2 Commits

Author SHA1 Message Date
Spenser Bauman
a9205c5c9d
[mlir][tensor] Implement constant folder for tensor.pad (#92691)
Extend the folding ability of the RewriteAsConstant patterns to include
tensor.pad operations on constants. The new pattern with constant fold
tensor.pad operations which operate on tensor constants and have
statically resolvable padding sizes/values.

    %init = arith.constant dense<[[6, 7], [8, 9]]> : tensor<2x2xi32>
    %pad_value = arith.constant 0 : i32

    %0 = tensor.pad %init low[1, 1] high[1, 1] {
      ^bb0(%arg1: index, %arg2: index):
        tensor.yield %pad_value : i32
    } : tensor<2x2xi32> to tensor<4x4xi32>

becomes

    %cst = arith.constant dense<[[0, 0, 0, 0],
                                 [0, 6, 7, 0],
                                 [0, 8, 9, 0],
                                 [0, 0, 0, 0]]> : tensor<4x4xi32>

Co-authored-by: Spenser Bauman <sabauma@fastmail>
2024-06-06 10:22:16 -04:00
Matthias Springer
9340996706 [mlir][tensor] Add pattern to rewrite tensor.generate as a constant
Only ops with a static tensor type and a constant yield value are rewritten.

Differential Revision: https://reviews.llvm.org/D152511
2023-06-09 12:56:07 +02:00