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[mlir][vector] Relax the requirements on broadcast dims
NOTE: This is a follow-up for llvm#97049 in which the `in_bounds` attribute was made mandatory. This PR updates the semantics of the `in_bounds` attribute so that broadcast dimensions are no longer required to be "in bounds". Specifically, these xfer_read/xfer_write Ops become valid after this change: ```mlir %read = vector.transfer_read %A[%base1, %base2], %pad {in_bounds = [false], permutation_map = affine_map<(d0, d1) -> (0)>} {permutation_map = affine_map<(d0, d1) -> (0)>} : memref<?x?xf32>, vector<9xf32> vector.transfer_write %vec, %A[%base1, %base2], {in_bounds = [false], permutation_map = affine_map<(d0, d1) -> (0)>} {permutation_map = affine_map<(d0, d1) -> (0)>} : vector<9xf32>, memref<?x?xf32> ``` Note that the value `false` merely means "may run out-of-bounds", i.e., the corresponding access can still be "in bounds". In fact, the folder for xfer Ops is also updated (*) and will update the attribute value corresponding to broadcast dims to `true`. Indeed, such dims would never be out-of-bounds in practice. Still, there's no need to require Op "users" to always set the corresponding `in_bounds` flag to `true. Note that this PR doesn't change any of the lowerings. The changes in "SuperVectorize.cpp", "Vectorization.cpp" and "AffineMap.cpp" are simple reverts of recent changes in llvm#97049. Those were only meant to facilitate making `in_bounds` mandatory and to work around the extra requirements for broadcast dims (those requirements ere removed in this PR). All changes in tests are also reverts of changes from llvm#97049. For context, here's a PR in which "broadcast" dims where forced to always be "in-bounds": * https://reviews.llvm.org/D102566 (*) See `foldTransferInBoundsAttribute`.
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