[Mlir-commits] [mlir] [mlir] Add direct vectorization lowering for `tensor.pack` ops (PR #78660)
Diego Caballero
llvmlistbot at llvm.org
Fri Jan 19 14:56:11 PST 2024
================
@@ -1393,6 +1400,182 @@ vectorizeAsLinalgGeneric(RewriterBase &rewriter, VectorizationState &state,
return success();
}
+/// Given a tensor::PackOp, return the permutation from the "tiled"
+/// shape to the "packed" shape, defined as the following:
+/// The "packed" shape is the same as the `dest` shape of the pack op.
+/// The "tiled" shape is a permutation of the `dest` shape such that
+/// each outer dimension is in the original `source` order, and the
+/// inner_tile dimensions immediately follow their corresponding outer
+/// dimension.
+/// i.e. for the following tensor.pack:
+/// ```mlir
+/// %pack = tensor.pack %0 padding_value(%1)
+/// outer_dims_perm = [0, 2, 1]
+/// inner_dims_pos = [2, 1]
+/// inner_tiles = [16, 2]
+/// into %2 : tensor<32x8x16> -> tensor<32x1x4x16x2>
+/// ```
+/// The "packed" shape is `32x1x4x16x2`
+/// The "tiled" shape is `32x(4x2)x(1x16)`
+static SmallVector<int64_t>
+getTiledShapeToPackedShapePerm(tensor::PackOp packOp) {
+ auto innerTiles = packOp.getInnerTiles();
+ int64_t srcRank = packOp.getSourceRank();
+ auto innerDimsPos = packOp.getInnerDimsPos();
+ if (innerDimsPos.empty())
+ innerDimsPos = to_vector(llvm::seq<int64_t>(innerTiles.size()));
+ auto outerDimsPerm = packOp.getOuterDimsPerm();
+ if (outerDimsPerm.empty())
+ outerDimsPerm = to_vector(llvm::seq<int64_t>(srcRank));
+ auto packedIdxToTiledIdx = [&](int64_t idx) -> int64_t {
+ int64_t srcIdx;
+ if (idx >= srcRank)
+ srcIdx = innerDimsPos[idx - srcRank];
----------------
dcaballe wrote:
Could you add some comments to the code that help understanding the flow of what's happening?
https://github.com/llvm/llvm-project/pull/78660
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