tlopex opened a new pull request, #19599:
URL: https://github.com/apache/tvm/pull/19599

   This PR improves TIRX buffer-like argument handling for tile ops.
   Now TIRX already canonicalizes `BufferLoad` into `BufferRegion` in several 
C++ builder paths such as `T.reads`, `T.writes`, and `T.match_buffer`. However, 
the Python tile-op builder path had separate handling: it only converted plain 
`Buffer` arguments into full-buffer regions, while `BufferLoad` arguments could 
still be passed through as scalar loads.
   
   This PR makes the tile-op path use the same buffer-like canonicalization 
model:
   
   - `Buffer` becomes a full `BufferRegion`
   - `BufferLoad` becomes a single-point `BufferRegion`
   - `BufferRegion` remains unchanged
   
   To avoid duplicating region construction logic in Python, this PR exposes 
the existing C++ helpers `BufferRegion::FullRegion` and 
`BufferRegion::FromPoint` to Python, and updates both Python tile-op 
canonicalization and the existing C++ `BufferRegionFromLoad` helper to use 
`FromPoint`.
   
   The PR also adds `T.buffer_from_ptr(...)` as a script-level convenience for 
constructing a buffer view from a pointer or `BufferLoad`. And care is taken to 
preserve scalar expression behavior for ambiguous overloads. For example, 
`T.max(A[i], B[j])` remains a scalar expression, while explicit tile-op forms 
such as `T.max(A[i], B[j], axes=0)` canonicalize the `BufferLoad` arguments 
into single-point regions.


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