For a project, I want to train a number of models that can predict the 
execution time of a layer (from its relay description) on different hardware 
targets.

My current problem is, that I am unable to find a nice option to do this.
The Debug Runtime measures the execution time for the low level functions, 
which include fused layers and cannot be directly mapped to relay nodes.

I looked into the Auto-Scheduler, as Ansor also works on a subgraph level, but 
it seems like it it also using measuring individual TIR functions.

I would like to work with the Relay representation as it enables the targeting 
of BYOC backends, which might be more relevant for highly heterogeneous targets.





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