llvm-project/mlir/lib/Dialect/Vector/Transforms/LowerVectorFromElements.cpp
Yang Bai 4eb1a07d7d
[mlir][vector] Support multi-dimensional vectors in VectorFromElementsLowering (#151175)
This patch introduces a new unrolling-based approach for lowering
multi-dimensional `vector.from_elements` operations.

**Implementation Details:**
1. **New Transform Pattern**: Added `UnrollFromElements` that unrolls a
N-D(N>=2) from_elements op to a (N-1)-D from_elements op align the
outermost dimension.
2. **Utility Functions**: Added `unrollVectorOp` to reuse the unroll
algo of vector.gather for vector.from_elements.
3. **Integration**: Added the unrolling pattern to the
convert-vector-to-llvm pass as a temporal transformation.
4. Use direct LLVM dialect operations instead of intermediate
vector.insert operations for efficiency in `VectorFromElementsLowering`.

**Example:**
```mlir
// unroll
%v = vector.from_elements  %e0, %e1, %e2, %e3 : vector<2x2xf32>
=>
%poison_2d = ub.poison : vector<2x2xf32>
%vec_1d_0 = vector.from_elements %e0, %e1 : vector<2xf32>
%vec_2d_0 = vector.insert %vec_1d_0, %poison_2d [0] : vector<2xf32> into vector<2x2xf32>
%vec_1d_1 = vector.from_elements %e2, %e3 : vector<2xf32>
%result = vector.insert %vec_1d_1, %vec_2d_0 [1] : vector<2xf32> into vector<2x2xf32>

// convert-vector-to-llvm
%v = vector.from_elements %e0, %e1, %e2, %e3 : vector<2x2xf32>
=>
%poison_2d = ub.poison : vector<2x2xf32>
%poison_2d_cast = builtin.unrealized_conversion_cast %poison_2d : vector<2x2xf32> to !llvm.array<2 x vector<2xf32>>
%poison_1d_0 = llvm.mlir.poison : vector<2xf32>
%c0_0 = llvm.mlir.constant(0 : i64) : i64
%vec_1d_0_0 = llvm.insertelement %e0, %poison_1d_0[%c0_0 : i64] : vector<2xf32>
%c1_0 = llvm.mlir.constant(1 : i64) : i64
%vec_1d_0_1 = llvm.insertelement %e1, %vec_1d_0_0[%c1_0 : i64] : vector<2xf32>
%vec_2d_0 = llvm.insertvalue %vec_1d_0_1, %poison_2d_cast[0] : !llvm.array<2 x vector<2xf32>>
%poison_1d_1 = llvm.mlir.poison : vector<2xf32>
%c0_1 = llvm.mlir.constant(0 : i64) : i64
%vec_1d_1_0 = llvm.insertelement %e2, %poison_1d_1[%c0_1 : i64] : vector<2xf32>
%c1_1 = llvm.mlir.constant(1 : i64) : i64
%vec_1d_1_1 = llvm.insertelement %e3, %vec_1d_1_0[%c1_1 : i64] : vector<2xf32>
%vec_2d_1 = llvm.insertvalue %vec_1d_1_1, %vec_2d_0[1] : !llvm.array<2 x vector<2xf32>>
%result = builtin.unrealized_conversion_cast %vec_2d_1 : !llvm.array<2 x vector<2xf32>> to vector<2x2xf32>
```

---------

Co-authored-by: Nicolas Vasilache <Nico.Vasilache@amd.com>
Co-authored-by: Yang Bai <yangb@nvidia.com>
Co-authored-by: James Newling <james.newling@gmail.com>
Co-authored-by: Diego Caballero <dieg0ca6aller0@gmail.com>
2025-08-18 10:09:12 -07:00

66 lines
2.4 KiB
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//===- LowerVectorFromElements.cpp - Lower 'vector.from_elements' op -----===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
//
// This file implements target-independent rewrites and utilities to lower the
// 'vector.from_elements' operation.
//
//===----------------------------------------------------------------------===//
#include "mlir/Dialect/Vector/IR/VectorOps.h"
#include "mlir/Dialect/Vector/Transforms/LoweringPatterns.h"
#define DEBUG_TYPE "lower-vector-from-elements"
using namespace mlir;
namespace {
/// Unrolls 2 or more dimensional `vector.from_elements` ops by unrolling the
/// outermost dimension. For example:
/// ```
/// %v = vector.from_elements %e0, %e1, %e2, %e3, %e4, %e5 : vector<2x3xf32>
///
/// ==>
///
/// %0 = ub.poison : vector<2x3xf32>
/// %v0 = vector.from_elements %e0, %e1, %e2 : vector<3xf32>
/// %1 = vector.insert %v0, %0 [0] : vector<3xf32> into vector<2x3xf32>
/// %v1 = vector.from_elements %e3, %e4, %e5 : vector<3xf32>
/// %v = vector.insert %v1, %1 [1] : vector<3xf32> into vector<2x3xf32>
/// ```
///
/// When applied exhaustively, this will produce a sequence of 1-d from_elements
/// ops.
struct UnrollFromElements : OpRewritePattern<vector::FromElementsOp> {
using OpRewritePattern::OpRewritePattern;
LogicalResult matchAndRewrite(vector::FromElementsOp op,
PatternRewriter &rewriter) const override {
ValueRange allElements = op.getElements();
auto unrollFromElementsFn = [&](PatternRewriter &rewriter, Location loc,
VectorType subTy, int64_t index) {
size_t subTyNumElements = subTy.getNumElements();
assert((index + 1) * subTyNumElements <= allElements.size() &&
"out of bounds");
ValueRange subElements =
allElements.slice(index * subTyNumElements, subTyNumElements);
return vector::FromElementsOp::create(rewriter, loc, subTy, subElements);
};
return unrollVectorOp(op, rewriter, unrollFromElementsFn);
}
};
} // namespace
void mlir::vector::populateVectorFromElementsLoweringPatterns(
RewritePatternSet &patterns, PatternBenefit benefit) {
patterns.add<UnrollFromElements>(patterns.getContext(), benefit);
}