[Mlir-commits] [mlir] [mlir][x86vector] Lower vector.contract to FMA or packed type dot-product (PR #168074)
Adam Siemieniuk
llvmlistbot at llvm.org
Thu Nov 20 07:09:03 PST 2025
================
@@ -0,0 +1,126 @@
+//===- VectorContractToFMA.cpp --------------------------------------------===//
+//
+// 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
+//
+//===----------------------------------------------------------------------===//
+
+#include "mlir/Dialect/Vector/IR/VectorOps.h"
+#include "mlir/Dialect/Vector/Utils/VectorUtils.h"
+#include "mlir/Dialect/X86Vector/Transforms.h"
+#include "mlir/Dialect/X86Vector/X86VectorDialect.h"
+
+#include "mlir/IR/BuiltinAttributes.h"
+#include "mlir/IR/Dominance.h"
+#include "mlir/IR/PatternMatch.h"
+
+#include "mlir/Pass/Pass.h"
+#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
+
+using namespace mlir;
+using namespace mlir::vector;
+using namespace mlir::x86vector;
+
+// Implements outer product contraction as a sequence of broadcast and
+// FMA operations.
+//
+// For example - for F32 type:
+// ```
+// vector.contract <1x1xf32>, <1x16xf32> into <1x16xf32>
+// ```
+// to
+// ```
+// vector.broadcast %lhs to <16xf32>
+// vector.fma vector<16xf32>
+// ```
+struct VectorContractToFMA : public OpRewritePattern<vector::ContractionOp> {
+ using OpRewritePattern<vector::ContractionOp>::OpRewritePattern;
+
+ LogicalResult matchAndRewrite(vector::ContractionOp contractOp,
+ PatternRewriter &rewriter) const override {
+
+ if (contractOp.getKind() != vector::CombiningKind::ADD)
+ return rewriter.notifyMatchFailure(contractOp,
+ "Expects add combining kind");
+
+ VectorType lhsTy = contractOp.getLhsType();
+ if (!lhsTy.getElementType().isF32())
+ return rewriter.notifyMatchFailure(contractOp,
+ "Only F32 lowering is supported.");
+
+ ArrayRef<int64_t> lhsShape = lhsTy.getShape();
+ llvm::SmallVector<int64_t> dimsLhs;
+ llvm::copy_if(lhsShape, std::back_inserter(dimsLhs),
+ [](int64_t dim) { return dim != 1; });
+
+ VectorType rhsTy = contractOp.getRhsType();
+ ArrayRef<int64_t> rhsShape = rhsTy.getShape();
+ llvm::SmallVector<int64_t> dimsRhs;
+ llvm::copy_if(rhsShape, std::back_inserter(dimsRhs),
+ [](int64_t dim) { return dim != 1; });
+
+ if (dimsLhs.size() > 0 && dimsRhs.size() > 0)
+ return rewriter.notifyMatchFailure(
+ contractOp, "Excepts unit dimensions for either LHS or RHS shape.");
+
+ if (dimsLhs.size() != 1 && dimsRhs.size() != 1)
+ return rewriter.notifyMatchFailure(contractOp,
+ "Irregular LHS or RHS shape.");
----------------
adam-smnk wrote:
nit: "irregular" doesn't say much. Maybe sth more explicit like "Expected only one broadcastable input operand", could be shorter 😀
https://github.com/llvm/llvm-project/pull/168074
More information about the Mlir-commits
mailing list