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authorRik Huijzer <github@huijzer.xyz>2023-11-09 20:36:32 +0100
committerGitHub <noreply@github.com>2023-11-09 20:36:32 +0100
commitd0da3d8393939790bb1a6b3b5a36daeeef000c9b (patch)
tree684bde034ac33a3c828ad006fd3f68c9a0cbd146 /llvm/lib/TextAPI/TextAPIError.cpp
parentbede0106d0df0ac77df7e5716e73cae96029e289 (diff)
[mlir][tensor] Fold when source is const (#71643)
Fixes https://github.com/llvm/llvm-project/issues/60656. This patch implements a basic fold for various reshape/resize tensor operations. Specifically, the folding removes tensor reshape/resize ops when they are applied to a constant tensor. For example, the following function: ```mlir func.func @main(%dest : tensor<8x16x8x32xf32>) -> tensor<8x16x8x32xf32> { %cst = arith.constant dense<1.000000e-01> : tensor<64x128xf32> %0 = tensor.pack %cst outer_dims_perm = [1, 0] inner_dims_pos = [0, 1] inner_tiles = [8, 32] into %dest : tensor<64x128xf32> -> tensor<8x16x8x32xf32> return %0 : tensor<8x16x8x32xf32> } ``` will be changed into the following with `mlir-opt -canonicalize`: ```mlir func.func @main(%arg0: tensor<8x16x8x32xf32>) -> tensor<8x16x8x32xf32> { %cst = arith.constant dense<1.000000e-01> : tensor<8x16x8x32xf32> return %cst : tensor<8x16x8x32xf32> } ``` As a side-note, this patch is essentially an extension of https://github.com/llvm/llvm-project/commit/f79f430d4b268429f96be95622facd2775b25624.
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