//===- TestTilingInterface.cpp - Test tiling using `TilingInterface` -----===// // // 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 a pass for testing tiling operations using // `TilingInterface`. // //===----------------------------------------------------------------------===// #include "mlir/Dialect/Affine/IR/AffineOps.h" #include "mlir/Dialect/Func/IR/FuncOps.h" #include "mlir/Dialect/Linalg/Transforms/TilingInterfaceImpl.h" #include "mlir/Dialect/Linalg/Transforms/Transforms.h" #include "mlir/Dialect/MemRef/IR/MemRef.h" #include "mlir/Dialect/SCF/SCF.h" #include "mlir/Dialect/SCF/TileUsingInterface.h" #include "mlir/Dialect/Tensor/IR/Tensor.h" #include "mlir/Interfaces/TilingInterface.h" #include "mlir/Pass/Pass.h" #include "mlir/Pass/PassManager.h" #include "mlir/Transforms/GreedyPatternRewriteDriver.h" #include "llvm/ADT/TypeSwitch.h" using namespace mlir; namespace { /// Construct a generic pattern applied to all TilingInterface ops that verify /// `filter`. struct TestTileUsingSCFForOpWithFilter : public scf::TileUsingSCFForOp { TestTileUsingSCFForOpWithFilter(MLIRContext *context, scf::SCFTilingOptions options, linalg::LinalgTransformationFilter filter = linalg::LinalgTransformationFilter(), PatternBenefit benefit = 1) : scf::TileUsingSCFForOp(context, options, benefit), filter(filter) {} /// Construct a generic pattern applied to `opName`. TestTileUsingSCFForOpWithFilter(StringRef opName, MLIRContext *context, scf::SCFTilingOptions options, linalg::LinalgTransformationFilter filter = linalg::LinalgTransformationFilter(), PatternBenefit benefit = 1) : scf::TileUsingSCFForOp(context, options, benefit), filter(filter) {} LogicalResult matchAndRewrite(TilingInterface op, PatternRewriter &rewriter) const override { if (failed(filter.checkAndNotify(rewriter, op))) return failure(); FailureOr tilingResult = returningMatchAndRewrite(op, rewriter); if (failed(tilingResult)) { return failure(); } filter.replaceLinalgTransformationFilter(rewriter, tilingResult->tiledOp); return success(); } private: linalg::LinalgTransformationFilter filter; }; struct TestTilingInterfacePass : public PassWrapper> { MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(TestTilingInterfacePass) TestTilingInterfacePass() = default; TestTilingInterfacePass(const TestTilingInterfacePass &pass) : PassWrapper(pass) {} void getDependentDialects(DialectRegistry ®istry) const override { registry.insert(); linalg::registerTilingInterfaceExternalModels(registry); } StringRef getArgument() const final { return "test-tiling-interface"; } StringRef getDescription() const final { return "Test tiling using TilingInterface"; } void runOnOperation() override; }; } // namespace static void addTestPatterns(MLIRContext *context, RewritePatternSet &patterns) { auto addPatternForTiling = [&](ArrayRef tileSizes, StringRef filterName) { scf::SCFTilingOptions tilingOptions; tilingOptions.setTileSizes(tileSizes); linalg::LinalgTransformationFilter filter( StringAttr::get(context, filterName), StringAttr::get(context, "tiled")); patterns.add(context, tilingOptions, filter); }; // 1. Tiling M and N dims of `linalg.matmul` on tensors. addPatternForTiling({10, 20}, "simple_gemm"); // 2. Tiling M, N and K of `linalg.matmul` on buffers. addPatternForTiling({10, 20, 30}, "simple_gemm_memref"); // 3. Tiling 3D parallel generic op which implements a transpose addPatternForTiling({10, 0, 20}, "parallel_generic_transpose"); // 4. Tiling 2D conv op. addPatternForTiling({0, 0, 0, 0, 10, 20, 30}, "simple_conv"); } void TestTilingInterfacePass::runOnOperation() { MLIRContext *context = &getContext(); RewritePatternSet tilingPatterns(context); addTestPatterns(context, tilingPatterns); if (failed(applyPatternsAndFoldGreedily(getOperation(), std::move(tilingPatterns)))) return signalPassFailure(); } namespace mlir { namespace test { void registerTestTilingInterface() { PassRegistration(); } } // namespace test } // namespace mlir