and you want 
to save this time.
Correct?

Sadly I don't know how to help you. The only thing that comes to mind is to do 
it at TIR level, but this would basically mean you need to reimplement the 
scheduling primitives (from TE) directly on TIR level. Maybe leverage the 
functionality from 
https://discuss.tvm.apache.org/t/rfc-tensorir-a-schedulable-ir-for-tvm/7872 can 
help you?





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