https://github.com/banach-space commented:

Great work, Momchil - thank you!

I've left a number of comments, but nothing major. My main high-level 
suggestion is to follow the guidance in [MLIR's Testing 
Guide](https://mlir.llvm.org/getting_started/TestingGuide/#contributor-guidelines)
 a bit more closely. It’s a relatively new (and long!) document, so I’ve 
included specific in-line suggestions to make it easier to see where things 
could align better.

For additional context, this 
[RFC](https://discourse.llvm.org/t/rfc-should-we-aim-for-more-consistency-in-tests/)
 provides some of the rationale behind that approach.

Also - what about memrefs with dynamic dimensions?

https://github.com/llvm/llvm-project/pull/143146
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