Thank you so much @tqchen @slyubomirsky @sanirudh for your detailed inputs on 
this!

I have some thoughts and questions listed below. I also discussed them with 
@sanirudh. It would be great if we can address them in the next unity meeting. 
I'll add this topic to the agenda.

1. Axis separator will be set by `AlterOpImpl`  pass and hence, it can embed 
`R.memory_axis_separator`  for each tensor.

2. IIUC, `FlattenLowAxisSepDimensions` should be invoked to before all TIR 
passes. Now, if a TIR pass depends on logical shape of a tensor, then how 
should we handle such a scenario ? Should the logical shape be stored/saved in 
an attribute so that TIR passes can run smoothly ?

Thanks.





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